diff --git a/Tutorials/Anomaly Detection Tutorial Level Beginner - ANO101.ipynb b/Tutorials/Anomaly Detection Tutorial Level Beginner - ANO101.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..1844086adec491f7244404b1fc2802e786e6b51a
--- /dev/null
+++ b/Tutorials/Anomaly Detection Tutorial Level Beginner - ANO101.ipynb
@@ -0,0 +1,17064 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Anomaly Detection Tutorial (ANO101) - Level Beginner"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Date Updated: Feb 25, 2020**\n",
+ "\n",
+ "# 1.0 Objective of Tutorial\n",
+ "Welcome to Anomaly Detection Tutorial (#ANO101). This tutorial assumes that you are new to PyCaret and looking to get started with Anomaly Detection using `pycaret.anomaly` Module.\n",
+ "\n",
+ "In this tutorial we will learn:\n",
+ "\n",
+ "\n",
+ "* **Getting Data:** How to import data from PyCaret repository?\n",
+ "* **Setting up Environment:** How to setup experiment in PyCaret to get started with building anomaly models?\n",
+ "* **Create Model:** How to create a model and assigns anomaly labels to original dataset for analysis?\n",
+ "* **Plot Model:** How to analyze model performance using various plots?\n",
+ "* **Predict Model:** How to assign anomaly labels to new and unseen dataset based on trained model?\n",
+ "* **Save / Load Model:** How to save / load model for future use?\n",
+ "\n",
+ "Read Time : Approx. 25 Minutes\n",
+ "\n",
+ "\n",
+ "## 1.1 Installing PyCaret\n",
+ "First step to get started with PyCaret is to install pycaret. Installing pycaret is easy and take few minutes only. Follow the instructions below:\n",
+ "\n",
+ "#### Installing PyCaret in Local Jupyter Notebook\n",
+ "`pip install pycaret`
\n",
+ "\n",
+ "#### Installing PyCaret on Google Colab or Azure Notebooks\n",
+ "`!pip install pycaret`\n",
+ "\n",
+ "\n",
+ "## 1.2 Pre-Requisites\n",
+ "- Python 3.x\n",
+ "- Latest version of pycaret\n",
+ "- Internet connection to load data from pycaret's repository\n",
+ "- Basic Knowledge of Anomaly Detection\n",
+ "\n",
+ "## 1.3 For Google colab users:\n",
+ "If you are running this notebook on Google colab, below code of cells must be run at top of the notebook to display interactive visuals.
\n",
+ "
\n",
+ "`from pycaret.utils import enable_colab`
\n",
+ "`enable_colab()`\n",
+ "\n",
+ "## 1.4 See also:\n",
+ "- __[Anomaly Detectiom Tutorial (ANO102) - Level Intermediate](https://github.com/pycaret/pycaret/blob/master/Tutorials/Anomaly%20Detection%20Tutorial%20(ANO102)%20-%20Level%20Intermediate.ipynb)__\n",
+ "- __[Anomaly Detection Tutorial (ANO103) - Level Expert](https://github.com/pycaret/pycaret/blob/master/Tutorials/Anomaly%20Detection%20Tutorial%20(ANO103)%20-%20Level%20Expert.ipynb)__\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 2.0 What is Anomaly Detection?\n",
+ "\n",
+ "Anomaly Detection is the task of identifying of rare items, events or observations which raise suspicions by differing significantly from the majority of the data. Typically the anomalous items will translate to some kind of problem such as bank fraud, a structural defect, medical problems or errors in a text. There are three broad categories of anomaly detection techniques exist:\n",
+ "\n",
+ "- **Unsupervised anomaly detection:** Unsupervised anomaly detection techniques detect anomalies in an unlabeled test data set under the assumption that the majority of the instances in the data set are normal by looking for instances that seem to fit least to the remainder of the data set.
\n",
+ "
\n",
+ "- **Supervised anomaly detection:** This technique requires a data set that has been labeled as \"normal\" and \"abnormal\" and involves training a classifier.
\n",
+ "
\n",
+ "- **Semi-supervised anomaly detection:** This technique construct a model representing normal behavior from a given normal training data set, and then test the likelihood of a test instance to be generated by the learnt model.
\n",
+ "\n",
+ "`pycaret.anomaly` module supports the unsupervised and supervised anomaly detection technique. In this tutorial we will only cover unsupervised anomaly detection technique.\n",
+ "\n",
+ "__[Learn More about Anomaly Detection](https://en.wikipedia.org/wiki/Anomaly_detection)__"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 3.0 Overview of Anomaly Detection Module in PyCaret\n",
+ "PyCaret's anomaly detection module (`pycaret.anomaly`) is a an unsupervised machine learning module which performs the task of identifying rare items, events or observations which raise suspicions by differing significantly from the majority of the data.\n",
+ "\n",
+ "PyCaret anomaly detection module provides several pre-processing features that can be configured when initializing the setup through `setup()` function. It has over 12 algorithms and few plots to analyze the results of anomaly detection. PyCaret's anomaly detection module also implements a unique function `tune_model()` that allows you to tune the hyperparameters of anomaly detection model to optimize the supervised learning objective such as `AUC` for classification or `R2` for regression."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 4.0 Dataset for the Tutorial"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "For this tutorial we will use a dataset from UCI called **Mice Protein Expression**. The data set consists of the expression levels of 77 proteins/protein modifications that produced detectable signals in the nuclear fraction of cortex. The dataset contains a total of 1080 measurements per protein. Each measurement can be considered as an independent sample/mouse. __[Click Here](https://archive.ics.uci.edu/ml/datasets/Mice+Protein+Expression)__ to read more about the dataset.\n",
+ "\n",
+ "\n",
+ "#### Dataset Acknowledgement:\n",
+ "Clara Higuera Department of Software Engineering and Artificial Intelligence, Faculty of Informatics and the Department of Biochemistry and Molecular Biology, Faculty of Chemistry, University Complutense, Madrid, Spain.\n",
+ "Email: clarahiguera@ucm.es\n",
+ "\n",
+ "Katheleen J. Gardiner, creator and owner of the protein expression data, is currently with the Linda Crnic Institute for Down Syndrome, Department of Pediatrics, Department of Biochemistry and Molecular Genetics, Human Medical Genetics and Genomics, and Neuroscience Programs, University of Colorado, School of Medicine, Aurora, Colorado, USA.\n",
+ "Email: katheleen.gardiner@ucdenver.edu\n",
+ "\n",
+ "Krzysztof J. Cios is currently with the Department of Computer Science, Virginia Commonwealth University, Richmond, Virginia, USA, and IITiS Polish Academy of Sciences, Poland.\n",
+ "Email: kcios@vcu.edu\n",
+ "\n",
+ "The original dataset and data dictionary can be __[found here.](https://archive.ics.uci.edu/ml/datasets/Mice+Protein+Expression)__ "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 5.0 Getting the Data"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "You can download the data from the original source __[found here](https://archive.ics.uci.edu/ml/datasets/Mice+Protein+Expression)__ and load it using pandas __[(Learn How)](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read_csv.html)__ or you can use PyCaret's data respository to load the data using `get_data()` function (This will require internet connection)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " MouseID | \n",
+ " DYRK1A_N | \n",
+ " ITSN1_N | \n",
+ " BDNF_N | \n",
+ " NR1_N | \n",
+ " NR2A_N | \n",
+ " pAKT_N | \n",
+ " pBRAF_N | \n",
+ " pCAMKII_N | \n",
+ " pCREB_N | \n",
+ " ... | \n",
+ " pCFOS_N | \n",
+ " SYP_N | \n",
+ " H3AcK18_N | \n",
+ " EGR1_N | \n",
+ " H3MeK4_N | \n",
+ " CaNA_N | \n",
+ " Genotype | \n",
+ " Treatment | \n",
+ " Behavior | \n",
+ " class | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 309_1 | \n",
+ " 0.503644 | \n",
+ " 0.747193 | \n",
+ " 0.430175 | \n",
+ " 2.816329 | \n",
+ " 5.990152 | \n",
+ " 0.218830 | \n",
+ " 0.177565 | \n",
+ " 2.373744 | \n",
+ " 0.232224 | \n",
+ " ... | \n",
+ " 0.108336 | \n",
+ " 0.427099 | \n",
+ " 0.114783 | \n",
+ " 0.131790 | \n",
+ " 0.128186 | \n",
+ " 1.675652 | \n",
+ " Control | \n",
+ " Memantine | \n",
+ " C/S | \n",
+ " c-CS-m | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 309_2 | \n",
+ " 0.514617 | \n",
+ " 0.689064 | \n",
+ " 0.411770 | \n",
+ " 2.789514 | \n",
+ " 5.685038 | \n",
+ " 0.211636 | \n",
+ " 0.172817 | \n",
+ " 2.292150 | \n",
+ " 0.226972 | \n",
+ " ... | \n",
+ " 0.104315 | \n",
+ " 0.441581 | \n",
+ " 0.111974 | \n",
+ " 0.135103 | \n",
+ " 0.131119 | \n",
+ " 1.743610 | \n",
+ " Control | \n",
+ " Memantine | \n",
+ " C/S | \n",
+ " c-CS-m | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 309_3 | \n",
+ " 0.509183 | \n",
+ " 0.730247 | \n",
+ " 0.418309 | \n",
+ " 2.687201 | \n",
+ " 5.622059 | \n",
+ " 0.209011 | \n",
+ " 0.175722 | \n",
+ " 2.283337 | \n",
+ " 0.230247 | \n",
+ " ... | \n",
+ " 0.106219 | \n",
+ " 0.435777 | \n",
+ " 0.111883 | \n",
+ " 0.133362 | \n",
+ " 0.127431 | \n",
+ " 1.926427 | \n",
+ " Control | \n",
+ " Memantine | \n",
+ " C/S | \n",
+ " c-CS-m | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 309_4 | \n",
+ " 0.442107 | \n",
+ " 0.617076 | \n",
+ " 0.358626 | \n",
+ " 2.466947 | \n",
+ " 4.979503 | \n",
+ " 0.222886 | \n",
+ " 0.176463 | \n",
+ " 2.152301 | \n",
+ " 0.207004 | \n",
+ " ... | \n",
+ " 0.111262 | \n",
+ " 0.391691 | \n",
+ " 0.130405 | \n",
+ " 0.147444 | \n",
+ " 0.146901 | \n",
+ " 1.700563 | \n",
+ " Control | \n",
+ " Memantine | \n",
+ " C/S | \n",
+ " c-CS-m | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 309_5 | \n",
+ " 0.434940 | \n",
+ " 0.617430 | \n",
+ " 0.358802 | \n",
+ " 2.365785 | \n",
+ " 4.718679 | \n",
+ " 0.213106 | \n",
+ " 0.173627 | \n",
+ " 2.134014 | \n",
+ " 0.192158 | \n",
+ " ... | \n",
+ " 0.110694 | \n",
+ " 0.434154 | \n",
+ " 0.118481 | \n",
+ " 0.140314 | \n",
+ " 0.148380 | \n",
+ " 1.839730 | \n",
+ " Control | \n",
+ " Memantine | \n",
+ " C/S | \n",
+ " c-CS-m | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
5 rows × 82 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " MouseID DYRK1A_N ITSN1_N BDNF_N NR1_N NR2A_N pAKT_N \\\n",
+ "0 309_1 0.503644 0.747193 0.430175 2.816329 5.990152 0.218830 \n",
+ "1 309_2 0.514617 0.689064 0.411770 2.789514 5.685038 0.211636 \n",
+ "2 309_3 0.509183 0.730247 0.418309 2.687201 5.622059 0.209011 \n",
+ "3 309_4 0.442107 0.617076 0.358626 2.466947 4.979503 0.222886 \n",
+ "4 309_5 0.434940 0.617430 0.358802 2.365785 4.718679 0.213106 \n",
+ "\n",
+ " pBRAF_N pCAMKII_N pCREB_N ... pCFOS_N SYP_N H3AcK18_N \\\n",
+ "0 0.177565 2.373744 0.232224 ... 0.108336 0.427099 0.114783 \n",
+ "1 0.172817 2.292150 0.226972 ... 0.104315 0.441581 0.111974 \n",
+ "2 0.175722 2.283337 0.230247 ... 0.106219 0.435777 0.111883 \n",
+ "3 0.176463 2.152301 0.207004 ... 0.111262 0.391691 0.130405 \n",
+ "4 0.173627 2.134014 0.192158 ... 0.110694 0.434154 0.118481 \n",
+ "\n",
+ " EGR1_N H3MeK4_N CaNA_N Genotype Treatment Behavior class \n",
+ "0 0.131790 0.128186 1.675652 Control Memantine C/S c-CS-m \n",
+ "1 0.135103 0.131119 1.743610 Control Memantine C/S c-CS-m \n",
+ "2 0.133362 0.127431 1.926427 Control Memantine C/S c-CS-m \n",
+ "3 0.147444 0.146901 1.700563 Control Memantine C/S c-CS-m \n",
+ "4 0.140314 0.148380 1.839730 Control Memantine C/S c-CS-m \n",
+ "\n",
+ "[5 rows x 82 columns]"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "from pycaret.datasets import get_data\n",
+ "dataset = get_data('mice')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(1080, 82)"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#check the shape of data\n",
+ "dataset.shape"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "In order to demonstrate the `predict_model()` function on unseen data, a sample of 5% (54 samples) are taken out from original dataset to be used for predictions at the end of experiment. This should not be confused with train/test split. This particular split is performed to simulate real life scenario. Another way to think about this is that these 54 samples are not available at the time when this experiment was performed."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Data for Modeling: (1026, 82)\n",
+ "Unseen Data For Predictions: (54, 82)\n"
+ ]
+ }
+ ],
+ "source": [
+ "data = dataset.sample(frac=0.95, random_state=786).reset_index(drop=True)\n",
+ "data_unseen = dataset.drop(data.index).reset_index(drop=True)\n",
+ "\n",
+ "print('Data for Modeling: ' + str(data.shape))\n",
+ "print('Unseen Data For Predictions: ' + str(data_unseen.shape))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 6.0 Setting up Environment in PyCaret"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "`setup()` function initializes the environment in pycaret and creates the transformation pipeline to prepare the data for modeling and deployment. `setup()` must be called before executing any other function in pycaret. It takes only one mandatory parameter: pandas dataframe. All other parameters are optional and are used to customize pre-processing pipeline (we will see them in later tutorials).\n",
+ "\n",
+ "When `setup()` is executed PyCaret's inference algorithm will automatically infer the data types for all features based on certain properties. Although, most of the times the data type is inferred correctly but it's not always the case. Therefore, after `setup()` is executed, PyCaret displays a table containing features and their inferred data types. At which stage, you can inspect and press `enter` to continue if all data types are correctly infered or type `quit` to end the experiment. Identifying data types correctly is of fundamental importance in PyCaret as it automatically performs few pre-processing tasks which are imperative to perform any machine learning experiment. These pre-processing tasks are performed differently for each data type. As such, it is very important that data types are correctly configured.\n",
+ "\n",
+ "In later tutorials we will learn how to overwrite PyCaret's infered data type using `numeric_features` and `categorical_features` parameter in `setup()`."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from pycaret.anomaly import *"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Setup Succesfully Completed!\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ " | Description | Value |
\n",
+ " \n",
+ " 0 | \n",
+ " session_id | \n",
+ " 123 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " Original Data | \n",
+ " (1026, 82) | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " Missing Values | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " Numeric Features | \n",
+ " 77 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " Categorical Features | \n",
+ " 5 | \n",
+ "
\n",
+ " \n",
+ " 5 | \n",
+ " Ordinal Features | \n",
+ " False | \n",
+ "
\n",
+ " \n",
+ " 6 | \n",
+ " High Cardinality Features | \n",
+ " False | \n",
+ "
\n",
+ " \n",
+ " 7 | \n",
+ " Transformed Data | \n",
+ " (1026, 91) | \n",
+ "
\n",
+ " \n",
+ " 8 | \n",
+ " Numeric Imputer | \n",
+ " mean | \n",
+ "
\n",
+ " \n",
+ " 9 | \n",
+ " Categorical Imputer | \n",
+ " constant | \n",
+ "
\n",
+ " \n",
+ " 10 | \n",
+ " Normalize | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ " 11 | \n",
+ " Normalize Method | \n",
+ " zscore | \n",
+ "
\n",
+ " \n",
+ " 12 | \n",
+ " Transformation | \n",
+ " False | \n",
+ "
\n",
+ " \n",
+ " 13 | \n",
+ " Transformation Method | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 14 | \n",
+ " PCA | \n",
+ " False | \n",
+ "
\n",
+ " \n",
+ " 15 | \n",
+ " PCA Method | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 16 | \n",
+ " PCA components | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 17 | \n",
+ " Ignore Low Variance | \n",
+ " False | \n",
+ "
\n",
+ " \n",
+ " 18 | \n",
+ " Combine Rare Levels | \n",
+ " False | \n",
+ "
\n",
+ " \n",
+ " 19 | \n",
+ " Rare Level Threshold | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 20 | \n",
+ " Numeric Binning | \n",
+ " False | \n",
+ "
\n",
+ " \n",
+ " 21 | \n",
+ " Remove Multicollinearity | \n",
+ " False | \n",
+ "
\n",
+ " \n",
+ " 22 | \n",
+ " Multicollinearity Threshold | \n",
+ " None | \n",
+ "
\n",
+ " \n",
+ " 23 | \n",
+ " Group Features | \n",
+ " False | \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "exp_ano101 = setup(data, normalize = True, \n",
+ " ignore_features = ['MouseID'],\n",
+ " session_id = 123)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Once the setup is succesfully executed it prints the information grid that contains few important information. Much of the information is related to pre-processing pipeline which is constructed when `setup()` is executed. Much of these features are out of scope for the purpose of this tutorial. However, few important things to note at this stage are:\n",
+ "\n",
+ "- **session_id :** A pseduo-random number distributed as a seed in all functions for later reproducibility. If no `session_id` is passed, a random number is automatically generated that is distributed to all functions. In this experiment session_id is set as `123` for later reproducibility.
\n",
+ "
\n",
+ "- **Missing Values :** When there are missing values in original data it will show as True. Notice that `Missing Values` in the information grid above is `True` as the data contains missing values which are automatically imputed using `mean` for numeric features and `constant` for categorical features. The method of imputation can be changed using `numeric_imputation` and `categorical_imputation` parameter in `setup()`.
\n",
+ "
\n",
+ "- **Original Data :** Displays the original shape of dataset. In this experiment (1026, 82) means 1026 samples and 82 features.
\n",
+ "
\n",
+ "- **Transformed Data :** Displays the shape of transformed dataset. Notice that shape original dataset (1026, 82) is transformed into (1026, 91). The number of features has increased due to encoding of categorical features in the dataset.
\n",
+ "
\n",
+ "- **Numeric Features :** Number of features inferred as numeric. In this dataset, 77 out of 82 features are inferred as numeric.
\n",
+ "
\n",
+ "- **Categorical Features :** Number of features inferred as categorical. In this dataset, 5 out of 82 features are inferred as categorical. Also notice, we have ignored one categorical feature i.e. `MouseID` using `ignore_feature` parameter.
\n",
+ "\n",
+ "Notice that how few tasks such as missing value imputation and categorical encoding that are imperative to perform modeling are automatically handled. Most of the other parameters in `setup()` are optional and used for customizing pre-processing pipeline. These parameters are out of scope for this tutorial but as you progress to intermediate and expert level, we will cover them in much detail."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 7.0 Create a Model"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Creating a anomaly detection model in PyCaret is simple and similar to how you would have created a model in supervised modules of pycaret. A anomaly detection model is created using `create_model()` function which takes one mandatory parameter i.e. name of model as a string. This function returns a trained model object. See an example below:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [],
+ "source": [
+ "iforest = create_model('iforest')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "IForest(behaviour='new', bootstrap=False, contamination=0.05,\n",
+ " max_features=1.0, max_samples='auto', n_estimators=100, n_jobs=1,\n",
+ " random_state=123, verbose=0)\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(iforest)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We have created Isolation Forest model using `create_model()`. Notice the `contanimation` parameter is set `0.05` which is a default value when you donot pass `fraction` parameter in `create_model()`. `fraction` parameter determines the proportion of outliers in the dataset. In below example, we will create `One Class Support Vector Machine` model with `0.025` fraction."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "svm = create_model('svm', fraction = 0.025)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "OCSVM(cache_size=200, coef0=0.0, contamination=0.025, degree=3, gamma='auto',\n",
+ " kernel='rbf', max_iter=-1, nu=0.5, shrinking=True, tol=0.001,\n",
+ " verbose=False)\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(svm)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Just be replacing `iforest` with `svm` inside `create_model()` we have now created `OCSVM` anomaly detection model. There are 12 models available ready-to-use in `pycaret.anomaly` module. To see the complete list, please see docstring. If you would like to read more about different models, their limitations and usecase, you may __[click here](https://pyod.readthedocs.io/en/latest/pyod.html)__ to read more about it."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 8.0 Assign a Model"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Now that we have created a model, we would like to assign the anomaly labels to our dataset (1080 samples) to analyze the results. We will achieve this by using `assign_model()` function. See an example below:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " MouseID | \n",
+ " DYRK1A_N | \n",
+ " ITSN1_N | \n",
+ " BDNF_N | \n",
+ " NR1_N | \n",
+ " NR2A_N | \n",
+ " pAKT_N | \n",
+ " pBRAF_N | \n",
+ " pCAMKII_N | \n",
+ " pCREB_N | \n",
+ " ... | \n",
+ " H3AcK18_N | \n",
+ " EGR1_N | \n",
+ " H3MeK4_N | \n",
+ " CaNA_N | \n",
+ " Genotype | \n",
+ " Treatment | \n",
+ " Behavior | \n",
+ " class | \n",
+ " Label | \n",
+ " Score | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 3501_12 | \n",
+ " 0.344930 | \n",
+ " 0.626194 | \n",
+ " 0.383583 | \n",
+ " 2.534561 | \n",
+ " 4.097317 | \n",
+ " 0.303547 | \n",
+ " 0.222829 | \n",
+ " 4.592769 | \n",
+ " 0.239427 | \n",
+ " ... | \n",
+ " 0.252700 | \n",
+ " 0.218868 | \n",
+ " 0.249187 | \n",
+ " 1.139493 | \n",
+ " Ts65Dn | \n",
+ " Memantine | \n",
+ " S/C | \n",
+ " t-SC-m | \n",
+ " 0 | \n",
+ " -0.003593 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 3520_5 | \n",
+ " 0.630001 | \n",
+ " 0.839187 | \n",
+ " 0.357777 | \n",
+ " 2.651229 | \n",
+ " 4.261675 | \n",
+ " 0.253184 | \n",
+ " 0.185257 | \n",
+ " 3.816673 | \n",
+ " 0.204940 | \n",
+ " ... | \n",
+ " 0.155008 | \n",
+ " 0.153219 | \n",
+ " NaN | \n",
+ " 1.642886 | \n",
+ " Control | \n",
+ " Memantine | \n",
+ " C/S | \n",
+ " c-CS-m | \n",
+ " 0 | \n",
+ " -0.073378 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 3414_13 | \n",
+ " 0.555122 | \n",
+ " 0.726229 | \n",
+ " 0.278319 | \n",
+ " 2.097249 | \n",
+ " 2.897553 | \n",
+ " 0.222222 | \n",
+ " 0.174356 | \n",
+ " 1.867880 | \n",
+ " 0.203379 | \n",
+ " ... | \n",
+ " 0.136109 | \n",
+ " 0.155530 | \n",
+ " 0.185484 | \n",
+ " 1.657670 | \n",
+ " Ts65Dn | \n",
+ " Memantine | \n",
+ " C/S | \n",
+ " t-CS-m | \n",
+ " 0 | \n",
+ " -0.062198 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 3488_8 | \n",
+ " 0.275849 | \n",
+ " 0.430764 | \n",
+ " 0.285166 | \n",
+ " 2.265254 | \n",
+ " 3.250091 | \n",
+ " 0.189258 | \n",
+ " 0.157837 | \n",
+ " 2.917611 | \n",
+ " 0.202594 | \n",
+ " ... | \n",
+ " 0.127944 | \n",
+ " 0.207671 | \n",
+ " 0.175357 | \n",
+ " 0.893598 | \n",
+ " Control | \n",
+ " Saline | \n",
+ " S/C | \n",
+ " c-SC-s | \n",
+ " 0 | \n",
+ " -0.078707 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 3501_7 | \n",
+ " 0.304788 | \n",
+ " 0.617299 | \n",
+ " 0.335164 | \n",
+ " 2.638236 | \n",
+ " 4.876609 | \n",
+ " 0.280590 | \n",
+ " 0.199417 | \n",
+ " 4.835421 | \n",
+ " 0.236314 | \n",
+ " ... | \n",
+ " 0.245277 | \n",
+ " 0.202171 | \n",
+ " 0.240372 | \n",
+ " 0.795637 | \n",
+ " Ts65Dn | \n",
+ " Memantine | \n",
+ " S/C | \n",
+ " t-SC-m | \n",
+ " 0 | \n",
+ " -0.070426 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
5 rows × 84 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " MouseID DYRK1A_N ITSN1_N BDNF_N NR1_N NR2A_N pAKT_N \\\n",
+ "0 3501_12 0.344930 0.626194 0.383583 2.534561 4.097317 0.303547 \n",
+ "1 3520_5 0.630001 0.839187 0.357777 2.651229 4.261675 0.253184 \n",
+ "2 3414_13 0.555122 0.726229 0.278319 2.097249 2.897553 0.222222 \n",
+ "3 3488_8 0.275849 0.430764 0.285166 2.265254 3.250091 0.189258 \n",
+ "4 3501_7 0.304788 0.617299 0.335164 2.638236 4.876609 0.280590 \n",
+ "\n",
+ " pBRAF_N pCAMKII_N pCREB_N ... H3AcK18_N EGR1_N H3MeK4_N \\\n",
+ "0 0.222829 4.592769 0.239427 ... 0.252700 0.218868 0.249187 \n",
+ "1 0.185257 3.816673 0.204940 ... 0.155008 0.153219 NaN \n",
+ "2 0.174356 1.867880 0.203379 ... 0.136109 0.155530 0.185484 \n",
+ "3 0.157837 2.917611 0.202594 ... 0.127944 0.207671 0.175357 \n",
+ "4 0.199417 4.835421 0.236314 ... 0.245277 0.202171 0.240372 \n",
+ "\n",
+ " CaNA_N Genotype Treatment Behavior class Label Score \n",
+ "0 1.139493 Ts65Dn Memantine S/C t-SC-m 0 -0.003593 \n",
+ "1 1.642886 Control Memantine C/S c-CS-m 0 -0.073378 \n",
+ "2 1.657670 Ts65Dn Memantine C/S t-CS-m 0 -0.062198 \n",
+ "3 0.893598 Control Saline S/C c-SC-s 0 -0.078707 \n",
+ "4 0.795637 Ts65Dn Memantine S/C t-SC-m 0 -0.070426 \n",
+ "\n",
+ "[5 rows x 84 columns]"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "iforest_results = assign_model(iforest)\n",
+ "iforest_results.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Notice that two columns `Label` and `Score` are added towards the end. 0 stands for inliers and 1 for outliers/anomalies. Score is the values computed by the algorithm. Outliers are assigned with larger anomaly scores. Notice that `iforest_results` also includes `MouseID` feature that we have dropped during `setup()`. It wasn't used for the model and is only appended to the dataset when you use `assign_model()`. In next section we will see how to analyze the results of anomaly detection using `plot_model()`. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 9.0 Plot a Model"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "`plot_model()` function can be used to analyze the anomaly detection model over different aspects. This function takes a trained model object and returns a plot. See examples below:"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 9.1 T-distributed Stochastic Neighbor Embedding (t-SNE)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ " \n",
+ " "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "customdata": [
+ [
+ "3501_12"
+ ],
+ [
+ "3520_5"
+ ],
+ [
+ "3414_13"
+ ],
+ [
+ "3488_8"
+ ],
+ [
+ "3501_7"
+ ],
+ [
+ "3419_14"
+ ],
+ [
+ "3522_14"
+ ],
+ [
+ "3499_11"
+ ],
+ [
+ "361_7"
+ ],
+ [
+ "365_8"
+ ],
+ [
+ "3491_11"
+ ],
+ [
+ "3429_12"
+ ],
+ [
+ "3421_5"
+ ],
+ [
+ "3490_14"
+ ],
+ [
+ "3484_11"
+ ],
+ [
+ "3522_4"
+ ],
+ [
+ "3503_3"
+ ],
+ [
+ "3415_6"
+ ],
+ [
+ "3503_10"
+ ],
+ [
+ "3522_12"
+ ],
+ [
+ "3477_15"
+ ],
+ [
+ "311_11"
+ ],
+ [
+ "293_10"
+ ],
+ [
+ "3423_3"
+ ],
+ [
+ "365_13"
+ ],
+ [
+ "50810B_9"
+ ],
+ [
+ "3507_8"
+ ],
+ [
+ "3426_15"
+ ],
+ [
+ "18899_9"
+ ],
+ [
+ "3418_12"
+ ],
+ [
+ "3417_10"
+ ],
+ [
+ "3480_10"
+ ],
+ [
+ "3505_7"
+ ],
+ [
+ "3417_5"
+ ],
+ [
+ "3478_14"
+ ],
+ [
+ "3501_14"
+ ],
+ [
+ "3479_5"
+ ],
+ [
+ "3425_11"
+ ],
+ [
+ "3423_4"
+ ],
+ [
+ "J1291_8"
+ ],
+ [
+ "50810F_4"
+ ],
+ [
+ "3490_12"
+ ],
+ [
+ "3414_3"
+ ],
+ [
+ "3522_7"
+ ],
+ [
+ "50810F_1"
+ ],
+ [
+ "3425_15"
+ ],
+ [
+ "364_11"
+ ],
+ [
+ "364_5"
+ ],
+ [
+ "50810A_2"
+ ],
+ [
+ "3505_14"
+ ],
+ [
+ "311_10"
+ ],
+ [
+ "50810A_11"
+ ],
+ [
+ "321_10"
+ ],
+ [
+ "3517_1"
+ ],
+ [
+ "3490_3"
+ ],
+ [
+ "3422_4"
+ ],
+ [
+ "3502_12"
+ ],
+ [
+ "3606_7"
+ ],
+ [
+ "362_4"
+ ],
+ [
+ "3483_13"
+ ],
+ [
+ "3498_4"
+ ],
+ [
+ "361_5"
+ ],
+ [
+ "3477_13"
+ ],
+ [
+ "3420_1"
+ ],
+ [
+ "3530_2"
+ ],
+ [
+ "3425_1"
+ ],
+ [
+ "3499_15"
+ ],
+ [
+ "3418_2"
+ ],
+ [
+ "3479_9"
+ ],
+ [
+ "3476_8"
+ ],
+ [
+ "3426_14"
+ ],
+ [
+ "3488_4"
+ ],
+ [
+ "3516_8"
+ ],
+ [
+ "3424_6"
+ ],
+ [
+ "3521_2"
+ ],
+ [
+ "3498_3"
+ ],
+ [
+ "3503_4"
+ ],
+ [
+ "3488_6"
+ ],
+ [
+ "3422_14"
+ ],
+ [
+ "3502_1"
+ ],
+ [
+ "3417_4"
+ ],
+ [
+ "3606_10"
+ ],
+ [
+ "3425_3"
+ ],
+ [
+ "3516_7"
+ ],
+ [
+ "3417_13"
+ ],
+ [
+ "3420_10"
+ ],
+ [
+ "3498_7"
+ ],
+ [
+ "J3295_5"
+ ],
+ [
+ "3481_5"
+ ],
+ [
+ "3525_5"
+ ],
+ [
+ "321_3"
+ ],
+ [
+ "3530_14"
+ ],
+ [
+ "3491_7"
+ ],
+ [
+ "3503_15"
+ ],
+ [
+ "50810F_11"
+ ],
+ [
+ "365_9"
+ ],
+ [
+ "3516_2"
+ ],
+ [
+ "3423_5"
+ ],
+ [
+ "50810E_8"
+ ],
+ [
+ "361_14"
+ ],
+ [
+ "3504_5"
+ ],
+ [
+ "3415_3"
+ ],
+ [
+ "50810C_1"
+ ],
+ [
+ "3421_10"
+ ],
+ [
+ "3414_15"
+ ],
+ [
+ "3491_3"
+ ],
+ [
+ "3480_6"
+ ],
+ [
+ "3425_14"
+ ],
+ [
+ "3479_7"
+ ],
+ [
+ "3484_6"
+ ],
+ [
+ "3488_11"
+ ],
+ [
+ "3424_1"
+ ],
+ [
+ "3422_9"
+ ],
+ [
+ "50810F_13"
+ ],
+ [
+ "50810A_5"
+ ],
+ [
+ "3513_2"
+ ],
+ [
+ "50810D_3"
+ ],
+ [
+ "3477_8"
+ ],
+ [
+ "J2292_1"
+ ],
+ [
+ "311_5"
+ ],
+ [
+ "50810C_7"
+ ],
+ [
+ "363_8"
+ ],
+ [
+ "363_6"
+ ],
+ [
+ "3530_8"
+ ],
+ [
+ "3534_9"
+ ],
+ [
+ "3503_6"
+ ],
+ [
+ "3498_11"
+ ],
+ [
+ "3503_9"
+ ],
+ [
+ "3503_2"
+ ],
+ [
+ "3534_3"
+ ],
+ [
+ "3478_5"
+ ],
+ [
+ "294_9"
+ ],
+ [
+ "50810A_8"
+ ],
+ [
+ "3525_15"
+ ],
+ [
+ "50810C_5"
+ ],
+ [
+ "361_6"
+ ],
+ [
+ "3429_2"
+ ],
+ [
+ "3418_8"
+ ],
+ [
+ "3481_1"
+ ],
+ [
+ "3419_6"
+ ],
+ [
+ "3488_1"
+ ],
+ [
+ "J2292_8"
+ ],
+ [
+ "3424_5"
+ ],
+ [
+ "3491_15"
+ ],
+ [
+ "3516_15"
+ ],
+ [
+ "3503_8"
+ ],
+ [
+ "J3295_14"
+ ],
+ [
+ "309_2"
+ ],
+ [
+ "3429_13"
+ ],
+ [
+ "3413_1"
+ ],
+ [
+ "320_5"
+ ],
+ [
+ "3517_2"
+ ],
+ [
+ "3488_2"
+ ],
+ [
+ "50810D_8"
+ ],
+ [
+ "3417_9"
+ ],
+ [
+ "3606_15"
+ ],
+ [
+ "50810D_11"
+ ],
+ [
+ "3525_14"
+ ],
+ [
+ "3424_11"
+ ],
+ [
+ "3530_10"
+ ],
+ [
+ "3418_14"
+ ],
+ [
+ "50810D_2"
+ ],
+ [
+ "3501_9"
+ ],
+ [
+ "50810E_2"
+ ],
+ [
+ "3412_3"
+ ],
+ [
+ "3426_4"
+ ],
+ [
+ "3484_3"
+ ],
+ [
+ "3498_6"
+ ],
+ [
+ "3416_9"
+ ],
+ [
+ "3413_13"
+ ],
+ [
+ "50810B_1"
+ ],
+ [
+ "3505_10"
+ ],
+ [
+ "309_1"
+ ],
+ [
+ "3525_1"
+ ],
+ [
+ "311_1"
+ ],
+ [
+ "3488_9"
+ ],
+ [
+ "3501_11"
+ ],
+ [
+ "3517_3"
+ ],
+ [
+ "3424_3"
+ ],
+ [
+ "3517_11"
+ ],
+ [
+ "362_1"
+ ],
+ [
+ "50810B_2"
+ ],
+ [
+ "309_10"
+ ],
+ [
+ "3483_1"
+ ],
+ [
+ "3479_11"
+ ],
+ [
+ "3420_11"
+ ],
+ [
+ "3499_9"
+ ],
+ [
+ "3525_11"
+ ],
+ [
+ "3499_10"
+ ],
+ [
+ "364_12"
+ ],
+ [
+ "3484_1"
+ ],
+ [
+ "3504_9"
+ ],
+ [
+ "3521_11"
+ ],
+ [
+ "50810B_10"
+ ],
+ [
+ "3606_14"
+ ],
+ [
+ "3419_2"
+ ],
+ [
+ "3476_5"
+ ],
+ [
+ "3429_5"
+ ],
+ [
+ "3417_15"
+ ],
+ [
+ "311_7"
+ ],
+ [
+ "3414_4"
+ ],
+ [
+ "3413_12"
+ ],
+ [
+ "361_9"
+ ],
+ [
+ "3520_7"
+ ],
+ [
+ "3476_11"
+ ],
+ [
+ "3505_6"
+ ],
+ [
+ "50810C_9"
+ ],
+ [
+ "J1291_5"
+ ],
+ [
+ "3422_8"
+ ],
+ [
+ "3481_7"
+ ],
+ [
+ "3522_11"
+ ],
+ [
+ "3530_11"
+ ],
+ [
+ "294_6"
+ ],
+ [
+ "3522_8"
+ ],
+ [
+ "50810F_14"
+ ],
+ [
+ "3504_11"
+ ],
+ [
+ "3520_12"
+ ],
+ [
+ "3521_13"
+ ],
+ [
+ "3423_13"
+ ],
+ [
+ "3516_9"
+ ],
+ [
+ "18899_7"
+ ],
+ [
+ "3522_1"
+ ],
+ [
+ "3489_6"
+ ],
+ [
+ "3476_7"
+ ],
+ [
+ "3414_12"
+ ],
+ [
+ "3476_6"
+ ],
+ [
+ "50810A_3"
+ ],
+ [
+ "321_12"
+ ],
+ [
+ "3419_11"
+ ],
+ [
+ "3507_5"
+ ],
+ [
+ "3516_1"
+ ],
+ [
+ "3521_9"
+ ],
+ [
+ "3499_13"
+ ],
+ [
+ "3516_11"
+ ],
+ [
+ "50810B_5"
+ ],
+ [
+ "50810B_15"
+ ],
+ [
+ "50810F_8"
+ ],
+ [
+ "294_10"
+ ],
+ [
+ "294_2"
+ ],
+ [
+ "18899_2"
+ ],
+ [
+ "3418_10"
+ ],
+ [
+ "18899_14"
+ ],
+ [
+ "18899_1"
+ ],
+ [
+ "3477_4"
+ ],
+ [
+ "3517_6"
+ ],
+ [
+ "309_7"
+ ],
+ [
+ "3520_4"
+ ],
+ [
+ "3605_5"
+ ],
+ [
+ "50810F_15"
+ ],
+ [
+ "3507_3"
+ ],
+ [
+ "3520_6"
+ ],
+ [
+ "3502_11"
+ ],
+ [
+ "3516_4"
+ ],
+ [
+ "362_2"
+ ],
+ [
+ "3426_8"
+ ],
+ [
+ "320_11"
+ ],
+ [
+ "3534_5"
+ ],
+ [
+ "3504_4"
+ ],
+ [
+ "3530_7"
+ ],
+ [
+ "365_4"
+ ],
+ [
+ "3497_9"
+ ],
+ [
+ "3477_11"
+ ],
+ [
+ "3505_5"
+ ],
+ [
+ "3517_12"
+ ],
+ [
+ "18899_13"
+ ],
+ [
+ "3426_9"
+ ],
+ [
+ "3480_11"
+ ],
+ [
+ "3500_15"
+ ],
+ [
+ "3521_10"
+ ],
+ [
+ "3503_12"
+ ],
+ [
+ "3413_6"
+ ],
+ [
+ "50810C_3"
+ ],
+ [
+ "50810C_12"
+ ],
+ [
+ "3476_3"
+ ],
+ [
+ "3497_7"
+ ],
+ [
+ "3507_4"
+ ],
+ [
+ "3606_9"
+ ],
+ [
+ "3500_6"
+ ],
+ [
+ "3521_5"
+ ],
+ [
+ "3489_10"
+ ],
+ [
+ "3418_6"
+ ],
+ [
+ "3422_5"
+ ],
+ [
+ "3419_10"
+ ],
+ [
+ "3522_13"
+ ],
+ [
+ "320_6"
+ ],
+ [
+ "365_5"
+ ],
+ [
+ "3479_14"
+ ],
+ [
+ "J2292_3"
+ ],
+ [
+ "3480_15"
+ ],
+ [
+ "3479_3"
+ ],
+ [
+ "3477_9"
+ ],
+ [
+ "293_8"
+ ],
+ [
+ "3419_4"
+ ],
+ [
+ "3503_5"
+ ],
+ [
+ "50810D_6"
+ ],
+ [
+ "3513_8"
+ ],
+ [
+ "3483_3"
+ ],
+ [
+ "361_13"
+ ],
+ [
+ "320_13"
+ ],
+ [
+ "3522_15"
+ ],
+ [
+ "3522_6"
+ ],
+ [
+ "3483_11"
+ ],
+ [
+ "J2292_5"
+ ],
+ [
+ "322_4"
+ ],
+ [
+ "3513_7"
+ ],
+ [
+ "3507_14"
+ ],
+ [
+ "3521_7"
+ ],
+ [
+ "3505_3"
+ ],
+ [
+ "294_11"
+ ],
+ [
+ "3424_12"
+ ],
+ [
+ "322_6"
+ ],
+ [
+ "3483_6"
+ ],
+ [
+ "3490_1"
+ ],
+ [
+ "3420_7"
+ ],
+ [
+ "320_7"
+ ],
+ [
+ "3412_11"
+ ],
+ [
+ "3534_14"
+ ],
+ [
+ "50810E_14"
+ ],
+ [
+ "3416_7"
+ ],
+ [
+ "294_7"
+ ],
+ [
+ "3476_9"
+ ],
+ [
+ "3478_9"
+ ],
+ [
+ "294_14"
+ ],
+ [
+ "J1291_10"
+ ],
+ [
+ "293_3"
+ ],
+ [
+ "3423_8"
+ ],
+ [
+ "3501_2"
+ ],
+ [
+ "363_5"
+ ],
+ [
+ "3502_15"
+ ],
+ [
+ "3507_7"
+ ],
+ [
+ "3489_7"
+ ],
+ [
+ "3517_9"
+ ],
+ [
+ "3522_10"
+ ],
+ [
+ "3500_9"
+ ],
+ [
+ "3411_5"
+ ],
+ [
+ "3490_10"
+ ],
+ [
+ "3520_14"
+ ],
+ [
+ "3478_10"
+ ],
+ [
+ "3499_12"
+ ],
+ [
+ "J3295_11"
+ ],
+ [
+ "3520_11"
+ ],
+ [
+ "3499_4"
+ ],
+ [
+ "3505_11"
+ ],
+ [
+ "50810F_9"
+ ],
+ [
+ "3501_13"
+ ],
+ [
+ "50810C_11"
+ ],
+ [
+ "362_3"
+ ],
+ [
+ "3521_4"
+ ],
+ [
+ "3413_8"
+ ],
+ [
+ "3415_13"
+ ],
+ [
+ "3481_11"
+ ],
+ [
+ "3507_2"
+ ],
+ [
+ "50810F_7"
+ ],
+ [
+ "322_8"
+ ],
+ [
+ "3426_12"
+ ],
+ [
+ "3488_3"
+ ],
+ [
+ "3606_6"
+ ],
+ [
+ "3490_5"
+ ],
+ [
+ "3502_6"
+ ],
+ [
+ "3423_7"
+ ],
+ [
+ "3516_13"
+ ],
+ [
+ "3507_6"
+ ],
+ [
+ "18899_5"
+ ],
+ [
+ "3413_4"
+ ],
+ [
+ "3507_10"
+ ],
+ [
+ "3425_7"
+ ],
+ [
+ "3525_12"
+ ],
+ [
+ "J1291_7"
+ ],
+ [
+ "3421_11"
+ ],
+ [
+ "3419_15"
+ ],
+ [
+ "50810C_8"
+ ],
+ [
+ "321_11"
+ ],
+ [
+ "294_8"
+ ],
+ [
+ "293_5"
+ ],
+ [
+ "3505_8"
+ ],
+ [
+ "3411_3"
+ ],
+ [
+ "3477_12"
+ ],
+ [
+ "3426_10"
+ ],
+ [
+ "3502_14"
+ ],
+ [
+ "3424_4"
+ ],
+ [
+ "3413_3"
+ ],
+ [
+ "3478_13"
+ ],
+ [
+ "311_8"
+ ],
+ [
+ "3411_2"
+ ],
+ [
+ "3505_13"
+ ],
+ [
+ "J3295_13"
+ ],
+ [
+ "3481_8"
+ ],
+ [
+ "3516_12"
+ ],
+ [
+ "3483_15"
+ ],
+ [
+ "3421_4"
+ ],
+ [
+ "J2292_11"
+ ],
+ [
+ "50810B_3"
+ ],
+ [
+ "3504_10"
+ ],
+ [
+ "363_12"
+ ],
+ [
+ "365_1"
+ ],
+ [
+ "3498_15"
+ ],
+ [
+ "309_9"
+ ],
+ [
+ "3503_7"
+ ],
+ [
+ "50810A_10"
+ ],
+ [
+ "3499_3"
+ ],
+ [
+ "3491_10"
+ ],
+ [
+ "364_1"
+ ],
+ [
+ "3605_9"
+ ],
+ [
+ "365_11"
+ ],
+ [
+ "3605_15"
+ ],
+ [
+ "50810A_7"
+ ],
+ [
+ "3478_3"
+ ],
+ [
+ "3499_7"
+ ],
+ [
+ "321_6"
+ ],
+ [
+ "294_15"
+ ],
+ [
+ "3416_13"
+ ],
+ [
+ "3413_10"
+ ],
+ [
+ "50810E_13"
+ ],
+ [
+ "3490_4"
+ ],
+ [
+ "3488_10"
+ ],
+ [
+ "364_8"
+ ],
+ [
+ "3479_8"
+ ],
+ [
+ "3481_9"
+ ],
+ [
+ "3420_2"
+ ],
+ [
+ "311_14"
+ ],
+ [
+ "3413_15"
+ ],
+ [
+ "3411_15"
+ ],
+ [
+ "3490_8"
+ ],
+ [
+ "3520_15"
+ ],
+ [
+ "363_9"
+ ],
+ [
+ "3499_1"
+ ],
+ [
+ "3479_10"
+ ],
+ [
+ "3497_15"
+ ],
+ [
+ "3497_11"
+ ],
+ [
+ "3521_3"
+ ],
+ [
+ "3513_5"
+ ],
+ [
+ "3425_13"
+ ],
+ [
+ "3530_6"
+ ],
+ [
+ "18899_10"
+ ],
+ [
+ "3423_14"
+ ],
+ [
+ "3423_12"
+ ],
+ [
+ "3476_10"
+ ],
+ [
+ "3498_10"
+ ],
+ [
+ "3502_7"
+ ],
+ [
+ "3489_14"
+ ],
+ [
+ "50810C_13"
+ ],
+ [
+ "3513_1"
+ ],
+ [
+ "3416_10"
+ ],
+ [
+ "309_5"
+ ],
+ [
+ "3420_15"
+ ],
+ [
+ "3478_1"
+ ],
+ [
+ "293_12"
+ ],
+ [
+ "3501_1"
+ ],
+ [
+ "3497_14"
+ ],
+ [
+ "3415_4"
+ ],
+ [
+ "3484_12"
+ ],
+ [
+ "50810F_2"
+ ],
+ [
+ "3606_2"
+ ],
+ [
+ "3483_8"
+ ],
+ [
+ "3419_3"
+ ],
+ [
+ "3414_14"
+ ],
+ [
+ "3513_12"
+ ],
+ [
+ "311_2"
+ ],
+ [
+ "3480_5"
+ ],
+ [
+ "364_15"
+ ],
+ [
+ "322_9"
+ ],
+ [
+ "3490_15"
+ ],
+ [
+ "365_14"
+ ],
+ [
+ "50810A_12"
+ ],
+ [
+ "J2292_14"
+ ],
+ [
+ "364_13"
+ ],
+ [
+ "3418_15"
+ ],
+ [
+ "294_1"
+ ],
+ [
+ "3418_4"
+ ],
+ [
+ "J2292_13"
+ ],
+ [
+ "50810D_12"
+ ],
+ [
+ "50810D_4"
+ ],
+ [
+ "3477_1"
+ ],
+ [
+ "3425_9"
+ ],
+ [
+ "3481_2"
+ ],
+ [
+ "3414_10"
+ ],
+ [
+ "3516_5"
+ ],
+ [
+ "J2292_7"
+ ],
+ [
+ "309_11"
+ ],
+ [
+ "3489_12"
+ ],
+ [
+ "293_4"
+ ],
+ [
+ "3423_15"
+ ],
+ [
+ "3507_13"
+ ],
+ [
+ "3500_3"
+ ],
+ [
+ "3521_14"
+ ],
+ [
+ "3412_1"
+ ],
+ [
+ "3426_7"
+ ],
+ [
+ "50810B_11"
+ ],
+ [
+ "3416_1"
+ ],
+ [
+ "3505_2"
+ ],
+ [
+ "3483_10"
+ ],
+ [
+ "3489_1"
+ ],
+ [
+ "3502_4"
+ ],
+ [
+ "3415_7"
+ ],
+ [
+ "J2292_6"
+ ],
+ [
+ "3416_3"
+ ],
+ [
+ "322_2"
+ ],
+ [
+ "364_4"
+ ],
+ [
+ "3422_10"
+ ],
+ [
+ "3497_13"
+ ],
+ [
+ "3412_5"
+ ],
+ [
+ "50810A_4"
+ ],
+ [
+ "3479_6"
+ ],
+ [
+ "3499_6"
+ ],
+ [
+ "311_15"
+ ],
+ [
+ "361_12"
+ ],
+ [
+ "3501_6"
+ ],
+ [
+ "3423_11"
+ ],
+ [
+ "3534_2"
+ ],
+ [
+ "311_6"
+ ],
+ [
+ "3489_4"
+ ],
+ [
+ "3530_9"
+ ],
+ [
+ "3489_3"
+ ],
+ [
+ "3412_13"
+ ],
+ [
+ "3516_10"
+ ],
+ [
+ "362_13"
+ ],
+ [
+ "3606_5"
+ ],
+ [
+ "363_3"
+ ],
+ [
+ "J2292_15"
+ ],
+ [
+ "J2292_12"
+ ],
+ [
+ "361_15"
+ ],
+ [
+ "3605_7"
+ ],
+ [
+ "3605_1"
+ ],
+ [
+ "3412_14"
+ ],
+ [
+ "3412_8"
+ ],
+ [
+ "3426_2"
+ ],
+ [
+ "3498_13"
+ ],
+ [
+ "J3295_3"
+ ],
+ [
+ "3481_14"
+ ],
+ [
+ "3479_13"
+ ],
+ [
+ "3488_14"
+ ],
+ [
+ "3483_9"
+ ],
+ [
+ "3426_13"
+ ],
+ [
+ "3498_1"
+ ],
+ [
+ "362_8"
+ ],
+ [
+ "3415_10"
+ ],
+ [
+ "320_14"
+ ],
+ [
+ "361_10"
+ ],
+ [
+ "3525_8"
+ ],
+ [
+ "293_13"
+ ],
+ [
+ "3412_9"
+ ],
+ [
+ "3517_5"
+ ],
+ [
+ "3522_3"
+ ],
+ [
+ "3477_7"
+ ],
+ [
+ "3476_2"
+ ],
+ [
+ "3476_1"
+ ],
+ [
+ "320_10"
+ ],
+ [
+ "3605_13"
+ ],
+ [
+ "365_15"
+ ],
+ [
+ "3414_6"
+ ],
+ [
+ "3504_2"
+ ],
+ [
+ "3484_10"
+ ],
+ [
+ "3415_2"
+ ],
+ [
+ "3517_4"
+ ],
+ [
+ "3530_3"
+ ],
+ [
+ "3480_7"
+ ],
+ [
+ "3476_14"
+ ],
+ [
+ "J1291_15"
+ ],
+ [
+ "3421_8"
+ ],
+ [
+ "3489_15"
+ ],
+ [
+ "3422_6"
+ ],
+ [
+ "3500_12"
+ ],
+ [
+ "3606_4"
+ ],
+ [
+ "294_4"
+ ],
+ [
+ "3477_2"
+ ],
+ [
+ "3505_12"
+ ],
+ [
+ "J3295_12"
+ ],
+ [
+ "3504_3"
+ ],
+ [
+ "3418_3"
+ ],
+ [
+ "3420_14"
+ ],
+ [
+ "320_1"
+ ],
+ [
+ "50810F_10"
+ ],
+ [
+ "50810E_1"
+ ],
+ [
+ "3516_6"
+ ],
+ [
+ "50810B_4"
+ ],
+ [
+ "3483_7"
+ ],
+ [
+ "3484_13"
+ ],
+ [
+ "3605_14"
+ ],
+ [
+ "50810C_10"
+ ],
+ [
+ "3413_9"
+ ],
+ [
+ "50810B_6"
+ ],
+ [
+ "3420_5"
+ ],
+ [
+ "293_11"
+ ],
+ [
+ "18899_11"
+ ],
+ [
+ "3513_14"
+ ],
+ [
+ "3417_3"
+ ],
+ [
+ "3507_15"
+ ],
+ [
+ "J1291_11"
+ ],
+ [
+ "3416_14"
+ ],
+ [
+ "3415_11"
+ ],
+ [
+ "361_2"
+ ],
+ [
+ "3424_13"
+ ],
+ [
+ "3416_6"
+ ],
+ [
+ "3490_9"
+ ],
+ [
+ "3419_5"
+ ],
+ [
+ "3418_7"
+ ],
+ [
+ "3521_8"
+ ],
+ [
+ "3421_9"
+ ],
+ [
+ "3491_1"
+ ],
+ [
+ "3525_2"
+ ],
+ [
+ "3522_9"
+ ],
+ [
+ "J1291_9"
+ ],
+ [
+ "50810B_8"
+ ],
+ [
+ "J2292_2"
+ ],
+ [
+ "3415_14"
+ ],
+ [
+ "50810D_5"
+ ],
+ [
+ "321_1"
+ ],
+ [
+ "J1291_2"
+ ],
+ [
+ "293_14"
+ ],
+ [
+ "50810B_14"
+ ],
+ [
+ "294_12"
+ ],
+ [
+ "3490_6"
+ ],
+ [
+ "3419_13"
+ ],
+ [
+ "309_3"
+ ],
+ [
+ "362_6"
+ ],
+ [
+ "J3295_7"
+ ],
+ [
+ "3513_4"
+ ],
+ [
+ "3497_10"
+ ],
+ [
+ "3420_6"
+ ],
+ [
+ "3414_2"
+ ],
+ [
+ "3477_14"
+ ],
+ [
+ "365_7"
+ ],
+ [
+ "3420_13"
+ ],
+ [
+ "293_15"
+ ],
+ [
+ "50810E_9"
+ ],
+ [
+ "3605_4"
+ ],
+ [
+ "J1291_1"
+ ],
+ [
+ "50810A_9"
+ ],
+ [
+ "3534_15"
+ ],
+ [
+ "3477_3"
+ ],
+ [
+ "18899_3"
+ ],
+ [
+ "J1291_3"
+ ],
+ [
+ "3417_7"
+ ],
+ [
+ "3426_6"
+ ],
+ [
+ "3415_8"
+ ],
+ [
+ "3517_13"
+ ],
+ [
+ "3413_11"
+ ],
+ [
+ "3530_4"
+ ],
+ [
+ "3421_6"
+ ],
+ [
+ "3490_11"
+ ],
+ [
+ "3498_5"
+ ],
+ [
+ "J3295_4"
+ ],
+ [
+ "3521_6"
+ ],
+ [
+ "3502_13"
+ ],
+ [
+ "J3295_2"
+ ],
+ [
+ "3480_1"
+ ],
+ [
+ "J1291_14"
+ ],
+ [
+ "3478_8"
+ ],
+ [
+ "3417_1"
+ ],
+ [
+ "3424_7"
+ ],
+ [
+ "3424_14"
+ ],
+ [
+ "3606_13"
+ ],
+ [
+ "3491_14"
+ ],
+ [
+ "3420_8"
+ ],
+ [
+ "3411_4"
+ ],
+ [
+ "50810E_3"
+ ],
+ [
+ "3491_9"
+ ],
+ [
+ "3479_4"
+ ],
+ [
+ "50810E_15"
+ ],
+ [
+ "3412_4"
+ ],
+ [
+ "322_15"
+ ],
+ [
+ "3504_7"
+ ],
+ [
+ "3478_15"
+ ],
+ [
+ "J2292_9"
+ ],
+ [
+ "3421_1"
+ ],
+ [
+ "50810D_15"
+ ],
+ [
+ "3521_1"
+ ],
+ [
+ "50810F_5"
+ ],
+ [
+ "3507_11"
+ ],
+ [
+ "50810B_7"
+ ],
+ [
+ "3481_12"
+ ],
+ [
+ "3513_13"
+ ],
+ [
+ "3606_12"
+ ],
+ [
+ "3504_13"
+ ],
+ [
+ "321_15"
+ ],
+ [
+ "362_9"
+ ],
+ [
+ "3484_9"
+ ],
+ [
+ "3491_8"
+ ],
+ [
+ "322_10"
+ ],
+ [
+ "3525_3"
+ ],
+ [
+ "3426_11"
+ ],
+ [
+ "361_4"
+ ],
+ [
+ "363_4"
+ ],
+ [
+ "J1291_4"
+ ],
+ [
+ "J1291_12"
+ ],
+ [
+ "3513_15"
+ ],
+ [
+ "363_14"
+ ],
+ [
+ "J2292_4"
+ ],
+ [
+ "311_12"
+ ],
+ [
+ "3605_11"
+ ],
+ [
+ "320_12"
+ ],
+ [
+ "3521_12"
+ ],
+ [
+ "3414_11"
+ ],
+ [
+ "320_15"
+ ],
+ [
+ "361_11"
+ ],
+ [
+ "3414_9"
+ ],
+ [
+ "363_10"
+ ],
+ [
+ "J3295_1"
+ ],
+ [
+ "321_14"
+ ],
+ [
+ "3418_11"
+ ],
+ [
+ "363_7"
+ ],
+ [
+ "3491_13"
+ ],
+ [
+ "3490_13"
+ ],
+ [
+ "3483_4"
+ ],
+ [
+ "311_13"
+ ],
+ [
+ "365_10"
+ ],
+ [
+ "3534_6"
+ ],
+ [
+ "50810F_12"
+ ],
+ [
+ "18899_4"
+ ],
+ [
+ "50810C_14"
+ ],
+ [
+ "321_5"
+ ],
+ [
+ "3534_8"
+ ],
+ [
+ "3413_5"
+ ],
+ [
+ "3411_7"
+ ],
+ [
+ "3412_2"
+ ],
+ [
+ "3429_6"
+ ],
+ [
+ "3504_12"
+ ],
+ [
+ "3424_15"
+ ],
+ [
+ "3484_15"
+ ],
+ [
+ "50810E_11"
+ ],
+ [
+ "3500_4"
+ ],
+ [
+ "3499_5"
+ ],
+ [
+ "3411_9"
+ ],
+ [
+ "3422_12"
+ ],
+ [
+ "365_12"
+ ],
+ [
+ "322_5"
+ ],
+ [
+ "3419_12"
+ ],
+ [
+ "3489_9"
+ ],
+ [
+ "361_3"
+ ],
+ [
+ "3498_14"
+ ],
+ [
+ "362_7"
+ ],
+ [
+ "3489_11"
+ ],
+ [
+ "322_11"
+ ],
+ [
+ "322_1"
+ ],
+ [
+ "3415_1"
+ ],
+ [
+ "3489_2"
+ ],
+ [
+ "3534_10"
+ ],
+ [
+ "3426_3"
+ ],
+ [
+ "3411_8"
+ ],
+ [
+ "3421_15"
+ ],
+ [
+ "3483_5"
+ ],
+ [
+ "3411_13"
+ ],
+ [
+ "3413_2"
+ ],
+ [
+ "3497_4"
+ ],
+ [
+ "3501_4"
+ ],
+ [
+ "322_13"
+ ],
+ [
+ "3412_10"
+ ],
+ [
+ "364_9"
+ ],
+ [
+ "18899_6"
+ ],
+ [
+ "3412_7"
+ ],
+ [
+ "3412_15"
+ ],
+ [
+ "50810F_3"
+ ],
+ [
+ "363_11"
+ ],
+ [
+ "3525_10"
+ ],
+ [
+ "3488_5"
+ ],
+ [
+ "3423_2"
+ ],
+ [
+ "3507_9"
+ ],
+ [
+ "3414_8"
+ ],
+ [
+ "3429_14"
+ ],
+ [
+ "3424_8"
+ ],
+ [
+ "3420_4"
+ ],
+ [
+ "320_9"
+ ],
+ [
+ "3517_7"
+ ],
+ [
+ "3429_7"
+ ],
+ [
+ "3417_6"
+ ],
+ [
+ "3530_1"
+ ],
+ [
+ "3476_12"
+ ],
+ [
+ "J3295_9"
+ ],
+ [
+ "363_1"
+ ],
+ [
+ "3498_12"
+ ],
+ [
+ "3429_9"
+ ],
+ [
+ "3412_6"
+ ],
+ [
+ "3476_4"
+ ],
+ [
+ "3423_9"
+ ],
+ [
+ "3503_11"
+ ],
+ [
+ "293_6"
+ ],
+ [
+ "3480_4"
+ ],
+ [
+ "3480_14"
+ ],
+ [
+ "3498_2"
+ ],
+ [
+ "3483_2"
+ ],
+ [
+ "3490_7"
+ ],
+ [
+ "3513_3"
+ ],
+ [
+ "361_1"
+ ],
+ [
+ "3525_6"
+ ],
+ [
+ "363_2"
+ ],
+ [
+ "3424_2"
+ ],
+ [
+ "293_1"
+ ],
+ [
+ "3507_1"
+ ],
+ [
+ "3517_10"
+ ],
+ [
+ "3411_10"
+ ],
+ [
+ "3480_9"
+ ],
+ [
+ "311_9"
+ ],
+ [
+ "3476_13"
+ ],
+ [
+ "3534_13"
+ ],
+ [
+ "50810C_4"
+ ],
+ [
+ "3530_12"
+ ],
+ [
+ "3522_5"
+ ],
+ [
+ "3422_2"
+ ],
+ [
+ "3522_2"
+ ],
+ [
+ "3497_1"
+ ],
+ [
+ "3413_7"
+ ],
+ [
+ "3517_14"
+ ],
+ [
+ "3479_12"
+ ],
+ [
+ "3498_9"
+ ],
+ [
+ "3491_2"
+ ],
+ [
+ "3502_2"
+ ],
+ [
+ "50810B_13"
+ ],
+ [
+ "362_14"
+ ],
+ [
+ "3497_3"
+ ],
+ [
+ "3520_1"
+ ],
+ [
+ "3489_13"
+ ],
+ [
+ "365_6"
+ ],
+ [
+ "50810D_13"
+ ],
+ [
+ "3498_8"
+ ],
+ [
+ "3414_7"
+ ],
+ [
+ "362_15"
+ ],
+ [
+ "3477_10"
+ ],
+ [
+ "3500_14"
+ ],
+ [
+ "3490_2"
+ ],
+ [
+ "322_7"
+ ],
+ [
+ "3477_5"
+ ],
+ [
+ "309_4"
+ ],
+ [
+ "321_7"
+ ],
+ [
+ "3530_5"
+ ],
+ [
+ "50810E_5"
+ ],
+ [
+ "3491_4"
+ ],
+ [
+ "3414_1"
+ ],
+ [
+ "3429_4"
+ ],
+ [
+ "3425_2"
+ ],
+ [
+ "3429_15"
+ ],
+ [
+ "3478_7"
+ ],
+ [
+ "309_13"
+ ],
+ [
+ "3605_8"
+ ],
+ [
+ "320_2"
+ ],
+ [
+ "3497_5"
+ ],
+ [
+ "3423_1"
+ ],
+ [
+ "3481_4"
+ ],
+ [
+ "3491_6"
+ ],
+ [
+ "3420_12"
+ ],
+ [
+ "3422_3"
+ ],
+ [
+ "322_14"
+ ],
+ [
+ "50810D_14"
+ ],
+ [
+ "3497_2"
+ ],
+ [
+ "3478_12"
+ ],
+ [
+ "3426_5"
+ ],
+ [
+ "3424_9"
+ ],
+ [
+ "3418_9"
+ ],
+ [
+ "3513_11"
+ ],
+ [
+ "3503_1"
+ ],
+ [
+ "3422_13"
+ ],
+ [
+ "3606_11"
+ ],
+ [
+ "3501_5"
+ ],
+ [
+ "3525_9"
+ ],
+ [
+ "50810E_4"
+ ],
+ [
+ "3500_5"
+ ],
+ [
+ "3421_7"
+ ],
+ [
+ "50810D_10"
+ ],
+ [
+ "3418_13"
+ ],
+ [
+ "309_12"
+ ],
+ [
+ "362_12"
+ ],
+ [
+ "3478_11"
+ ],
+ [
+ "3479_1"
+ ],
+ [
+ "3484_2"
+ ],
+ [
+ "3606_3"
+ ],
+ [
+ "3417_2"
+ ],
+ [
+ "3534_1"
+ ],
+ [
+ "3605_12"
+ ],
+ [
+ "3488_13"
+ ],
+ [
+ "3491_5"
+ ],
+ [
+ "3429_11"
+ ],
+ [
+ "3497_8"
+ ],
+ [
+ "3423_10"
+ ],
+ [
+ "3429_10"
+ ],
+ [
+ "3504_8"
+ ],
+ [
+ "3420_9"
+ ],
+ [
+ "3426_1"
+ ],
+ [
+ "3481_3"
+ ],
+ [
+ "3491_12"
+ ],
+ [
+ "322_12"
+ ],
+ [
+ "50810A_6"
+ ],
+ [
+ "362_11"
+ ],
+ [
+ "3425_10"
+ ],
+ [
+ "3500_2"
+ ],
+ [
+ "3489_8"
+ ],
+ [
+ "3513_6"
+ ],
+ [
+ "364_3"
+ ],
+ [
+ "3499_2"
+ ],
+ [
+ "J3295_8"
+ ],
+ [
+ "J1291_13"
+ ],
+ [
+ "3479_15"
+ ],
+ [
+ "3605_3"
+ ],
+ [
+ "3419_1"
+ ],
+ [
+ "362_10"
+ ],
+ [
+ "311_4"
+ ],
+ [
+ "3480_12"
+ ],
+ [
+ "3481_10"
+ ],
+ [
+ "293_7"
+ ],
+ [
+ "3500_10"
+ ],
+ [
+ "320_8"
+ ],
+ [
+ "50810A_14"
+ ],
+ [
+ "J3295_6"
+ ],
+ [
+ "293_9"
+ ],
+ [
+ "364_2"
+ ],
+ [
+ "3476_15"
+ ],
+ [
+ "3478_6"
+ ],
+ [
+ "3530_15"
+ ],
+ [
+ "3503_13"
+ ],
+ [
+ "3416_12"
+ ],
+ [
+ "3425_12"
+ ],
+ [
+ "362_5"
+ ],
+ [
+ "50810A_1"
+ ],
+ [
+ "3419_9"
+ ],
+ [
+ "3525_4"
+ ],
+ [
+ "3484_14"
+ ],
+ [
+ "3525_7"
+ ],
+ [
+ "3500_8"
+ ],
+ [
+ "3425_5"
+ ],
+ [
+ "3478_2"
+ ],
+ [
+ "3502_10"
+ ],
+ [
+ "3416_5"
+ ],
+ [
+ "363_15"
+ ],
+ [
+ "50810C_6"
+ ],
+ [
+ "3422_1"
+ ],
+ [
+ "361_8"
+ ],
+ [
+ "50810D_9"
+ ],
+ [
+ "3480_2"
+ ],
+ [
+ "3413_14"
+ ],
+ [
+ "3425_6"
+ ],
+ [
+ "3516_3"
+ ],
+ [
+ "3520_9"
+ ],
+ [
+ "3429_3"
+ ],
+ [
+ "3415_9"
+ ],
+ [
+ "322_3"
+ ],
+ [
+ "3505_9"
+ ],
+ [
+ "3500_13"
+ ],
+ [
+ "3421_2"
+ ],
+ [
+ "3502_3"
+ ],
+ [
+ "320_3"
+ ],
+ [
+ "3480_8"
+ ],
+ [
+ "3530_13"
+ ],
+ [
+ "3605_2"
+ ],
+ [
+ "J3295_10"
+ ],
+ [
+ "50810B_12"
+ ],
+ [
+ "363_13"
+ ],
+ [
+ "3480_3"
+ ],
+ [
+ "293_2"
+ ],
+ [
+ "3417_11"
+ ],
+ [
+ "3534_11"
+ ],
+ [
+ "3421_12"
+ ],
+ [
+ "3488_15"
+ ],
+ [
+ "3480_13"
+ ],
+ [
+ "3507_12"
+ ],
+ [
+ "J3295_15"
+ ],
+ [
+ "3417_8"
+ ],
+ [
+ "3502_5"
+ ],
+ [
+ "309_15"
+ ],
+ [
+ "3504_14"
+ ],
+ [
+ "3504_15"
+ ],
+ [
+ "50810E_10"
+ ],
+ [
+ "3477_6"
+ ],
+ [
+ "321_9"
+ ],
+ [
+ "364_14"
+ ],
+ [
+ "3484_5"
+ ],
+ [
+ "3520_2"
+ ],
+ [
+ "3416_11"
+ ],
+ [
+ "3416_8"
+ ],
+ [
+ "3484_8"
+ ],
+ [
+ "50810D_7"
+ ],
+ [
+ "3417_14"
+ ],
+ [
+ "3505_4"
+ ],
+ [
+ "3520_8"
+ ],
+ [
+ "3504_6"
+ ],
+ [
+ "3416_4"
+ ],
+ [
+ "320_4"
+ ],
+ [
+ "294_5"
+ ],
+ [
+ "3415_5"
+ ],
+ [
+ "309_8"
+ ],
+ [
+ "294_13"
+ ],
+ [
+ "321_2"
+ ],
+ [
+ "3505_15"
+ ],
+ [
+ "50810E_12"
+ ],
+ [
+ "3516_14"
+ ],
+ [
+ "3481_15"
+ ],
+ [
+ "50810C_2"
+ ],
+ [
+ "50810A_15"
+ ],
+ [
+ "309_14"
+ ],
+ [
+ "3503_14"
+ ],
+ [
+ "3411_12"
+ ],
+ [
+ "3501_15"
+ ],
+ [
+ "3499_14"
+ ],
+ [
+ "3411_6"
+ ],
+ [
+ "3411_1"
+ ],
+ [
+ "321_13"
+ ],
+ [
+ "3505_1"
+ ],
+ [
+ "3500_11"
+ ],
+ [
+ "18899_12"
+ ],
+ [
+ "J1291_6"
+ ],
+ [
+ "3500_7"
+ ],
+ [
+ "3521_15"
+ ],
+ [
+ "3605_6"
+ ],
+ [
+ "3534_7"
+ ],
+ [
+ "3489_5"
+ ],
+ [
+ "3422_7"
+ ],
+ [
+ "3520_10"
+ ],
+ [
+ "365_3"
+ ],
+ [
+ "18899_15"
+ ],
+ [
+ "3424_10"
+ ],
+ [
+ "321_8"
+ ],
+ [
+ "3425_4"
+ ],
+ [
+ "3500_1"
+ ],
+ [
+ "3481_13"
+ ],
+ [
+ "3517_15"
+ ],
+ [
+ "3483_12"
+ ],
+ [
+ "3421_14"
+ ],
+ [
+ "3418_5"
+ ],
+ [
+ "3513_9"
+ ],
+ [
+ "294_3"
+ ],
+ [
+ "3421_3"
+ ],
+ [
+ "3497_12"
+ ],
+ [
+ "3534_12"
+ ],
+ [
+ "3488_12"
+ ],
+ [
+ "3416_2"
+ ],
+ [
+ "50810F_6"
+ ],
+ [
+ "3488_7"
+ ],
+ [
+ "3429_1"
+ ],
+ [
+ "3478_4"
+ ]
+ ],
+ "hoverlabel": {
+ "namelength": 0
+ },
+ "hovertemplate": "0=%{x}
1=%{y}
2=%{z}
Feature=%{customdata[0]}
Label=%{marker.color}",
+ "legendgroup": "",
+ "marker": {
+ "color": [
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0
+ ],
+ "coloraxis": "coloraxis",
+ "opacity": 0.7,
+ "symbol": "circle"
+ },
+ "mode": "markers",
+ "name": "",
+ "scene": "scene",
+ "showlegend": false,
+ "type": "scatter3d",
+ "x": [
+ -7.515863418579102,
+ -8.912291526794434,
+ 1.3579756021499634,
+ 6.280272006988525,
+ -6.17905330657959,
+ 8.257883071899414,
+ -7.658454895019531,
+ 6.020874500274658,
+ -5.394269943237305,
+ 3.8172149658203125,
+ -6.802243232727051,
+ 12.202961921691895,
+ 3.0183966159820557,
+ 9.78600788116455,
+ -2.7599947452545166,
+ -5.972745418548584,
+ 2.4272990226745605,
+ -7.158205032348633,
+ 1.0972620248794556,
+ -8.613703727722168,
+ -9.83658218383789,
+ -6.321128845214844,
+ 2.1314008235931396,
+ 0.07933440059423447,
+ 6.424017906188965,
+ 9.185322761535645,
+ 0.8106409907341003,
+ -2.5532007217407227,
+ -9.999327659606934,
+ -13.24051570892334,
+ 12.782143592834473,
+ 6.4911088943481445,
+ -2.4438257217407227,
+ 12.07886028289795,
+ -3.945420026779175,
+ -6.886621952056885,
+ 2.363126039505005,
+ 6.014342308044434,
+ 1.0191469192504883,
+ 1.368688941001892,
+ -11.848703384399414,
+ 6.111629962921143,
+ 0.30819517374038696,
+ -5.146067142486572,
+ -10.859318733215332,
+ 7.180508136749268,
+ 1.6545729637145996,
+ 2.3127565383911133,
+ -3.4287431240081787,
+ -2.1897475719451904,
+ -6.805165767669678,
+ 8.929574966430664,
+ -4.707013130187988,
+ -11.368897438049316,
+ 2.576878309249878,
+ 3.1701600551605225,
+ -11.124996185302734,
+ 6.543839454650879,
+ 8.184890747070312,
+ 6.278688430786133,
+ 10.923091888427734,
+ -4.911134719848633,
+ -8.958730697631836,
+ 7.917300701141357,
+ -1.420797348022461,
+ 0.13482244312763214,
+ 7.335805892944336,
+ -11.858778953552246,
+ 3.1589889526367188,
+ -5.759270191192627,
+ -2.585519790649414,
+ 7.623134136199951,
+ 9.895334243774414,
+ 1.9996793270111084,
+ -5.626179218292236,
+ 12.592771530151367,
+ 2.174971580505371,
+ 5.64619779586792,
+ 2.6764354705810547,
+ -7.470031261444092,
+ 11.462740898132324,
+ 6.742560863494873,
+ 0.9802650809288025,
+ 9.77515697479248,
+ 13.385274887084961,
+ -6.113063812255859,
+ 10.804673194885254,
+ -0.08799725025892258,
+ 1.4626857042312622,
+ -9.772138595581055,
+ -2.522094249725342,
+ -5.57895040512085,
+ -5.313115119934082,
+ 0.7519585490226746,
+ -14.650814056396484,
+ 3.6124942302703857,
+ 9.061860084533691,
+ 0.6993002891540527,
+ -1.0094949007034302,
+ -6.399841785430908,
+ 10.772148132324219,
+ -6.120668411254883,
+ -2.3086647987365723,
+ 6.4385762214660645,
+ 1.0648225545883179,
+ -6.855400085449219,
+ 4.8682780265808105,
+ 6.753412246704102,
+ 3.1215405464172363,
+ -4.206281661987305,
+ 6.0386857986450195,
+ 2.3614330291748047,
+ 2.0858407020568848,
+ -14.081525802612305,
+ 7.027555465698242,
+ -8.82950496673584,
+ -5.479875087738037,
+ -8.92772388458252,
+ -2.84757399559021,
+ -8.1097993850708,
+ -0.17847324907779694,
+ -9.28091049194336,
+ -7.8474440574646,
+ -1.8645563125610352,
+ 0.01370022539049387,
+ 1.843631625175476,
+ 11.142953872680664,
+ 1.410557746887207,
+ 2.5180697441101074,
+ -0.01756671816110611,
+ -5.23532247543335,
+ -0.2486201524734497,
+ 7.588367462158203,
+ -11.871467590332031,
+ -1.1442230939865112,
+ -4.790874481201172,
+ 12.349821090698242,
+ -12.045905113220215,
+ 2.1103475093841553,
+ 7.003056049346924,
+ 4.683211803436279,
+ -4.419849395751953,
+ 2.0873727798461914,
+ -6.294793128967285,
+ 10.047048568725586,
+ 1.599230170249939,
+ 5.128112316131592,
+ -1.54979407787323,
+ 10.901541709899902,
+ 9.467925071716309,
+ -3.730530261993408,
+ -10.717729568481445,
+ 4.600318431854248,
+ 6.689910888671875,
+ 12.858689308166504,
+ 5.720480442047119,
+ 7.552473068237305,
+ -11.683330535888672,
+ -2.7793655395507812,
+ -3.4569077491760254,
+ -13.564216613769531,
+ -5.471607208251953,
+ -6.995584011077881,
+ -1.9434289932250977,
+ -0.23149855434894562,
+ -5.264046669006348,
+ -4.593749523162842,
+ 12.39612865447998,
+ 1.2195826768875122,
+ 11.281794548034668,
+ 8.841980934143066,
+ -2.023271322250366,
+ -1.654086709022522,
+ -9.288238525390625,
+ -6.577277660369873,
+ 5.970247268676758,
+ -7.5052490234375,
+ -10.273002624511719,
+ 1.7985773086547852,
+ -10.375171661376953,
+ 7.707281112670898,
+ 8.676194190979004,
+ -1.9778863191604614,
+ 1.3892278671264648,
+ 0.5393655896186829,
+ -6.367729663848877,
+ 5.15841817855835,
+ -11.079822540283203,
+ 6.186467170715332,
+ 1.8289718627929688,
+ -4.265071392059326,
+ 10.2475004196167,
+ -7.152491092681885,
+ 6.944884300231934,
+ 5.345472812652588,
+ 5.296780109405518,
+ -5.4637603759765625,
+ 12.069042205810547,
+ 13.90744400024414,
+ -6.699706077575684,
+ 1.5639103651046753,
+ 10.40398120880127,
+ -5.179956912994385,
+ -9.057158470153809,
+ -4.5950469970703125,
+ -1.670322060585022,
+ 0.06769698858261108,
+ 0.9805609583854675,
+ 2.710710287094116,
+ 0.5305476784706116,
+ -8.738879203796387,
+ -3.421673536300659,
+ 0.4950232207775116,
+ -5.035279750823975,
+ -14.089756965637207,
+ 9.603851318359375,
+ -8.228148460388184,
+ -7.475307464599609,
+ 1.0074565410614014,
+ 9.55911922454834,
+ -10.818500518798828,
+ -3.644164800643921,
+ 4.240995407104492,
+ -5.28639554977417,
+ -0.23746223747730255,
+ -6.02895450592041,
+ -3.511793375015259,
+ -3.989394187927246,
+ 7.4420342445373535,
+ 1.70363450050354,
+ 9.1778564453125,
+ -6.3311920166015625,
+ 7.049751281738281,
+ 9.348872184753418,
+ 8.919452667236328,
+ 9.338454246520996,
+ -12.177437782287598,
+ -3.4051475524902344,
+ 1.2635273933410645,
+ -8.94389533996582,
+ -13.821340560913086,
+ -11.801834106445312,
+ -9.50913143157959,
+ -8.65981388092041,
+ -9.461609840393066,
+ -1.5954275131225586,
+ -8.791619300842285,
+ -4.477464199066162,
+ -14.054637908935547,
+ 1.5098191499710083,
+ -9.126587867736816,
+ -10.909452438354492,
+ 9.043279647827148,
+ 7.670473575592041,
+ -2.557807683944702,
+ -4.3670654296875,
+ -0.2979678809642792,
+ 10.478116035461426,
+ -1.432708501815796,
+ 3.2728729248046875,
+ -6.156781196594238,
+ -9.0617094039917,
+ -1.9771150350570679,
+ -9.22539234161377,
+ -11.846025466918945,
+ -3.2683534622192383,
+ 6.752206325531006,
+ -2.726036787033081,
+ -6.903289794921875,
+ 1.420086145401001,
+ 10.199957847595215,
+ -2.1612155437469482,
+ 0.36816778779029846,
+ -7.679624080657959,
+ -5.37651252746582,
+ 1.618699073791504,
+ 6.41441011428833,
+ 0.15019236505031586,
+ -6.4449005126953125,
+ 2.6228437423706055,
+ -10.846105575561523,
+ 2.41713547706604,
+ 7.4555535316467285,
+ -8.619532585144043,
+ -4.088352203369141,
+ 3.119054079055786,
+ 1.4410474300384521,
+ -3.0332438945770264,
+ 6.914692401885986,
+ 2.812520742416382,
+ -9.66392993927002,
+ 2.4957151412963867,
+ 6.434810638427734,
+ 2.3357059955596924,
+ 6.039634704589844,
+ -7.3609232902526855,
+ 1.5178391933441162,
+ -6.517107963562012,
+ -5.061520099639893,
+ -7.981579780578613,
+ -5.56186580657959,
+ 5.827271461486816,
+ -3.3777947425842285,
+ -0.5224523544311523,
+ -7.901127815246582,
+ 0.060309186577796936,
+ -6.708143711090088,
+ -3.1657135486602783,
+ -3.023177146911621,
+ -2.7791502475738525,
+ -1.1802332401275635,
+ 3.2237813472747803,
+ 3.2274715900421143,
+ 8.81071949005127,
+ -3.918025255203247,
+ -3.3781063556671143,
+ -2.6545166969299316,
+ -1.4139496088027954,
+ 2.0022523403167725,
+ -1.4790968894958496,
+ -5.871664047241211,
+ -5.668344020843506,
+ -4.983480930328369,
+ 1.8794047832489014,
+ 0.7485505938529968,
+ 1.2508794069290161,
+ -5.825257301330566,
+ -8.242925643920898,
+ -10.927680015563965,
+ 1.2407641410827637,
+ 3.317275047302246,
+ -9.3136568069458,
+ -9.25347900390625,
+ -0.5034180879592896,
+ -6.01541805267334,
+ 9.919249534606934,
+ -9.45034122467041,
+ -3.7223970890045166,
+ 5.513612270355225,
+ 4.017604827880859,
+ -8.49805736541748,
+ 4.478689670562744,
+ -2.4385318756103516,
+ -12.342110633850098,
+ -6.731837272644043,
+ -0.3728642463684082,
+ 8.081171989440918,
+ -6.318847179412842,
+ 10.73864459991455,
+ 5.623422622680664,
+ -1.0004241466522217,
+ 1.8773304224014282,
+ -12.480026245117188,
+ -1.7702537775039673,
+ -3.078665018081665,
+ 4.55088472366333,
+ 6.3832011222839355,
+ 3.6963233947753906,
+ -9.068543434143066,
+ 1.2782814502716064,
+ 10.425832748413086,
+ 1.2931627035140991,
+ -9.730506896972656,
+ 9.972785949707031,
+ 0.920301079750061,
+ 3.564866065979004,
+ -11.447392463684082,
+ 1.888324499130249,
+ 6.155383586883545,
+ 8.15636157989502,
+ -0.46794795989990234,
+ -4.442991256713867,
+ -0.9358181357383728,
+ 1.1868741512298584,
+ -1.9737374782562256,
+ -5.444870948791504,
+ -9.611811637878418,
+ -3.385239601135254,
+ -10.387110710144043,
+ 10.25645923614502,
+ 9.562740325927734,
+ -3.597560167312622,
+ -7.145674705505371,
+ -6.164969444274902,
+ -1.7078248262405396,
+ 5.267551422119141,
+ 0.6584860682487488,
+ 9.288437843322754,
+ 6.203944206237793,
+ 2.891982078552246,
+ -5.797421455383301,
+ 8.52696704864502,
+ 9.568507194519043,
+ -10.3316650390625,
+ 3.083111524581909,
+ 11.051484107971191,
+ -0.4496203660964966,
+ 1.6016454696655273,
+ 8.15345573425293,
+ -9.108720779418945,
+ -7.097444534301758,
+ 2.271603584289551,
+ -4.86386775970459,
+ 6.242774963378906,
+ -6.2400221824646,
+ 7.211345672607422,
+ -4.998741149902344,
+ 5.905429363250732,
+ -2.3886921405792236,
+ -4.790954113006592,
+ -5.943306922912598,
+ 10.431794166564941,
+ -1.2885273694992065,
+ 3.7751471996307373,
+ 6.758762359619141,
+ 2.517022132873535,
+ 3.1744587421417236,
+ 0.3351658582687378,
+ 8.045692443847656,
+ -6.789562702178955,
+ 10.297886848449707,
+ -4.829150676727295,
+ 4.353448867797852,
+ -8.697592735290527,
+ -8.977898597717285,
+ -9.302186965942383,
+ 0.7230618596076965,
+ -6.226966381072998,
+ 7.252252578735352,
+ -5.768299102783203,
+ -7.888611316680908,
+ 6.526182174682617,
+ -1.8109163045883179,
+ -12.085368156433105,
+ 0.07424818724393845,
+ 0.9024214148521423,
+ -4.711958885192871,
+ 10.304009437561035,
+ -8.234170913696289,
+ 1.7125256061553955,
+ 0.31165653467178345,
+ -8.854482650756836,
+ 9.909177780151367,
+ -1.0806833505630493,
+ -6.983273983001709,
+ -4.979146480560303,
+ 3.1610500812530518,
+ -5.4675612449646,
+ 8.806221008300781,
+ -7.274046421051025,
+ -2.8280673027038574,
+ -10.69194221496582,
+ 5.940701007843018,
+ 4.335414886474609,
+ 5.813632965087891,
+ 1.220880150794983,
+ -5.745981216430664,
+ -7.246214866638184,
+ 4.998410701751709,
+ 1.1513968706130981,
+ -1.5152342319488525,
+ 6.207516670227051,
+ 6.28145694732666,
+ 9.023387908935547,
+ -6.385231018066406,
+ 3.0345983505249023,
+ -13.28092098236084,
+ 1.1396349668502808,
+ -12.7197904586792,
+ -5.66382360458374,
+ 8.015912055969238,
+ 5.962080478668213,
+ -8.882558822631836,
+ 5.083459377288818,
+ 2.0815277099609375,
+ 0.9279094934463501,
+ 9.058723449707031,
+ -4.302565574645996,
+ -1.8249907493591309,
+ 3.507681131362915,
+ 0.6077271699905396,
+ 0.32092151045799255,
+ -0.5355315804481506,
+ 1.3158665895462036,
+ -7.6027936935424805,
+ -0.8966601490974426,
+ -4.006993293762207,
+ 7.226095199584961,
+ 2.903001070022583,
+ -3.182394504547119,
+ 5.88679313659668,
+ 2.7429239749908447,
+ -7.821029186248779,
+ 2.8635926246643066,
+ -3.5559310913085938,
+ 2.2426466941833496,
+ -0.30082347989082336,
+ 2.4747121334075928,
+ 2.873096466064453,
+ -5.379955291748047,
+ -1.6373369693756104,
+ 6.94138765335083,
+ 2.1008543968200684,
+ 4.203963279724121,
+ -7.073892116546631,
+ -5.550546169281006,
+ -6.751774311065674,
+ 0.843034029006958,
+ -0.3848346769809723,
+ -7.699004173278809,
+ 3.304743528366089,
+ -1.8455634117126465,
+ 3.028843402862549,
+ -4.524139881134033,
+ 9.44919490814209,
+ 4.61115837097168,
+ 6.767784118652344,
+ -7.868675708770752,
+ -5.864421367645264,
+ -6.141756057739258,
+ -6.009127140045166,
+ -3.9508700370788574,
+ -3.843944787979126,
+ -4.706384181976318,
+ -2.2809197902679443,
+ -5.542578220367432,
+ 10.429525375366211,
+ -1.393502950668335,
+ -1.7207947969436646,
+ 1.6119028329849243,
+ 5.467720985412598,
+ 3.909632921218872,
+ -2.642174482345581,
+ 11.571784973144531,
+ 7.797471523284912,
+ 3.990800142288208,
+ -5.537184715270996,
+ -5.419236183166504,
+ -10.438158988952637,
+ 3.2261757850646973,
+ -2.260012626647949,
+ -9.50998306274414,
+ -3.7463629245758057,
+ -8.553404808044434,
+ -7.671678066253662,
+ -7.675475120544434,
+ -4.572168827056885,
+ -5.772426128387451,
+ 6.392953395843506,
+ 0.7971399426460266,
+ 11.270084381103516,
+ -2.4332778453826904,
+ -6.39878511428833,
+ -11.067639350891113,
+ -1.7963042259216309,
+ 5.784880638122559,
+ -5.103795528411865,
+ 2.702019214630127,
+ 4.798915863037109,
+ 3.328950881958008,
+ 1.826338529586792,
+ -1.770900011062622,
+ 6.478622913360596,
+ 0.2615610659122467,
+ -9.171917915344238,
+ -1.3917336463928223,
+ 3.687880516052246,
+ 11.299893379211426,
+ -11.20144271850586,
+ -6.801565170288086,
+ -3.5054125785827637,
+ -14.728767395019531,
+ -1.8192795515060425,
+ 8.696889877319336,
+ 9.41028881072998,
+ 4.0620269775390625,
+ -2.6678574085235596,
+ -5.993340492248535,
+ 0.2386557012796402,
+ 10.637643814086914,
+ 9.017647743225098,
+ 8.214662551879883,
+ 3.10109806060791,
+ -12.015485763549805,
+ -6.310876369476318,
+ 12.355616569519043,
+ -0.17528927326202393,
+ 2.3770811557769775,
+ 9.75129222869873,
+ 3.506519317626953,
+ -4.505744934082031,
+ -3.3480641841888428,
+ 1.5160421133041382,
+ 4.245431900024414,
+ 6.195013046264648,
+ -12.195512771606445,
+ -6.734480381011963,
+ 4.299155235290527,
+ -6.879215240478516,
+ -9.451373100280762,
+ -4.634430408477783,
+ 1.110412359237671,
+ 9.295101165771484,
+ -2.9677932262420654,
+ 5.646612644195557,
+ 6.357826232910156,
+ -2.267030715942383,
+ -0.46701136231422424,
+ 3.9540741443634033,
+ 9.426104545593262,
+ -3.158294916152954,
+ 3.172175407409668,
+ 7.796767711639404,
+ -1.534794569015503,
+ 8.16317367553711,
+ 1.4593801498413086,
+ -8.312370300292969,
+ -5.369337558746338,
+ 8.940069198608398,
+ 0.5490603446960449,
+ -9.428330421447754,
+ 4.326757431030273,
+ -7.136074542999268,
+ 3.3916332721710205,
+ -0.8007435202598572,
+ -3.7017130851745605,
+ 0.10273575037717819,
+ 7.9004926681518555,
+ -2.1975760459899902,
+ -9.451545715332031,
+ -8.61233139038086,
+ -0.27569183707237244,
+ 11.747730255126953,
+ -4.634517669677734,
+ 2.6307759284973145,
+ -10.770425796508789,
+ 11.054431915283203,
+ -1.3385348320007324,
+ 2.677539348602295,
+ 9.895560264587402,
+ 11.98155403137207,
+ -0.04353610798716545,
+ -6.3731207847595215,
+ -10.113627433776855,
+ -0.9637752175331116,
+ 4.721341133117676,
+ 2.3422694206237793,
+ -5.392779350280762,
+ 11.590556144714355,
+ 3.0606560707092285,
+ -3.9554128646850586,
+ 6.4375200271606445,
+ -7.007935523986816,
+ 9.279515266418457,
+ -5.560945987701416,
+ -2.0387909412384033,
+ -4.38917350769043,
+ 2.6739237308502197,
+ -1.5570003986358643,
+ -1.7661502361297607,
+ -3.1619551181793213,
+ 10.147295951843262,
+ -4.02817440032959,
+ -5.2741827964782715,
+ 1.8746367692947388,
+ 8.259612083435059,
+ -5.636114597320557,
+ -11.454212188720703,
+ 0.7130136489868164,
+ 9.33674430847168,
+ -1.1943449974060059,
+ -6.593520164489746,
+ 6.133481025695801,
+ 9.308130264282227,
+ -4.6071343421936035,
+ 7.172576427459717,
+ -3.9001152515411377,
+ -4.854455947875977,
+ -1.6359474658966064,
+ -9.94794750213623,
+ -2.6186370849609375,
+ -5.158561706542969,
+ -8.083181381225586,
+ 1.128740668296814,
+ 1.8763900995254517,
+ -5.747262477874756,
+ -11.323548316955566,
+ -3.436776638031006,
+ -7.379910945892334,
+ -5.661035537719727,
+ -4.76600456237793,
+ -7.8368353843688965,
+ 0.0480714850127697,
+ -5.555505752563477,
+ -5.4589433670043945,
+ 0.4000544548034668,
+ -9.844826698303223,
+ -1.2055481672286987,
+ -4.871644020080566,
+ -13.634313583374023,
+ -9.709319114685059,
+ -7.386926174163818,
+ 9.783565521240234,
+ 3.437884569168091,
+ -6.631955623626709,
+ 6.801682949066162,
+ 0.012135823257267475,
+ -14.618870735168457,
+ -10.495397567749023,
+ 0.1812896430492401,
+ -2.408074378967285,
+ -0.4069715440273285,
+ 10.305386543273926,
+ -5.908728122711182,
+ -0.4259517788887024,
+ 11.766573905944824,
+ 9.788116455078125,
+ -3.782423257827759,
+ -2.9513845443725586,
+ -0.11448030918836594,
+ 0.8822711110115051,
+ 4.281141757965088,
+ -4.691909313201904,
+ 2.086972236633301,
+ 6.325516223907471,
+ -0.9115636944770813,
+ 8.028079986572266,
+ 4.228397369384766,
+ -4.574030876159668,
+ 11.26339054107666,
+ 8.09228229522705,
+ 3.2881669998168945,
+ -1.7778973579406738,
+ 0.06472454965114594,
+ -6.230423450469971,
+ 2.8011813163757324,
+ -0.9876641631126404,
+ -5.584564685821533,
+ -5.262319087982178,
+ 6.106706142425537,
+ 3.374016284942627,
+ -5.234413146972656,
+ 9.792999267578125,
+ -4.765324592590332,
+ -5.61520528793335,
+ -2.27669620513916,
+ -3.3904449939727783,
+ 3.024972438812256,
+ -9.210700988769531,
+ -2.5630722045898438,
+ -4.597548484802246,
+ -11.1444091796875,
+ -10.152606964111328,
+ -10.526155471801758,
+ 5.693605899810791,
+ 0.6230602860450745,
+ 0.8612384796142578,
+ 0.3680135905742645,
+ 11.47620964050293,
+ 2.462787389755249,
+ 8.31067180633545,
+ -4.5161967277526855,
+ -11.58458423614502,
+ 11.902103424072266,
+ 12.549466133117676,
+ -1.2342270612716675,
+ -3.7707700729370117,
+ 1.3785990476608276,
+ -7.795588970184326,
+ 11.96217155456543,
+ 11.755595207214355,
+ -2.337045431137085,
+ -5.253608703613281,
+ 0.9645054936408997,
+ 1.30168879032135,
+ 1.7260102033615112,
+ 4.843864440917969,
+ 7.996774673461914,
+ 11.937605857849121,
+ 1.542663335800171,
+ -3.1634621620178223,
+ -8.744211196899414,
+ -4.410255432128906,
+ -10.404440879821777,
+ -7.759900093078613,
+ 2.0872669219970703,
+ -0.06500459462404251,
+ 1.5398480892181396,
+ -11.599955558776855,
+ -5.213940620422363,
+ 5.497844696044922,
+ -7.83751106262207,
+ -4.833591461181641,
+ -2.2342474460601807,
+ -1.0861175060272217,
+ -3.8680408000946045,
+ -5.964050769805908,
+ 2.0154759883880615,
+ -3.715017795562744,
+ -4.384471893310547,
+ 9.927002906799316,
+ -10.004302024841309,
+ 0.599869966506958,
+ 11.943397521972656,
+ -6.809783458709717,
+ -8.006664276123047,
+ 9.146563529968262,
+ 5.181503772735596,
+ -5.157556056976318,
+ -8.4739351272583,
+ 2.0848782062530518,
+ 3.700091600418091,
+ 7.4179158210754395,
+ 11.425172805786133,
+ 1.2125014066696167,
+ 5.993423938751221,
+ -8.651254653930664,
+ -2.668304204940796,
+ 2.7400095462799072,
+ -1.0283217430114746,
+ -8.720656394958496,
+ -1.4289649724960327,
+ -2.9180355072021484,
+ -1.3050458431243896,
+ -1.1248457431793213,
+ -6.378347873687744,
+ 0.8891382813453674,
+ 12.254586219787598,
+ 0.6179864406585693,
+ 11.434098243713379,
+ -4.957874298095703,
+ -1.9374675750732422,
+ -4.397842884063721,
+ -3.5688655376434326,
+ -6.592103958129883,
+ 0.9221717119216919,
+ 1.510337233543396,
+ -5.544543266296387,
+ -5.860941410064697,
+ 1.738010048866272,
+ -2.983731269836426,
+ 7.919515132904053,
+ -6.556137561798096,
+ -4.1983323097229,
+ -3.5175039768218994,
+ 2.5768024921417236,
+ -10.3773193359375,
+ -5.6188859939575195,
+ 2.5300538539886475,
+ 3.538022756576538,
+ 5.836336135864258,
+ -6.0708417892456055,
+ -10.978724479675293,
+ -1.1481444835662842,
+ 0.4584708511829376,
+ 5.435074329376221,
+ 7.085780143737793,
+ -14.001376152038574,
+ -1.2262567281723022,
+ 6.765415668487549,
+ -3.510660409927368,
+ 3.1047611236572266,
+ -4.450405597686768,
+ 5.883673191070557,
+ 12.142601013183594,
+ -0.6970434188842773,
+ -6.078734874725342,
+ 6.356948375701904,
+ -6.080482006072998,
+ 12.08773136138916,
+ 7.375095844268799,
+ 1.0063554048538208,
+ 11.4054536819458,
+ 10.256096839904785,
+ 9.425477981567383,
+ -6.116414546966553,
+ 2.0574636459350586,
+ -6.518832683563232,
+ -2.3358278274536133,
+ 7.5978007316589355,
+ 6.555055141448975,
+ 5.21122932434082,
+ 1.1555522680282593,
+ 3.9932143688201904,
+ -6.03621244430542,
+ 2.090357542037964,
+ -9.093162536621094,
+ 0.8643906116485596,
+ 2.7772114276885986,
+ 1.3860116004943848,
+ -4.643016338348389,
+ 5.304416179656982,
+ 5.921365737915039,
+ -6.793492794036865,
+ 6.070539951324463,
+ -0.6199733018875122,
+ 1.4799621105194092,
+ -1.2729880809783936,
+ -4.358468055725098,
+ 9.515542984008789,
+ -0.044792190194129944,
+ 1.7902175188064575,
+ 2.2011477947235107,
+ -3.7097418308258057,
+ -5.518800258636475,
+ -5.378587245941162,
+ 0.8468596935272217,
+ 10.174753189086914,
+ 6.075001239776611,
+ 7.584671497344971,
+ -3.3697938919067383,
+ 7.669558525085449,
+ -9.419559478759766,
+ -2.897637128829956,
+ -10.023429870605469,
+ -0.46638092398643494,
+ 2.604302167892456,
+ -4.961184024810791,
+ -10.57565975189209,
+ 1.9241771697998047,
+ -11.439240455627441,
+ -0.2143661230802536,
+ 2.5125741958618164,
+ -5.281033992767334,
+ 7.178812026977539,
+ 4.6611456871032715,
+ 11.015990257263184,
+ 2.5391268730163574,
+ 8.9938325881958,
+ -9.144935607910156,
+ 12.060501098632812,
+ 2.2781455516815186,
+ -0.5481805205345154,
+ -1.4238464832305908,
+ -2.2996273040771484,
+ 1.909581184387207,
+ -8.571329116821289,
+ -3.96535062789917,
+ 5.662166118621826,
+ -5.125154495239258,
+ -4.374862194061279,
+ 4.689391136169434,
+ 7.514571189880371,
+ -11.035494804382324,
+ 4.663026332855225,
+ 0.701704204082489,
+ 13.438920974731445,
+ -1.326033353805542,
+ 5.066503047943115,
+ 5.320469856262207,
+ 6.966612815856934,
+ -0.01142627838999033,
+ 4.33740234375,
+ 12.383735656738281,
+ -8.291755676269531,
+ -1.315712332725525,
+ 9.2607421875,
+ 9.238668441772461,
+ -0.1248544231057167,
+ -9.406115531921387,
+ -2.7661337852478027,
+ 3.3963708877563477,
+ -4.1173095703125,
+ -8.451704025268555,
+ 9.854470252990723,
+ 1.5891458988189697,
+ -3.7593417167663574,
+ 6.319767951965332,
+ 13.761515617370605,
+ -2.117711067199707,
+ -9.06281566619873,
+ 10.995819091796875,
+ 2.3787035942077637,
+ -3.6501173973083496,
+ 0.4570026397705078,
+ -7.162980556488037,
+ -0.9486057758331299,
+ -4.046501159667969,
+ -1.9492210149765015,
+ -1.8129963874816895,
+ 0.22241973876953125,
+ 10.043975830078125,
+ -2.2792935371398926,
+ -2.2760136127471924,
+ 9.283196449279785,
+ -1.8118603229522705,
+ 0.9605100750923157,
+ -4.628504276275635,
+ -7.106281757354736,
+ 7.308155536651611,
+ -4.439514636993408,
+ -6.370413303375244,
+ -4.4444379806518555,
+ -3.1919875144958496,
+ -1.9358261823654175,
+ -11.902480125427246,
+ 0.38484257459640503,
+ 0.0907120555639267,
+ -7.4121809005737305,
+ -4.766880989074707,
+ 0.17850758135318756,
+ 3.945695400238037,
+ 2.938493013381958,
+ -8.278620719909668,
+ 3.055807113647461,
+ -11.766250610351562,
+ -2.44895076751709,
+ -2.9050965309143066,
+ 1.8974562883377075,
+ 1.9134398698806763,
+ -2.056194543838501,
+ -9.016854286193848,
+ 5.676379203796387,
+ 6.881445407867432,
+ -11.594524383544922,
+ -6.36937141418457,
+ 0.9949778318405151,
+ 1.4650077819824219,
+ -6.223700523376465,
+ -1.298735499382019,
+ 5.744341850280762,
+ 2.3817026615142822,
+ -11.583100318908691,
+ 7.430279731750488,
+ 12.558680534362793,
+ -5.102424144744873
+ ],
+ "y": [
+ 5.734333038330078,
+ 5.657900810241699,
+ -2.61450457572937,
+ -9.002265930175781,
+ 6.641260623931885,
+ -4.245983600616455,
+ -0.8718643188476562,
+ -3.0648136138916016,
+ 4.015237808227539,
+ -0.398518443107605,
+ -1.967065691947937,
+ -2.372680187225342,
+ -9.466548919677734,
+ -6.287403583526611,
+ 4.118892192840576,
+ -1.6611300706863403,
+ -0.8399074673652649,
+ 7.000784873962402,
+ -1.7787373065948486,
+ -0.9304840564727783,
+ 2.928023099899292,
+ 17.89944839477539,
+ -16.130859375,
+ 8.032976150512695,
+ -0.04988182708621025,
+ -2.920596122741699,
+ 7.7400803565979,
+ -4.878584384918213,
+ 13.062115669250488,
+ -3.889735460281372,
+ -4.8802571296691895,
+ -0.705844521522522,
+ 3.2709412574768066,
+ -2.7286899089813232,
+ 1.9183379411697388,
+ 3.531322717666626,
+ 0.49873238801956177,
+ -7.915862560272217,
+ 6.627587795257568,
+ -14.196067810058594,
+ 16.3658390045166,
+ 1.837123990058899,
+ 3.5562422275543213,
+ -1.0896406173706055,
+ 16.098852157592773,
+ -7.994345664978027,
+ -0.36221447587013245,
+ -1.9176819324493408,
+ 12.807783126831055,
+ 0.5995597243309021,
+ 19.094144821166992,
+ 1.944731593132019,
+ 10.833803176879883,
+ -0.8018273711204529,
+ 7.664402008056641,
+ -6.393527984619141,
+ 4.77362060546875,
+ -4.173450469970703,
+ -6.688689231872559,
+ -6.846345901489258,
+ -1.249690055847168,
+ 5.924261569976807,
+ 2.4342737197875977,
+ -3.8791284561157227,
+ -4.09890604019165,
+ -7.747249603271484,
+ -4.970912456512451,
+ -3.0902674198150635,
+ -2.5772664546966553,
+ -4.724153995513916,
+ -5.13816499710083,
+ -10.139251708984375,
+ -12.042574882507324,
+ 3.444856643676758,
+ 6.985461235046387,
+ -2.029613971710205,
+ -0.35611987113952637,
+ -8.329293251037598,
+ -7.33878755569458,
+ 5.551607131958008,
+ -2.941663980484009,
+ -4.469044208526611,
+ -7.8356709480285645,
+ -12.666133880615234,
+ -5.71032190322876,
+ 1.0112545490264893,
+ -0.5956416130065918,
+ -11.549525260925293,
+ 3.8005316257476807,
+ 6.070092678070068,
+ 12.012258529663086,
+ 2.2490124702453613,
+ -4.178056716918945,
+ -3.3460402488708496,
+ 14.635931968688965,
+ -0.4178287386894226,
+ -11.599408149719238,
+ 6.8953399658203125,
+ 5.05735969543457,
+ 0.8030423521995544,
+ -6.239922046661377,
+ 8.772268295288086,
+ 9.622565269470215,
+ -9.887598037719727,
+ -2.572618246078491,
+ -6.948818206787109,
+ 1.3069053888320923,
+ -7.513667106628418,
+ -2.55903959274292,
+ 4.814367294311523,
+ -9.435977935791016,
+ 3.8885579109191895,
+ -6.66986608505249,
+ 14.572599411010742,
+ 5.765072822570801,
+ -4.53800106048584,
+ 11.136642456054688,
+ 4.078126907348633,
+ 2.173201084136963,
+ 18.418964385986328,
+ 6.836160182952881,
+ -2.7051010131835938,
+ -4.256139755249023,
+ -1.8018094301223755,
+ -2.295179605484009,
+ -1.5758144855499268,
+ 0.4474101662635803,
+ -2.3713624477386475,
+ -0.2625541687011719,
+ -5.150888919830322,
+ 6.91512393951416,
+ 0.48263028264045715,
+ 3.737379789352417,
+ 4.327932357788086,
+ 7.749434471130371,
+ 5.973028182983398,
+ -3.463778495788574,
+ -1.9536254405975342,
+ 4.9123945236206055,
+ -2.7140440940856934,
+ -7.724603652954102,
+ 1.4737520217895508,
+ 3.3402767181396484,
+ -1.5795469284057617,
+ -12.32548713684082,
+ -1.9672664403915405,
+ -12.530095100402832,
+ 4.645992755889893,
+ -1.8075120449066162,
+ -0.32701966166496277,
+ 11.645068168640137,
+ -1.254919171333313,
+ -7.654979228973389,
+ 1.8141911029815674,
+ -3.484523296356201,
+ -5.144075393676758,
+ 0.5972987413406372,
+ 4.0918450355529785,
+ 3.191502809524536,
+ 1.4236750602722168,
+ -3.3977060317993164,
+ 11.131356239318848,
+ 7.190134048461914,
+ 8.419204711914062,
+ -2.810039520263672,
+ -7.445792198181152,
+ 5.979358196258545,
+ -1.3104326725006104,
+ 0.37295958399772644,
+ -3.7613987922668457,
+ -4.403201580047607,
+ 1.1145943403244019,
+ 4.9855170249938965,
+ 6.5927934646606445,
+ 16.372150421142578,
+ -8.602176666259766,
+ 5.723022937774658,
+ -1.5367108583450317,
+ 4.36088752746582,
+ -0.12924988567829132,
+ -5.617537498474121,
+ -4.409005165100098,
+ 0.9290534853935242,
+ -10.005969047546387,
+ -0.35877346992492676,
+ 1.2482688426971436,
+ -1.890527367591858,
+ 4.791341304779053,
+ -3.0210330486297607,
+ -0.3314398527145386,
+ 6.286146640777588,
+ -6.508914470672607,
+ 2.7294931411743164,
+ -3.2612221240997314,
+ -5.19868278503418,
+ -3.5106186866760254,
+ -5.703659534454346,
+ -3.1570918560028076,
+ -5.244448184967041,
+ 17.803993225097656,
+ 0.9704061150550842,
+ -3.408629894256592,
+ 3.7854554653167725,
+ 4.21422004699707,
+ -3.453030824661255,
+ 3.840550422668457,
+ 6.325860023498535,
+ -14.096805572509766,
+ -6.7532196044921875,
+ 3.1376841068267822,
+ -1.2091387510299683,
+ 1.4712377786636353,
+ 0.2147413045167923,
+ -1.1941136121749878,
+ 14.90762996673584,
+ -5.545221328735352,
+ 1.036975622177124,
+ 1.258128046989441,
+ 2.636350631713867,
+ -11.5865478515625,
+ 12.547804832458496,
+ 8.58584213256836,
+ 5.044891834259033,
+ -4.945822715759277,
+ -0.616066575050354,
+ -5.648506164550781,
+ 12.77340316772461,
+ 11.468036651611328,
+ -5.040478229522705,
+ 8.310014724731445,
+ -11.68964672088623,
+ 3.0542454719543457,
+ -4.432845592498779,
+ -12.919757843017578,
+ -3.7282421588897705,
+ -2.242570161819458,
+ 15.012796401977539,
+ 1.3837742805480957,
+ -0.8842910528182983,
+ 13.509281158447266,
+ -3.998880624771118,
+ 12.346508026123047,
+ 13.250840187072754,
+ 5.443464756011963,
+ -1.46346914768219,
+ 2.0743236541748047,
+ 6.082038879394531,
+ -2.9715263843536377,
+ 14.591806411743164,
+ 8.299983978271484,
+ 5.771989822387695,
+ 4.73160982131958,
+ -12.604127883911133,
+ -5.276274681091309,
+ -6.400215148925781,
+ 12.472186088562012,
+ -3.8246467113494873,
+ -6.310175895690918,
+ -2.194770097732544,
+ -0.473067969083786,
+ 17.461362838745117,
+ 3.464747905731201,
+ 4.056471824645996,
+ -0.5077531933784485,
+ 12.032112121582031,
+ -6.479654312133789,
+ -0.15204189717769623,
+ -0.7994601130485535,
+ 2.247417449951172,
+ -3.112990617752075,
+ -1.3865654468536377,
+ 9.224540710449219,
+ 5.127841472625732,
+ 10.7313232421875,
+ 16.10746955871582,
+ 8.606226921081543,
+ -3.820174217224121,
+ -1.9051108360290527,
+ 5.0405497550964355,
+ 2.9917173385620117,
+ -2.6556811332702637,
+ -6.245762825012207,
+ -4.490135669708252,
+ -0.49181053042411804,
+ 12.306714057922363,
+ 0.5512266159057617,
+ -3.033942937850952,
+ 2.091161012649536,
+ -1.9870240688323975,
+ 1.359688639640808,
+ 4.6696882247924805,
+ -15.723286628723145,
+ -3.340092420578003,
+ -1.4988123178482056,
+ 3.193058490753174,
+ -2.535499095916748,
+ -9.980719566345215,
+ 0.7257651686668396,
+ 11.811615943908691,
+ -0.4849529564380646,
+ -1.8717806339263916,
+ -6.873654365539551,
+ 1.6218916177749634,
+ 9.577766418457031,
+ -2.620824098587036,
+ 6.7313408851623535,
+ 3.510028600692749,
+ 6.646324157714844,
+ 1.267066240310669,
+ 3.419424533843994,
+ 9.949505805969238,
+ -9.226533889770508,
+ 7.041444301605225,
+ -4.894423484802246,
+ 10.74602222442627,
+ -0.10728681087493896,
+ -0.4810052216053009,
+ 2.558479070663452,
+ 0.1773378849029541,
+ 0.38280415534973145,
+ -4.693867206573486,
+ 5.29441499710083,
+ 1.9536800384521484,
+ -15.15794563293457,
+ -15.200254440307617,
+ 4.486974716186523,
+ 8.1068696975708,
+ -3.735740900039673,
+ 3.3609416484832764,
+ 8.048978805541992,
+ 4.075075626373291,
+ -1.1783396005630493,
+ -0.9226981997489929,
+ -1.9296053647994995,
+ -5.680140495300293,
+ -5.560787200927734,
+ 0.6860717535018921,
+ 3.193804979324341,
+ -2.949568271636963,
+ -12.246658325195312,
+ 1.4218474626541138,
+ -0.5620680451393127,
+ 1.7459957599639893,
+ 15.655987739562988,
+ 3.4698643684387207,
+ 5.671601295471191,
+ -5.306393623352051,
+ 5.149011135101318,
+ -2.672016143798828,
+ -4.388411521911621,
+ 3.471292495727539,
+ 8.232359886169434,
+ 15.445036888122559,
+ 9.474888801574707,
+ -6.042606830596924,
+ -7.613901615142822,
+ -3.041032075881958,
+ 5.497700214385986,
+ 5.941560745239258,
+ 5.149334907531738,
+ -12.687487602233887,
+ 7.966549873352051,
+ 13.24231243133545,
+ -1.8861912488937378,
+ 8.014534950256348,
+ -7.478377819061279,
+ 5.270638942718506,
+ -13.87021541595459,
+ -9.46527099609375,
+ -3.8722665309906006,
+ 6.481766223907471,
+ 11.148958206176758,
+ 0.2477341592311859,
+ -16.225988388061523,
+ 2.7676212787628174,
+ -6.271305561065674,
+ 3.792088747024536,
+ -5.518277168273926,
+ 3.578040361404419,
+ -4.508762359619141,
+ -0.416654497385025,
+ 2.005824089050293,
+ 18.073713302612305,
+ -6.381455421447754,
+ 0.28205767273902893,
+ -11.952361106872559,
+ 3.0035176277160645,
+ -12.345073699951172,
+ -7.454645156860352,
+ -9.640018463134766,
+ 1.4218292236328125,
+ -4.380315780639648,
+ -5.3056840896606445,
+ -2.346383810043335,
+ -1.1412135362625122,
+ 0.7432685494422913,
+ 1.3520541191101074,
+ -1.3294068574905396,
+ 2.4487578868865967,
+ 7.7733154296875,
+ -1.8137301206588745,
+ -2.3602471351623535,
+ -1.9742339849472046,
+ 0.2015088051557541,
+ 0.5843574404716492,
+ 4.1424336433410645,
+ 9.1791410446167,
+ -2.221463203430176,
+ 12.351266860961914,
+ 2.027656078338623,
+ -0.18095959722995758,
+ -3.2834312915802,
+ 2.2955873012542725,
+ 5.452633857727051,
+ -9.124423027038574,
+ -0.8953813314437866,
+ -2.5689873695373535,
+ 3.6509828567504883,
+ -3.9671618938446045,
+ 20.287134170532227,
+ -4.193233489990234,
+ -3.299551248550415,
+ 4.400340557098389,
+ 0.8226397037506104,
+ -2.8940749168395996,
+ 7.789337635040283,
+ -0.03261920064687729,
+ 19.464860916137695,
+ -0.9797301292419434,
+ 6.784847259521484,
+ -3.5502164363861084,
+ -7.2386474609375,
+ -2.832035779953003,
+ 11.904438972473145,
+ 2.657651901245117,
+ 3.447664737701416,
+ -3.610259532928467,
+ 0.5099762678146362,
+ 4.940438747406006,
+ 1.9716017246246338,
+ 4.377559185028076,
+ -4.190426826477051,
+ -7.938442707061768,
+ 2.714660406112671,
+ 2.2322027683258057,
+ 8.373722076416016,
+ -15.707180976867676,
+ 7.797666549682617,
+ -0.16504092514514923,
+ 6.578144550323486,
+ 4.2990007400512695,
+ 15.512557983398438,
+ -2.235780954360962,
+ -9.907145500183105,
+ -2.9785819053649902,
+ -2.6832387447357178,
+ -2.1080496311187744,
+ 17.151708602905273,
+ 1.5377317667007446,
+ -0.348192423582077,
+ 9.983566284179688,
+ 1.7774807214736938,
+ -0.04779893159866333,
+ 1.5041122436523438,
+ 1.0868017673492432,
+ -0.13672834634780884,
+ -3.3289499282836914,
+ -1.3362013101577759,
+ -3.6476707458496094,
+ 1.1020148992538452,
+ 0.37417057156562805,
+ 3.3982863426208496,
+ 6.571127414703369,
+ -7.746121883392334,
+ 5.118988037109375,
+ -0.6658532619476318,
+ -11.805153846740723,
+ 1.2896106243133545,
+ 0.7657049894332886,
+ 3.5501370429992676,
+ -15.925834655761719,
+ 2.726935386657715,
+ 6.542861461639404,
+ -1.359166145324707,
+ 1.3411670923233032,
+ -2.662452220916748,
+ -6.41612434387207,
+ -3.0079264640808105,
+ 2.614245653152466,
+ 6.865171432495117,
+ -6.552907943725586,
+ 6.745364665985107,
+ 5.291351318359375,
+ -1.0888786315917969,
+ 1.9299319982528687,
+ 2.6486074924468994,
+ 9.991579055786133,
+ -1.4704350233078003,
+ -7.03795862197876,
+ 19.051910400390625,
+ -2.1179754734039307,
+ 5.916012287139893,
+ 0.7838586568832397,
+ -0.4356342554092407,
+ 20.392837524414062,
+ 2.0587894916534424,
+ 7.980836391448975,
+ 2.494624137878418,
+ -5.044984817504883,
+ 18.0385799407959,
+ 5.0186076164245605,
+ -1.627619981765747,
+ 6.975685119628906,
+ 0.9064282178878784,
+ -13.50394058227539,
+ -7.141446113586426,
+ -3.3215372562408447,
+ -4.381893634796143,
+ 0.6939913630485535,
+ 1.2456303834915161,
+ 1.3269476890563965,
+ -1.8127022981643677,
+ -3.8941054344177246,
+ 1.1049751043319702,
+ -0.991294264793396,
+ -8.015931129455566,
+ 0.9092782139778137,
+ -10.62875747680664,
+ 3.647526264190674,
+ -2.9959425926208496,
+ -9.432882308959961,
+ -8.982256889343262,
+ -4.867722988128662,
+ -1.897385835647583,
+ -6.813117504119873,
+ -2.7530517578125,
+ 12.708565711975098,
+ 1.6122362613677979,
+ 5.449528694152832,
+ -16.261999130249023,
+ -0.7803611159324646,
+ -1.3718667030334473,
+ 8.68258285522461,
+ 3.800870895385742,
+ 10.877327919006348,
+ 10.915827751159668,
+ 11.665860176086426,
+ 0.49604639410972595,
+ -0.07146911323070526,
+ 1.251867413520813,
+ -6.360131740570068,
+ 4.6313910484313965,
+ 8.532577514648438,
+ -0.6209129691123962,
+ -4.719698905944824,
+ 0.5649092793464661,
+ -2.4455504417419434,
+ -15.502426147460938,
+ -9.407072067260742,
+ 2.345708131790161,
+ -6.485623359680176,
+ -1.8698142766952515,
+ -3.420854330062866,
+ -0.6389986872673035,
+ 6.876440048217773,
+ 0.8559938669204712,
+ -12.653255462646484,
+ -6.409107685089111,
+ -3.091801881790161,
+ 2.1532750129699707,
+ 11.29321002960205,
+ 14.795639038085938,
+ 8.578729629516602,
+ -12.079328536987305,
+ -3.777312755584717,
+ -8.970935821533203,
+ 6.08071231842041,
+ 0.3386227488517761,
+ 5.639082431793213,
+ -2.215200424194336,
+ -3.4238061904907227,
+ -4.363047122955322,
+ -16.517242431640625,
+ 12.086335182189941,
+ -1.4495328664779663,
+ -1.498846173286438,
+ 6.793410301208496,
+ -14.843735694885254,
+ -7.80498743057251,
+ -2.7493062019348145,
+ 7.33571720123291,
+ 3.174705743789673,
+ 1.3974685668945312,
+ 4.509402275085449,
+ -3.383249282836914,
+ -2.878857374191284,
+ 3.4891929626464844,
+ -9.593225479125977,
+ -6.428407669067383,
+ 7.185739994049072,
+ -1.434664011001587,
+ -14.95012092590332,
+ -3.013519287109375,
+ 2.382229804992676,
+ -4.369843482971191,
+ 2.987351417541504,
+ 11.120448112487793,
+ -13.832982063293457,
+ -16.26387596130371,
+ -2.3708856105804443,
+ 1.30586838722229,
+ 6.204185485839844,
+ -4.084321022033691,
+ 4.639337539672852,
+ -6.0453572273254395,
+ -11.82097053527832,
+ -3.4944629669189453,
+ 18.444910049438477,
+ -3.135776996612549,
+ 3.3629965782165527,
+ 2.495880603790283,
+ -0.2225733995437622,
+ 1.3751415014266968,
+ -16.85951805114746,
+ 4.76062536239624,
+ -2.6774582862854004,
+ -13.377236366271973,
+ 3.9711923599243164,
+ -0.4230261743068695,
+ 6.962568283081055,
+ 13.652501106262207,
+ -13.927318572998047,
+ -3.906562089920044,
+ -7.67191219329834,
+ -1.6100608110427856,
+ 0.4098142385482788,
+ -3.328368663787842,
+ -3.3632090091705322,
+ -9.770404815673828,
+ -5.624011993408203,
+ -0.84723299741745,
+ -10.995912551879883,
+ 4.736842632293701,
+ 3.554302215576172,
+ -10.6195068359375,
+ 3.2727839946746826,
+ -15.862687110900879,
+ 5.053269863128662,
+ -1.9173107147216797,
+ 2.059946298599243,
+ 3.346247434616089,
+ -5.094271183013916,
+ -1.3129793405532837,
+ -3.9705698490142822,
+ -5.414731979370117,
+ 8.342456817626953,
+ -4.006551742553711,
+ 0.4893348515033722,
+ 2.6603293418884277,
+ -2.157078981399536,
+ 8.96584701538086,
+ -6.078965187072754,
+ 1.7089065313339233,
+ 2.3076155185699463,
+ -9.523320198059082,
+ -0.5147894024848938,
+ 6.938559532165527,
+ 15.877791404724121,
+ 7.539205074310303,
+ -3.1071090698242188,
+ 3.3164162635803223,
+ -1.4273314476013184,
+ -4.215300559997559,
+ -4.789577484130859,
+ 11.966713905334473,
+ -6.762540817260742,
+ 3.5739822387695312,
+ -4.185858726501465,
+ 9.411676406860352,
+ 7.585515022277832,
+ -5.725669860839844,
+ 5.325896263122559,
+ -4.076111316680908,
+ -13.466914176940918,
+ -15.581872940063477,
+ -1.901450276374817,
+ -2.4427363872528076,
+ 0.7773064374923706,
+ 19.57203483581543,
+ -0.38957479596138,
+ 12.954817771911621,
+ 2.344543695449829,
+ -0.6925621628761292,
+ 13.060795783996582,
+ 1.6601238250732422,
+ 0.4137735366821289,
+ -2.192671060562134,
+ -10.751542091369629,
+ 11.7398099899292,
+ -2.847074508666992,
+ -2.977139949798584,
+ -1.1033072471618652,
+ -6.301760673522949,
+ -9.436779022216797,
+ 20.43503761291504,
+ 0.20788368582725525,
+ -4.297865390777588,
+ 14.488105773925781,
+ 12.752685546875,
+ 4.532089710235596,
+ 11.655807495117188,
+ -2.5892910957336426,
+ -1.5552088022232056,
+ -4.935616493225098,
+ -2.733752489089966,
+ -2.984610080718994,
+ -6.106439590454102,
+ 3.181584119796753,
+ 6.167774200439453,
+ 3.3545167446136475,
+ -0.8456748723983765,
+ -0.5569965839385986,
+ -5.102687835693359,
+ -7.1070709228515625,
+ 0.2700100839138031,
+ 10.2711820602417,
+ -3.7606282234191895,
+ 4.73913049697876,
+ 7.543030738830566,
+ 1.1261022090911865,
+ -7.165107727050781,
+ 3.1739633083343506,
+ 8.962789535522461,
+ 10.477435111999512,
+ 8.474410057067871,
+ 7.038265705108643,
+ -0.9511439800262451,
+ -7.959959506988525,
+ -4.974471092224121,
+ -10.427663803100586,
+ -9.638980865478516,
+ -3.198208808898926,
+ -0.29128947854042053,
+ 15.254868507385254,
+ 7.202855110168457,
+ 9.157462120056152,
+ -0.10440880805253983,
+ -0.5076434016227722,
+ 13.411738395690918,
+ -1.0249381065368652,
+ 1.0113458633422852,
+ 15.535906791687012,
+ -2.790024995803833,
+ 4.453397274017334,
+ -8.332664489746094,
+ 7.6541852951049805,
+ 7.321101665496826,
+ 0.21918249130249023,
+ -2.30488920211792,
+ 2.2927072048187256,
+ -4.552141189575195,
+ 12.557638168334961,
+ -0.014575379900634289,
+ -2.3584797382354736,
+ -2.3393006324768066,
+ -4.035272598266602,
+ -3.004655122756958,
+ -11.962959289550781,
+ -3.9664900302886963,
+ 0.328457236289978,
+ -2.555936336517334,
+ -2.621034860610962,
+ -5.783815383911133,
+ 5.046102523803711,
+ -2.7338757514953613,
+ -15.45554256439209,
+ 1.794875144958496,
+ 0.5071933269500732,
+ -1.7934600114822388,
+ -9.973088264465332,
+ -8.776761054992676,
+ -4.630117893218994,
+ 7.137836933135986,
+ 6.881763935089111,
+ -3.981694459915161,
+ 4.270860195159912,
+ -16.065258026123047,
+ 8.686233520507812,
+ 0.28571000695228577,
+ -3.8035483360290527,
+ -0.024638157337903976,
+ 18.741838455200195,
+ -2.6098217964172363,
+ -0.39128708839416504,
+ 7.913370132446289,
+ 1.6283457279205322,
+ -1.6063029766082764,
+ -6.142239570617676,
+ 8.63530158996582,
+ 14.78861141204834,
+ -2.618739128112793,
+ 0.2507440745830536,
+ -0.4324999749660492,
+ -0.5956288576126099,
+ -6.624262809753418,
+ 5.899204254150391,
+ -2.4718244075775146,
+ -7.363820552825928,
+ 15.556097984313965,
+ 7.081439018249512,
+ 2.20613431930542,
+ -0.5938502550125122,
+ -0.5694528222084045,
+ -0.14209650456905365,
+ 0.09803126007318497,
+ -7.581182479858398,
+ 3.3447439670562744,
+ -1.054058313369751,
+ 7.395499229431152,
+ 9.2998685836792,
+ 5.560060024261475,
+ 2.951913356781006,
+ 11.014249801635742,
+ -3.029801368713379,
+ 6.48975133895874,
+ -5.330317974090576,
+ 2.8976097106933594,
+ -2.453242540359497,
+ -7.7418131828308105,
+ -2.8052632808685303,
+ 4.51548957824707,
+ -0.06642085313796997,
+ -1.762069582939148,
+ 11.850936889648438,
+ 17.219585418701172,
+ 7.639408588409424,
+ 3.939297914505005,
+ -5.095667362213135,
+ 1.5708919763565063,
+ -6.128911018371582,
+ 9.01042652130127,
+ -0.6468205451965332,
+ 17.13871955871582,
+ 2.883064031600952,
+ -7.287521839141846,
+ 2.265141487121582,
+ -2.355766534805298,
+ -2.1321680545806885,
+ -0.18151377141475677,
+ -7.237229347229004,
+ -4.64042854309082,
+ 7.5156941413879395,
+ 5.945933818817139,
+ 6.5712361335754395,
+ -1.7843499183654785,
+ -9.289217948913574,
+ 0.5140334367752075,
+ -3.7849280834198,
+ 0.5097565650939941,
+ -7.533936023712158,
+ 3.0752503871917725,
+ 1.26002037525177,
+ 5.74649715423584,
+ -2.135192632675171,
+ -1.8040021657943726,
+ -4.7877607345581055,
+ -0.38151049613952637,
+ -9.077820777893066,
+ -5.314586162567139,
+ -2.133089303970337,
+ -0.8559949994087219,
+ 4.152143955230713,
+ -1.650654911994934,
+ -6.1334228515625,
+ -3.6658427715301514,
+ -7.947285175323486,
+ 5.679335594177246,
+ -2.1122817993164062,
+ 9.393976211547852,
+ 5.033981800079346,
+ -7.022943019866943,
+ -7.440319061279297,
+ -1.4720470905303955,
+ 3.676079511642456,
+ -2.7303035259246826,
+ -3.703572988510132,
+ 7.767550468444824,
+ -12.172426223754883,
+ -15.049745559692383,
+ -3.0305240154266357,
+ -4.05615758895874,
+ -3.45198392868042,
+ -7.079405784606934,
+ 17.180532455444336,
+ -0.9852710962295532,
+ 3.283846855163574,
+ -16.219024658203125,
+ -0.7669029831886292,
+ 11.538946151733398,
+ 1.2478771209716797,
+ -11.187850952148438,
+ -15.254301071166992,
+ -2.5940186977386475,
+ -2.4159653186798096,
+ 6.962739944458008,
+ 2.2033896446228027,
+ -2.5089452266693115,
+ -8.164839744567871,
+ -7.859900951385498,
+ -6.350767135620117,
+ 12.820056915283203,
+ -3.0845963954925537,
+ 5.66705322265625,
+ 5.970272064208984,
+ 4.7681050300598145,
+ -1.8082979917526245,
+ -7.693744659423828,
+ 8.873193740844727,
+ 4.83308219909668,
+ 1.42926824092865,
+ -2.485356569290161,
+ 7.30834436416626,
+ -6.145943641662598,
+ 3.886903762817383,
+ 1.7534879446029663,
+ 3.2646875381469727,
+ -4.122524261474609,
+ -7.852383136749268,
+ -11.317480087280273,
+ 3.8285045623779297,
+ -3.1535024642944336,
+ -1.4701757431030273,
+ 10.313153266906738,
+ 2.1243975162506104,
+ -0.20331412553787231,
+ -9.258979797363281,
+ 6.201248645782471,
+ 12.13791275024414,
+ 0.1784447431564331,
+ 1.913949966430664,
+ -4.074590682983398,
+ -11.731672286987305,
+ -2.889540910720825,
+ -2.013066053390503,
+ 2.8949685096740723,
+ -15.663213729858398,
+ -4.469891548156738,
+ -0.8182588815689087,
+ -9.876214981079102,
+ -9.121634483337402,
+ -1.6521832942962646,
+ 7.10678243637085,
+ -13.260724067687988,
+ -3.662440299987793,
+ 5.479240894317627,
+ -0.2995469570159912,
+ -5.131406307220459,
+ -5.489319801330566,
+ 3.274435043334961,
+ 5.986802577972412,
+ 12.596972465515137,
+ 0.8251407146453857,
+ 4.838829517364502,
+ 7.232654094696045,
+ -7.8721699714660645,
+ -0.18357601761817932,
+ 3.900831699371338,
+ 2.0855767726898193,
+ -5.590450763702393,
+ 4.454211235046387,
+ 3.8677549362182617,
+ -6.629131317138672,
+ 1.2492982149124146,
+ 10.823025703430176,
+ -0.2923375368118286,
+ 7.003293514251709,
+ 1.7475556135177612,
+ 1.839322805404663,
+ 11.504837036132812,
+ 0.2544487416744232,
+ 3.6586132049560547,
+ -12.972661018371582,
+ 3.3108222484588623,
+ 9.514005661010742,
+ 1.1245312690734863,
+ -0.06904745101928711,
+ -3.3574588298797607,
+ -3.781782627105713,
+ 3.5548293590545654,
+ -4.891654968261719,
+ -5.610350131988525,
+ -6.432269096374512,
+ 11.334765434265137,
+ 7.024343967437744,
+ -1.3431146144866943,
+ 12.90492057800293,
+ -14.262913703918457,
+ -0.7475059628486633,
+ 1.0430704355239868,
+ -3.123783588409424,
+ -2.1001877784729004,
+ 4.624507904052734,
+ -6.589285373687744,
+ 1.2024893760681152,
+ -1.3612926006317139,
+ 12.860892295837402,
+ 3.3316943645477295,
+ 12.001161575317383,
+ -7.601863861083984,
+ -0.593113124370575,
+ 3.5258498191833496,
+ -0.21864143013954163,
+ -7.279168605804443,
+ -9.55396842956543,
+ -2.4707202911376953,
+ -2.5413289070129395,
+ -1.2999169826507568,
+ -9.554719924926758,
+ 18.83380699157715,
+ -1.236433506011963,
+ -8.973794937133789,
+ 2.5032873153686523,
+ 15.247675895690918,
+ -9.949777603149414,
+ -2.797569751739502,
+ 6.6812591552734375
+ ],
+ "z": [
+ -16.443153381347656,
+ 12.194272994995117,
+ 16.521080017089844,
+ -8.943389892578125,
+ -13.927136421203613,
+ -19.294517517089844,
+ 6.830262184143066,
+ 7.079054832458496,
+ 10.272106170654297,
+ -16.743852615356445,
+ 2.8179125785827637,
+ 11.374835014343262,
+ 2.4766952991485596,
+ 0.7532424330711365,
+ 20.839187622070312,
+ 12.954732894897461,
+ -6.512801170349121,
+ 9.713415145874023,
+ -3.225543737411499,
+ 7.134866714477539,
+ 2.384960174560547,
+ 2.6362497806549072,
+ -2.0442566871643066,
+ -15.300932884216309,
+ -20.182241439819336,
+ 15.783430099487305,
+ -3.419999599456787,
+ 2.5241212844848633,
+ 1.1571780443191528,
+ -6.990224838256836,
+ 3.71012020111084,
+ 9.710877418518066,
+ 16.031574249267578,
+ 3.0823774337768555,
+ 6.667720794677734,
+ -16.73150062561035,
+ 8.49548053741455,
+ 4.6968231201171875,
+ -15.752741813659668,
+ 2.7308547496795654,
+ 5.701173782348633,
+ -17.534183502197266,
+ 17.352046966552734,
+ 12.581775665283203,
+ 5.854610443115234,
+ 4.724498748779297,
+ -20.085834503173828,
+ -17.108638763427734,
+ 10.160463333129883,
+ 15.185392379760742,
+ 3.3256895542144775,
+ 4.250360488891602,
+ -0.9932488203048706,
+ -1.233386754989624,
+ -14.140069007873535,
+ -9.310946464538574,
+ -12.39696216583252,
+ -7.78839635848999,
+ -8.032173156738281,
+ 10.221839904785156,
+ 17.805479049682617,
+ 10.550639152526855,
+ 3.525940418243408,
+ -14.752140045166016,
+ -15.072012901306152,
+ 3.3524789810180664,
+ 7.225729465484619,
+ -4.404415130615234,
+ 10.528566360473633,
+ 9.12658405303955,
+ 2.746328830718994,
+ -10.14763355255127,
+ -0.4950161278247833,
+ -15.506101608276367,
+ 13.63723373413086,
+ 18.337860107421875,
+ -4.893286228179932,
+ -9.885390281677246,
+ -5.833058834075928,
+ -11.57810115814209,
+ 3.3780088424682617,
+ -6.5373759269714355,
+ 3.6980903148651123,
+ -0.4934813976287842,
+ 3.9372050762176514,
+ -21.336809158325195,
+ 17.213043212890625,
+ 2.585116386413574,
+ -11.806391716003418,
+ -8.186312675476074,
+ 3.9721176624298096,
+ -17.595870971679688,
+ 1.4919754266738892,
+ -3.100093364715576,
+ 5.272348880767822,
+ -16.776914596557617,
+ -1.946463942527771,
+ -15.64223861694336,
+ 6.575308322906494,
+ 8.718049049377441,
+ 12.605233192443848,
+ 10.067322731018066,
+ 10.180529594421387,
+ 3.9796700477600098,
+ 16.515226364135742,
+ -0.07737243175506592,
+ 9.940204620361328,
+ 5.262869834899902,
+ 10.514044761657715,
+ 20.611766815185547,
+ -7.833527088165283,
+ -14.369020462036133,
+ -8.003010749816895,
+ 3.397315502166748,
+ 3.2996954917907715,
+ -0.2707187831401825,
+ 11.171045303344727,
+ 3.8681066036224365,
+ 0.3443535268306732,
+ 5.720674514770508,
+ 8.810348510742188,
+ 11.119576454162598,
+ 11.62710952758789,
+ -16.453290939331055,
+ -18.46916961669922,
+ -6.098053932189941,
+ 16.614368438720703,
+ -5.127732753753662,
+ -6.01711368560791,
+ -17.638729095458984,
+ 6.408618927001953,
+ -13.053668022155762,
+ 3.7387161254882812,
+ -9.063547134399414,
+ 9.743450164794922,
+ 10.470819473266602,
+ 15.633935928344727,
+ -5.380090236663818,
+ -12.269869804382324,
+ -16.331594467163086,
+ -11.64822769165039,
+ -1.1911014318466187,
+ -15.155141830444336,
+ 3.8268754482269287,
+ 1.9242630004882812,
+ -4.8353753089904785,
+ 4.160566329956055,
+ 13.40931224822998,
+ 10.891770362854004,
+ -6.686129570007324,
+ 3.2523763179779053,
+ -1.380960464477539,
+ -11.681862831115723,
+ 5.159302711486816,
+ 3.448711395263672,
+ -5.308143138885498,
+ 6.103696346282959,
+ -8.959071159362793,
+ -19.286556243896484,
+ -17.44119644165039,
+ -7.039168834686279,
+ 11.16126823425293,
+ -13.599698066711426,
+ 8.406033515930176,
+ -11.042558670043945,
+ 2.574570655822754,
+ 20.545583724975586,
+ 17.760595321655273,
+ 14.542805671691895,
+ -2.5235061645507812,
+ 18.044458389282227,
+ 15.95096492767334,
+ 13.492511749267578,
+ -7.761142730712891,
+ 4.685720443725586,
+ -8.910917282104492,
+ -16.462583541870117,
+ -1.4639941453933716,
+ -14.480145454406738,
+ -3.8049254417419434,
+ -9.079231262207031,
+ 18.130197525024414,
+ 11.033559799194336,
+ 10.601545333862305,
+ 8.364827156066895,
+ -21.39163589477539,
+ 6.442925453186035,
+ -8.175602912902832,
+ 7.129042148590088,
+ -19.900243759155273,
+ 20.197792053222656,
+ 10.836752891540527,
+ 13.258321762084961,
+ 13.042598724365234,
+ -5.915639877319336,
+ -16.0618896484375,
+ 8.731858253479004,
+ 14.518675804138184,
+ 3.8897178173065186,
+ 3.539551258087158,
+ 17.232664108276367,
+ -4.199706554412842,
+ 9.925524711608887,
+ 11.856765747070312,
+ 7.197934627532959,
+ 16.2929744720459,
+ 9.470414161682129,
+ 1.2146835327148438,
+ -8.205751419067383,
+ -11.264908790588379,
+ 7.066209316253662,
+ -17.409624099731445,
+ -12.36080551147461,
+ 12.264552116394043,
+ 3.41054105758667,
+ 10.463773727416992,
+ 10.771858215332031,
+ 13.32037353515625,
+ -18.32159996032715,
+ 0.20840123295783997,
+ 1.801086664199829,
+ 14.083120346069336,
+ -19.802473068237305,
+ 8.7512788772583,
+ 16.775680541992188,
+ 8.601776123046875,
+ 10.391071319580078,
+ -1.1433345079421997,
+ -19.06723976135254,
+ -2.457197666168213,
+ -2.070291042327881,
+ 13.266039848327637,
+ 7.397233963012695,
+ 0.8447467684745789,
+ 16.675878524780273,
+ 12.710786819458008,
+ 4.990574836730957,
+ -13.495691299438477,
+ -12.289680480957031,
+ 2.557108163833618,
+ -5.86449670791626,
+ -0.2574078142642975,
+ 2.862363338470459,
+ 4.321107864379883,
+ -2.5165462493896484,
+ 12.303610801696777,
+ 12.412126541137695,
+ -14.64163875579834,
+ 3.3421101570129395,
+ -0.9636116027832031,
+ 12.272122383117676,
+ -12.482803344726562,
+ -1.0822710990905762,
+ -9.025635719299316,
+ 3.5384912490844727,
+ 1.0342849493026733,
+ -17.73723793029785,
+ 13.130375862121582,
+ -16.6632022857666,
+ -14.745128631591797,
+ 6.319050312042236,
+ 2.960451126098633,
+ 16.077953338623047,
+ -4.3607330322265625,
+ -0.5156736969947815,
+ 3.2882800102233887,
+ 9.234986305236816,
+ -6.3730878829956055,
+ 13.450071334838867,
+ -4.375524520874023,
+ -5.255167484283447,
+ 10.553561210632324,
+ 8.842174530029297,
+ 13.339385986328125,
+ 5.517965316772461,
+ -2.681138277053833,
+ -7.518070697784424,
+ -8.214415550231934,
+ 13.31810188293457,
+ -19.099815368652344,
+ -5.173970699310303,
+ -9.202425003051758,
+ -19.208730697631836,
+ 6.287839412689209,
+ 3.5944595336914062,
+ -11.979490280151367,
+ 9.743460655212402,
+ 0.3418596684932709,
+ 9.387707710266113,
+ 9.290209770202637,
+ 2.996088981628418,
+ -3.1642754077911377,
+ -16.220922470092773,
+ -5.597156047821045,
+ 4.770402908325195,
+ -1.253091812133789,
+ 10.582869529724121,
+ 8.977770805358887,
+ 0.10490240156650543,
+ 6.553127765655518,
+ 12.447297096252441,
+ 10.558692932128906,
+ -0.8802518248558044,
+ -2.3467843532562256,
+ -1.1489847898483276,
+ -5.805781364440918,
+ 14.23745346069336,
+ 15.605151176452637,
+ -13.074179649353027,
+ -19.3012752532959,
+ -1.7246758937835693,
+ 10.534658432006836,
+ -14.061583518981934,
+ -16.532087326049805,
+ 1.5781601667404175,
+ -9.222753524780273,
+ -19.33907699584961,
+ 5.578176975250244,
+ 14.36826229095459,
+ -13.244769096374512,
+ 8.693452835083008,
+ 5.917384624481201,
+ -13.086847305297852,
+ 3.116511106491089,
+ -3.6916050910949707,
+ -16.582107543945312,
+ -13.049602508544922,
+ 11.992609977722168,
+ -12.978103637695312,
+ -3.950180768966675,
+ -18.406240463256836,
+ -3.3416357040405273,
+ 6.678307056427002,
+ -7.511791706085205,
+ -10.259272575378418,
+ 0.4396854043006897,
+ 9.32969856262207,
+ 7.0988311767578125,
+ 6.865601539611816,
+ 3.9536259174346924,
+ 11.060309410095215,
+ 5.806621074676514,
+ 15.555418014526367,
+ 4.839297771453857,
+ -16.821533203125,
+ 8.285877227783203,
+ -8.631836891174316,
+ 13.61180305480957,
+ -4.3115339279174805,
+ 13.164116859436035,
+ -10.528289794921875,
+ -1.2888315916061401,
+ 5.44423246383667,
+ -3.0439138412475586,
+ 4.245307922363281,
+ -11.673565864562988,
+ -8.711066246032715,
+ -14.73238468170166,
+ -11.872615814208984,
+ -16.521038055419922,
+ 1.1569712162017822,
+ -2.044494390487671,
+ 1.9141567945480347,
+ -5.19537878036499,
+ -5.0807294845581055,
+ 4.140481472015381,
+ -8.7759370803833,
+ 2.1670897006988525,
+ 3.444593667984009,
+ -19.239330291748047,
+ 9.040480613708496,
+ -1.1151232719421387,
+ -13.1768798828125,
+ -3.8941938877105713,
+ 15.858768463134766,
+ -10.436728477478027,
+ 2.5731234550476074,
+ 3.8854432106018066,
+ -13.307705879211426,
+ -0.15976670384407043,
+ -6.525129318237305,
+ 6.79360294342041,
+ 4.121786594390869,
+ -10.944324493408203,
+ 15.754416465759277,
+ 4.2979655265808105,
+ -11.073216438293457,
+ 1.508973479270935,
+ 9.84550666809082,
+ 3.1454968452453613,
+ -2.227398633956909,
+ 18.1925048828125,
+ 10.879864692687988,
+ 10.66573715209961,
+ -14.447513580322266,
+ 15.571961402893066,
+ 12.291953086853027,
+ -4.127551555633545,
+ 4.243659496307373,
+ 9.651443481445312,
+ 2.4333653450012207,
+ -16.563915252685547,
+ -14.415873527526855,
+ -19.108156204223633,
+ -13.899103164672852,
+ 3.5488665103912354,
+ 6.408247470855713,
+ 6.647625923156738,
+ 2.785421133041382,
+ -12.952993392944336,
+ 8.004216194152832,
+ -3.0664379596710205,
+ 5.788227081298828,
+ -14.392114639282227,
+ -8.24394416809082,
+ -17.68267250061035,
+ 10.534953117370605,
+ -11.461835861206055,
+ -14.831202507019043,
+ 3.9984118938446045,
+ -3.8025062084198,
+ -7.55528450012207,
+ -16.50787353515625,
+ 10.0862455368042,
+ 10.856612205505371,
+ 9.58515453338623,
+ 8.22018051147461,
+ 5.57016658782959,
+ 12.229020118713379,
+ 13.439990997314453,
+ -0.5617298483848572,
+ 5.623558521270752,
+ -15.554764747619629,
+ 1.3826839923858643,
+ -18.236709594726562,
+ -16.906932830810547,
+ 7.221630096435547,
+ 16.510547637939453,
+ -12.814227104187012,
+ -19.70467185974121,
+ 7.947522163391113,
+ -0.4114101529121399,
+ 7.903906345367432,
+ 12.717477798461914,
+ -21.485994338989258,
+ 6.711106300354004,
+ -2.5516443252563477,
+ -13.287321090698242,
+ 12.596854209899902,
+ 9.800304412841797,
+ 20.901832580566406,
+ 5.722248554229736,
+ -9.839118957519531,
+ 9.390597343444824,
+ -15.63733959197998,
+ 16.52671241760254,
+ -3.1524548530578613,
+ 5.489377975463867,
+ 9.526593208312988,
+ -21.01198959350586,
+ -3.308483600616455,
+ -17.61641502380371,
+ -21.473121643066406,
+ 4.037847518920898,
+ -2.8682665824890137,
+ -20.287616729736328,
+ -7.180209159851074,
+ -12.603373527526855,
+ -4.48895263671875,
+ -2.778707265853882,
+ 5.815891265869141,
+ 4.8624138832092285,
+ 4.440423488616943,
+ 4.1311211585998535,
+ -12.24828815460205,
+ 16.332569122314453,
+ -0.6100124716758728,
+ -1.1637420654296875,
+ 11.61839771270752,
+ -19.809669494628906,
+ -3.213252544403076,
+ -18.104820251464844,
+ -5.932378768920898,
+ -9.178577423095703,
+ 13.455900192260742,
+ -10.702199935913086,
+ 3.254427671432495,
+ 12.983183860778809,
+ 14.892698287963867,
+ 15.685480117797852,
+ 10.769805908203125,
+ -17.314937591552734,
+ -12.39690113067627,
+ 5.967223167419434,
+ -0.5335237979888916,
+ 14.912933349609375,
+ -1.1493005752563477,
+ -16.797399520874023,
+ -6.907817363739014,
+ 4.636221408843994,
+ -10.509193420410156,
+ 3.2601118087768555,
+ 8.785582542419434,
+ 5.801342010498047,
+ 4.191317558288574,
+ 9.222796440124512,
+ -12.94357967376709,
+ -17.140165328979492,
+ -17.249923706054688,
+ 5.6553521156311035,
+ -18.090007781982422,
+ -15.995199203491211,
+ -17.879331588745117,
+ -9.37191390991211,
+ 0.6298763155937195,
+ -5.058485984802246,
+ -8.29848861694336,
+ 13.235910415649414,
+ -2.5254428386688232,
+ -1.9780592918395996,
+ 8.27810001373291,
+ -14.278132438659668,
+ -13.950887680053711,
+ -8.884200096130371,
+ -10.287660598754883,
+ 2.2068252563476562,
+ 15.999848365783691,
+ 1.9480880498886108,
+ -9.535701751708984,
+ 9.83445930480957,
+ -6.552858829498291,
+ 10.318000793457031,
+ 2.8216311931610107,
+ 18.117279052734375,
+ -6.630924224853516,
+ 6.368356704711914,
+ 0.3345966339111328,
+ 9.41439437866211,
+ -8.35017204284668,
+ -1.6887112855911255,
+ -10.507527351379395,
+ -2.704056739807129,
+ 13.937743186950684,
+ 4.348819255828857,
+ 13.192194938659668,
+ 13.163493156433105,
+ 0.9607603549957275,
+ -14.772090911865234,
+ -20.46661949157715,
+ 17.218759536743164,
+ 14.045741081237793,
+ 20.830612182617188,
+ 10.151823997497559,
+ -2.1115448474884033,
+ -15.211071014404297,
+ 9.451720237731934,
+ 6.858266353607178,
+ 2.822726249694824,
+ 3.0309054851531982,
+ -19.93490219116211,
+ -9.44572925567627,
+ -6.1935133934021,
+ -8.915397644042969,
+ -12.799278259277344,
+ 4.069213390350342,
+ 15.337190628051758,
+ 3.7844185829162598,
+ 13.940424919128418,
+ -4.456202983856201,
+ -21.5739803314209,
+ 4.5868024826049805,
+ 5.103300094604492,
+ 8.099601745605469,
+ -0.3358713686466217,
+ 16.746437072753906,
+ 10.702230453491211,
+ 20.61688232421875,
+ -14.80087661743164,
+ 8.148065567016602,
+ -4.077216625213623,
+ 16.674951553344727,
+ -15.546992301940918,
+ -2.78428316116333,
+ 1.1586215496063232,
+ -3.9868247509002686,
+ 3.697220802307129,
+ -5.623044013977051,
+ 2.078278064727783,
+ 7.420047760009766,
+ 6.187235355377197,
+ 10.837872505187988,
+ -20.12528419494629,
+ 14.696733474731445,
+ -16.41648292541504,
+ -16.559484481811523,
+ -5.6099653244018555,
+ 13.524663925170898,
+ 2.3759679794311523,
+ 0.5423886179924011,
+ -8.167731285095215,
+ 12.15540885925293,
+ 2.096458673477173,
+ 15.349677085876465,
+ 0.2041846513748169,
+ 13.158808708190918,
+ 4.754914283752441,
+ 3.668124198913574,
+ 1.6712929010391235,
+ -2.153661012649536,
+ 12.77980899810791,
+ -13.176592826843262,
+ -14.85611629486084,
+ -19.91634178161621,
+ 13.441646575927734,
+ -7.6013898849487305,
+ 3.1078221797943115,
+ -0.4446381628513336,
+ 5.324970245361328,
+ -15.61435317993164,
+ 17.399337768554688,
+ 2.981699228286743,
+ -16.776426315307617,
+ -21.567880630493164,
+ -2.076319694519043,
+ 6.761049270629883,
+ -14.0887451171875,
+ 1.3449782133102417,
+ 3.8926970958709717,
+ -19.623489379882812,
+ 3.736952781677246,
+ 2.3771255016326904,
+ 1.1544530391693115,
+ 3.2663168907165527,
+ 2.4389617443084717,
+ 5.8770527839660645,
+ -4.3951311111450195,
+ -3.362807273864746,
+ -16.076488494873047,
+ 1.9611268043518066,
+ 0.4827132821083069,
+ 18.473129272460938,
+ 2.848156690597534,
+ 13.32272720336914,
+ -13.508743286132812,
+ 2.006544351577759,
+ 9.985811233520508,
+ 4.157233238220215,
+ 6.1248579025268555,
+ 3.5522191524505615,
+ -16.94780731201172,
+ -19.77225112915039,
+ -5.675915718078613,
+ 3.3846819400787354,
+ -16.39891242980957,
+ -10.068565368652344,
+ 8.738157272338867,
+ 1.2190972566604614,
+ 8.449411392211914,
+ 5.53641414642334,
+ -10.217714309692383,
+ -5.067447185516357,
+ 12.059480667114258,
+ 6.278286933898926,
+ -1.2395319938659668,
+ 2.3963446617126465,
+ 6.570529937744141,
+ 13.677043914794922,
+ 5.019447326660156,
+ -4.866288661956787,
+ 15.22504997253418,
+ -10.989507675170898,
+ -3.901533603668213,
+ -6.14605712890625,
+ 9.632503509521484,
+ -2.0403432846069336,
+ -7.074858665466309,
+ 20.568906784057617,
+ 1.3699649572372437,
+ -4.572597503662109,
+ -8.217401504516602,
+ 4.075219631195068,
+ 10.508576393127441,
+ 11.797229766845703,
+ 1.7816392183303833,
+ 2.2989110946655273,
+ -4.0345611572265625,
+ 9.507464408874512,
+ -0.20555584132671356,
+ 4.305681228637695,
+ -14.483624458312988,
+ 1.642743468284607,
+ 13.707463264465332,
+ 16.344175338745117,
+ 0.8387614488601685,
+ 9.409631729125977,
+ 16.931852340698242,
+ 10.153343200683594,
+ 2.3903753757476807,
+ -1.972862958908081,
+ -6.14071798324585,
+ 11.323380470275879,
+ 3.085132122039795,
+ 0.8081384897232056,
+ 10.814630508422852,
+ 3.310802698135376,
+ -18.486696243286133,
+ -17.85629653930664,
+ 5.520884990692139,
+ 2.3756344318389893,
+ 8.002243995666504,
+ 2.5531609058380127,
+ -18.13564109802246,
+ -5.393198490142822,
+ -9.573362350463867,
+ -10.914420127868652,
+ 14.597441673278809,
+ 9.922398567199707,
+ -19.97525405883789,
+ 20.90380859375,
+ 6.031878471374512,
+ -8.001233100891113,
+ 5.862803936004639,
+ -8.932863235473633,
+ -6.716571807861328,
+ -18.917457580566406,
+ -2.2271690368652344,
+ -18.2086124420166,
+ -19.944501876831055,
+ 10.533220291137695,
+ 16.122920989990234,
+ -7.066317081451416,
+ -18.97515296936035,
+ -4.213271141052246,
+ -1.5300123691558838,
+ 10.308026313781738,
+ -17.567747116088867,
+ -18.3757381439209,
+ 1.909894347190857,
+ -9.20630931854248,
+ 2.7681844234466553,
+ 10.252432823181152,
+ -7.633566379547119,
+ -6.896080493927002,
+ 5.754039287567139,
+ -13.595370292663574,
+ -5.493327617645264,
+ -9.372390747070312,
+ -17.804052352905273,
+ 1.7612823247909546,
+ -10.037672996520996,
+ -9.381495475769043,
+ 6.29359769821167,
+ 10.214529991149902,
+ -8.581869125366211,
+ -10.070977210998535,
+ -15.269267082214355,
+ -3.272861957550049,
+ 17.449787139892578,
+ 10.562288284301758,
+ -16.511627197265625,
+ -15.508224487304688,
+ 2.451986312866211,
+ -2.4983065128326416,
+ 12.932414054870605,
+ 3.769331216812134,
+ -15.201472282409668,
+ 7.059195041656494,
+ 2.3926842212677,
+ 13.168288230895996,
+ 16.473180770874023,
+ 13.173673629760742,
+ -10.831684112548828,
+ 8.460803031921387,
+ -16.74527931213379,
+ -4.137290000915527,
+ -3.719599723815918,
+ 9.391189575195312,
+ 9.003228187561035,
+ 18.659143447875977,
+ 10.571130752563477,
+ -5.418326377868652,
+ -0.25093206763267517,
+ 11.057897567749023,
+ -8.351360321044922,
+ 13.10763931274414,
+ -14.304520606994629,
+ -4.1218342781066895,
+ -1.29424250125885,
+ -3.0079307556152344,
+ -8.0067138671875,
+ 9.611488342285156,
+ 5.381784915924072,
+ 6.716403484344482,
+ -19.64610481262207,
+ 9.38584041595459,
+ -17.499963760375977,
+ 12.739333152770996,
+ -10.426730155944824,
+ 13.9796724319458,
+ 5.662713527679443,
+ -3.7962539196014404,
+ -4.744279861450195,
+ 8.441851615905762,
+ 17.173404693603516,
+ 0.28036364912986755,
+ -11.281037330627441,
+ 12.950650215148926,
+ -5.137316703796387,
+ 6.407652854919434,
+ 12.626729011535645,
+ -19.60874366760254,
+ -15.401012420654297,
+ 6.567625522613525,
+ 17.590347290039062,
+ 17.084667205810547,
+ -5.0513434410095215,
+ 3.4558091163635254,
+ -6.182021141052246,
+ -14.164067268371582,
+ -3.5210649967193604,
+ 4.0870680809021,
+ 12.755824089050293,
+ 0.060761768370866776,
+ -15.479596138000488,
+ 6.697552680969238,
+ 0.9313181042671204,
+ 17.370695114135742,
+ 14.412943840026855,
+ 3.448791265487671,
+ 10.173604011535645,
+ 6.398893356323242,
+ 10.552443504333496,
+ -14.709813117980957,
+ 4.873231410980225,
+ 7.918527126312256,
+ -15.254810333251953,
+ -11.896581649780273,
+ 0.768409788608551,
+ -21.264612197875977,
+ -10.645973205566406,
+ -5.164469242095947,
+ 6.5876312255859375,
+ 8.015682220458984,
+ 6.715526103973389,
+ 2.044088125228882,
+ -16.683032989501953,
+ -5.842380046844482,
+ -3.3752999305725098,
+ -5.357243537902832,
+ -6.041015625,
+ -6.6643171310424805,
+ -13.390348434448242,
+ -8.063699722290039,
+ 6.694155216217041,
+ -7.995769023895264,
+ 3.926025152206421,
+ 6.018283843994141,
+ -6.585669040679932,
+ 11.584355354309082,
+ -5.450174331665039,
+ 7.08854866027832,
+ 9.196818351745605,
+ 20.077119827270508,
+ -9.950234413146973,
+ 3.1831960678100586,
+ -17.59054946899414,
+ -14.189273834228516,
+ -6.748598098754883,
+ 0.8632515668869019,
+ 11.177401542663574,
+ 12.166007041931152,
+ -17.454381942749023,
+ 11.348869323730469,
+ 11.489930152893066,
+ -16.353538513183594,
+ 2.2900772094726562,
+ -12.353011131286621,
+ 2.9145395755767822,
+ -4.0812859535217285,
+ 3.518932580947876,
+ -5.835909366607666,
+ 4.828634738922119,
+ -8.97236442565918,
+ -18.376333236694336,
+ -1.030126929283142,
+ -16.756607055664062,
+ 9.658201217651367,
+ 2.7102296352386475,
+ 3.260976552963257,
+ 9.721635818481445,
+ -14.071975708007812,
+ -16.022043228149414,
+ -6.047301769256592,
+ 4.334444522857666,
+ 9.178391456604004,
+ -10.280121803283691,
+ -2.7716381549835205,
+ -6.4329047203063965,
+ 1.8500834703445435,
+ 4.441844940185547,
+ 2.055314064025879,
+ -2.543508291244507,
+ -16.60629653930664,
+ 6.818202972412109,
+ 6.078160285949707,
+ -17.579641342163086,
+ -2.6760854721069336,
+ 8.0656156539917,
+ 4.186595916748047,
+ -8.022662162780762,
+ 10.002680778503418,
+ -16.952178955078125,
+ -7.525741100311279,
+ 21.652517318725586,
+ -7.623705863952637,
+ -7.048215389251709,
+ 3.796860694885254,
+ 6.552831649780273,
+ -12.52308464050293,
+ 14.579554557800293,
+ 9.897181510925293,
+ 9.959156036376953,
+ -10.219324111938477,
+ 10.060888290405273,
+ 5.2945709228515625,
+ 10.106036186218262,
+ -3.004384756088257,
+ 4.00444221496582,
+ -1.571764588356018,
+ 11.791438102722168,
+ 15.81339168548584,
+ 5.733539581298828,
+ -0.9161838293075562,
+ 15.82609748840332,
+ -6.012855052947998,
+ 1.9405708312988281,
+ -11.12190055847168,
+ 4.920954704284668,
+ 9.013506889343262,
+ -17.902679443359375,
+ -14.317405700683594,
+ 4.190269947052002,
+ 13.024163246154785,
+ 9.740399360656738,
+ 10.397906303405762,
+ -4.130914688110352,
+ 3.6832501888275146,
+ -18.399141311645508,
+ 2.4677326679229736,
+ -6.757547378540039,
+ 9.36326789855957,
+ -4.656616687774658,
+ 3.985241174697876,
+ 3.7205326557159424,
+ -12.266007423400879,
+ 11.201593399047852,
+ 9.137594223022461,
+ 8.904011726379395,
+ 6.130589485168457,
+ 3.4963786602020264,
+ 1.6006513833999634,
+ -11.607805252075195,
+ 20.23955535888672,
+ 12.639057159423828,
+ 7.661219120025635,
+ 14.476808547973633,
+ 20.567903518676758,
+ 5.449215412139893,
+ 3.67773699760437,
+ 16.06620979309082,
+ 11.797802925109863,
+ 12.797080993652344,
+ 14.725197792053223,
+ 2.843785047531128,
+ -12.729281425476074,
+ 9.75888442993164,
+ 12.342671394348145,
+ -12.966991424560547,
+ 3.654486894607544,
+ 14.847493171691895,
+ 5.3643364906311035,
+ 1.695570468902588,
+ -10.49306583404541,
+ 10.446699142456055,
+ 4.583827972412109,
+ 11.138484954833984,
+ -2.824793577194214,
+ -7.802557945251465,
+ -16.607816696166992,
+ 7.257195949554443,
+ -9.264808654785156,
+ -11.08443832397461,
+ -2.239671468734741,
+ 15.798188209533691,
+ -6.2344794273376465,
+ 0.7073460221290588,
+ 1.9572118520736694,
+ -7.1656880378723145,
+ 14.080018043518066,
+ -14.136412620544434,
+ -18.32225799560547,
+ -18.197980880737305,
+ -8.222253799438477,
+ 11.067684173583984,
+ -14.546865463256836,
+ -0.7659837603569031,
+ -19.657684326171875,
+ 1.1874772310256958,
+ 3.642773151397705,
+ -8.990560531616211,
+ -9.9285249710083,
+ -4.878663539886475,
+ 10.428163528442383,
+ 3.5634524822235107,
+ -4.9084858894348145,
+ -1.333074927330017,
+ -12.694806098937988,
+ 1.5359078645706177,
+ 5.8826518058776855,
+ -18.734516143798828,
+ -7.789358139038086,
+ 14.994486808776855,
+ 5.668115615844727,
+ -9.892036437988281,
+ 15.554564476013184,
+ 6.55704927444458
+ ]
+ }
+ ],
+ "layout": {
+ "coloraxis": {
+ "colorbar": {
+ "title": {
+ "text": "Label"
+ }
+ },
+ "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"
+ ]
+ ]
+ },
+ "height": 800,
+ "legend": {
+ "tracegroupgap": 0
+ },
+ "scene": {
+ "domain": {
+ "x": [
+ 0,
+ 1
+ ],
+ "y": [
+ 0,
+ 1
+ ]
+ },
+ "xaxis": {
+ "title": {
+ "text": "0"
+ }
+ },
+ "yaxis": {
+ "title": {
+ "text": "1"
+ }
+ },
+ "zaxis": {
+ "title": {
+ "text": "2"
+ }
+ }
+ },
+ "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
+ }
+ }
+ },
+ "title": {
+ "text": "3d TSNE Plot for Outliers"
+ },
+ "width": 900
+ }
+ },
+ "text/html": [
+ "\n",
+ " \n",
+ " \n",
+ "
\n",
+ " \n",
+ "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plot_model(iforest)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 9.2 Uniform Manifold Approximation and Projection"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ " \n",
+ " "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
+ {
+ "customdata": [
+ [
+ "3501_12"
+ ],
+ [
+ "3520_5"
+ ],
+ [
+ "3414_13"
+ ],
+ [
+ "3488_8"
+ ],
+ [
+ "3501_7"
+ ],
+ [
+ "3419_14"
+ ],
+ [
+ "3522_14"
+ ],
+ [
+ "3499_11"
+ ],
+ [
+ "361_7"
+ ],
+ [
+ "365_8"
+ ],
+ [
+ "3491_11"
+ ],
+ [
+ "3429_12"
+ ],
+ [
+ "3421_5"
+ ],
+ [
+ "3490_14"
+ ],
+ [
+ "3484_11"
+ ],
+ [
+ "3522_4"
+ ],
+ [
+ "3503_3"
+ ],
+ [
+ "3415_6"
+ ],
+ [
+ "3503_10"
+ ],
+ [
+ "3522_12"
+ ],
+ [
+ "3477_15"
+ ],
+ [
+ "311_11"
+ ],
+ [
+ "293_10"
+ ],
+ [
+ "3423_3"
+ ],
+ [
+ "365_13"
+ ],
+ [
+ "50810B_9"
+ ],
+ [
+ "3507_8"
+ ],
+ [
+ "3426_15"
+ ],
+ [
+ "18899_9"
+ ],
+ [
+ "3418_12"
+ ],
+ [
+ "3417_10"
+ ],
+ [
+ "3480_10"
+ ],
+ [
+ "3505_7"
+ ],
+ [
+ "3417_5"
+ ],
+ [
+ "3478_14"
+ ],
+ [
+ "3501_14"
+ ],
+ [
+ "3479_5"
+ ],
+ [
+ "3425_11"
+ ],
+ [
+ "3423_4"
+ ],
+ [
+ "J1291_8"
+ ],
+ [
+ "50810F_4"
+ ],
+ [
+ "3490_12"
+ ],
+ [
+ "3414_3"
+ ],
+ [
+ "3522_7"
+ ],
+ [
+ "50810F_1"
+ ],
+ [
+ "3425_15"
+ ],
+ [
+ "364_11"
+ ],
+ [
+ "364_5"
+ ],
+ [
+ "50810A_2"
+ ],
+ [
+ "3505_14"
+ ],
+ [
+ "311_10"
+ ],
+ [
+ "50810A_11"
+ ],
+ [
+ "321_10"
+ ],
+ [
+ "3517_1"
+ ],
+ [
+ "3490_3"
+ ],
+ [
+ "3422_4"
+ ],
+ [
+ "3502_12"
+ ],
+ [
+ "3606_7"
+ ],
+ [
+ "362_4"
+ ],
+ [
+ "3483_13"
+ ],
+ [
+ "3498_4"
+ ],
+ [
+ "361_5"
+ ],
+ [
+ "3477_13"
+ ],
+ [
+ "3420_1"
+ ],
+ [
+ "3530_2"
+ ],
+ [
+ "3425_1"
+ ],
+ [
+ "3499_15"
+ ],
+ [
+ "3418_2"
+ ],
+ [
+ "3479_9"
+ ],
+ [
+ "3476_8"
+ ],
+ [
+ "3426_14"
+ ],
+ [
+ "3488_4"
+ ],
+ [
+ "3516_8"
+ ],
+ [
+ "3424_6"
+ ],
+ [
+ "3521_2"
+ ],
+ [
+ "3498_3"
+ ],
+ [
+ "3503_4"
+ ],
+ [
+ "3488_6"
+ ],
+ [
+ "3422_14"
+ ],
+ [
+ "3502_1"
+ ],
+ [
+ "3417_4"
+ ],
+ [
+ "3606_10"
+ ],
+ [
+ "3425_3"
+ ],
+ [
+ "3516_7"
+ ],
+ [
+ "3417_13"
+ ],
+ [
+ "3420_10"
+ ],
+ [
+ "3498_7"
+ ],
+ [
+ "J3295_5"
+ ],
+ [
+ "3481_5"
+ ],
+ [
+ "3525_5"
+ ],
+ [
+ "321_3"
+ ],
+ [
+ "3530_14"
+ ],
+ [
+ "3491_7"
+ ],
+ [
+ "3503_15"
+ ],
+ [
+ "50810F_11"
+ ],
+ [
+ "365_9"
+ ],
+ [
+ "3516_2"
+ ],
+ [
+ "3423_5"
+ ],
+ [
+ "50810E_8"
+ ],
+ [
+ "361_14"
+ ],
+ [
+ "3504_5"
+ ],
+ [
+ "3415_3"
+ ],
+ [
+ "50810C_1"
+ ],
+ [
+ "3421_10"
+ ],
+ [
+ "3414_15"
+ ],
+ [
+ "3491_3"
+ ],
+ [
+ "3480_6"
+ ],
+ [
+ "3425_14"
+ ],
+ [
+ "3479_7"
+ ],
+ [
+ "3484_6"
+ ],
+ [
+ "3488_11"
+ ],
+ [
+ "3424_1"
+ ],
+ [
+ "3422_9"
+ ],
+ [
+ "50810F_13"
+ ],
+ [
+ "50810A_5"
+ ],
+ [
+ "3513_2"
+ ],
+ [
+ "50810D_3"
+ ],
+ [
+ "3477_8"
+ ],
+ [
+ "J2292_1"
+ ],
+ [
+ "311_5"
+ ],
+ [
+ "50810C_7"
+ ],
+ [
+ "363_8"
+ ],
+ [
+ "363_6"
+ ],
+ [
+ "3530_8"
+ ],
+ [
+ "3534_9"
+ ],
+ [
+ "3503_6"
+ ],
+ [
+ "3498_11"
+ ],
+ [
+ "3503_9"
+ ],
+ [
+ "3503_2"
+ ],
+ [
+ "3534_3"
+ ],
+ [
+ "3478_5"
+ ],
+ [
+ "294_9"
+ ],
+ [
+ "50810A_8"
+ ],
+ [
+ "3525_15"
+ ],
+ [
+ "50810C_5"
+ ],
+ [
+ "361_6"
+ ],
+ [
+ "3429_2"
+ ],
+ [
+ "3418_8"
+ ],
+ [
+ "3481_1"
+ ],
+ [
+ "3419_6"
+ ],
+ [
+ "3488_1"
+ ],
+ [
+ "J2292_8"
+ ],
+ [
+ "3424_5"
+ ],
+ [
+ "3491_15"
+ ],
+ [
+ "3516_15"
+ ],
+ [
+ "3503_8"
+ ],
+ [
+ "J3295_14"
+ ],
+ [
+ "309_2"
+ ],
+ [
+ "3429_13"
+ ],
+ [
+ "3413_1"
+ ],
+ [
+ "320_5"
+ ],
+ [
+ "3517_2"
+ ],
+ [
+ "3488_2"
+ ],
+ [
+ "50810D_8"
+ ],
+ [
+ "3417_9"
+ ],
+ [
+ "3606_15"
+ ],
+ [
+ "50810D_11"
+ ],
+ [
+ "3525_14"
+ ],
+ [
+ "3424_11"
+ ],
+ [
+ "3530_10"
+ ],
+ [
+ "3418_14"
+ ],
+ [
+ "50810D_2"
+ ],
+ [
+ "3501_9"
+ ],
+ [
+ "50810E_2"
+ ],
+ [
+ "3412_3"
+ ],
+ [
+ "3426_4"
+ ],
+ [
+ "3484_3"
+ ],
+ [
+ "3498_6"
+ ],
+ [
+ "3416_9"
+ ],
+ [
+ "3413_13"
+ ],
+ [
+ "50810B_1"
+ ],
+ [
+ "3505_10"
+ ],
+ [
+ "309_1"
+ ],
+ [
+ "3525_1"
+ ],
+ [
+ "311_1"
+ ],
+ [
+ "3488_9"
+ ],
+ [
+ "3501_11"
+ ],
+ [
+ "3517_3"
+ ],
+ [
+ "3424_3"
+ ],
+ [
+ "3517_11"
+ ],
+ [
+ "362_1"
+ ],
+ [
+ "50810B_2"
+ ],
+ [
+ "309_10"
+ ],
+ [
+ "3483_1"
+ ],
+ [
+ "3479_11"
+ ],
+ [
+ "3420_11"
+ ],
+ [
+ "3499_9"
+ ],
+ [
+ "3525_11"
+ ],
+ [
+ "3499_10"
+ ],
+ [
+ "364_12"
+ ],
+ [
+ "3484_1"
+ ],
+ [
+ "3504_9"
+ ],
+ [
+ "3521_11"
+ ],
+ [
+ "50810B_10"
+ ],
+ [
+ "3606_14"
+ ],
+ [
+ "3419_2"
+ ],
+ [
+ "3476_5"
+ ],
+ [
+ "3429_5"
+ ],
+ [
+ "3417_15"
+ ],
+ [
+ "311_7"
+ ],
+ [
+ "3414_4"
+ ],
+ [
+ "3413_12"
+ ],
+ [
+ "361_9"
+ ],
+ [
+ "3520_7"
+ ],
+ [
+ "3476_11"
+ ],
+ [
+ "3505_6"
+ ],
+ [
+ "50810C_9"
+ ],
+ [
+ "J1291_5"
+ ],
+ [
+ "3422_8"
+ ],
+ [
+ "3481_7"
+ ],
+ [
+ "3522_11"
+ ],
+ [
+ "3530_11"
+ ],
+ [
+ "294_6"
+ ],
+ [
+ "3522_8"
+ ],
+ [
+ "50810F_14"
+ ],
+ [
+ "3504_11"
+ ],
+ [
+ "3520_12"
+ ],
+ [
+ "3521_13"
+ ],
+ [
+ "3423_13"
+ ],
+ [
+ "3516_9"
+ ],
+ [
+ "18899_7"
+ ],
+ [
+ "3522_1"
+ ],
+ [
+ "3489_6"
+ ],
+ [
+ "3476_7"
+ ],
+ [
+ "3414_12"
+ ],
+ [
+ "3476_6"
+ ],
+ [
+ "50810A_3"
+ ],
+ [
+ "321_12"
+ ],
+ [
+ "3419_11"
+ ],
+ [
+ "3507_5"
+ ],
+ [
+ "3516_1"
+ ],
+ [
+ "3521_9"
+ ],
+ [
+ "3499_13"
+ ],
+ [
+ "3516_11"
+ ],
+ [
+ "50810B_5"
+ ],
+ [
+ "50810B_15"
+ ],
+ [
+ "50810F_8"
+ ],
+ [
+ "294_10"
+ ],
+ [
+ "294_2"
+ ],
+ [
+ "18899_2"
+ ],
+ [
+ "3418_10"
+ ],
+ [
+ "18899_14"
+ ],
+ [
+ "18899_1"
+ ],
+ [
+ "3477_4"
+ ],
+ [
+ "3517_6"
+ ],
+ [
+ "309_7"
+ ],
+ [
+ "3520_4"
+ ],
+ [
+ "3605_5"
+ ],
+ [
+ "50810F_15"
+ ],
+ [
+ "3507_3"
+ ],
+ [
+ "3520_6"
+ ],
+ [
+ "3502_11"
+ ],
+ [
+ "3516_4"
+ ],
+ [
+ "362_2"
+ ],
+ [
+ "3426_8"
+ ],
+ [
+ "320_11"
+ ],
+ [
+ "3534_5"
+ ],
+ [
+ "3504_4"
+ ],
+ [
+ "3530_7"
+ ],
+ [
+ "365_4"
+ ],
+ [
+ "3497_9"
+ ],
+ [
+ "3477_11"
+ ],
+ [
+ "3505_5"
+ ],
+ [
+ "3517_12"
+ ],
+ [
+ "18899_13"
+ ],
+ [
+ "3426_9"
+ ],
+ [
+ "3480_11"
+ ],
+ [
+ "3500_15"
+ ],
+ [
+ "3521_10"
+ ],
+ [
+ "3503_12"
+ ],
+ [
+ "3413_6"
+ ],
+ [
+ "50810C_3"
+ ],
+ [
+ "50810C_12"
+ ],
+ [
+ "3476_3"
+ ],
+ [
+ "3497_7"
+ ],
+ [
+ "3507_4"
+ ],
+ [
+ "3606_9"
+ ],
+ [
+ "3500_6"
+ ],
+ [
+ "3521_5"
+ ],
+ [
+ "3489_10"
+ ],
+ [
+ "3418_6"
+ ],
+ [
+ "3422_5"
+ ],
+ [
+ "3419_10"
+ ],
+ [
+ "3522_13"
+ ],
+ [
+ "320_6"
+ ],
+ [
+ "365_5"
+ ],
+ [
+ "3479_14"
+ ],
+ [
+ "J2292_3"
+ ],
+ [
+ "3480_15"
+ ],
+ [
+ "3479_3"
+ ],
+ [
+ "3477_9"
+ ],
+ [
+ "293_8"
+ ],
+ [
+ "3419_4"
+ ],
+ [
+ "3503_5"
+ ],
+ [
+ "50810D_6"
+ ],
+ [
+ "3513_8"
+ ],
+ [
+ "3483_3"
+ ],
+ [
+ "361_13"
+ ],
+ [
+ "320_13"
+ ],
+ [
+ "3522_15"
+ ],
+ [
+ "3522_6"
+ ],
+ [
+ "3483_11"
+ ],
+ [
+ "J2292_5"
+ ],
+ [
+ "322_4"
+ ],
+ [
+ "3513_7"
+ ],
+ [
+ "3507_14"
+ ],
+ [
+ "3521_7"
+ ],
+ [
+ "3505_3"
+ ],
+ [
+ "294_11"
+ ],
+ [
+ "3424_12"
+ ],
+ [
+ "322_6"
+ ],
+ [
+ "3483_6"
+ ],
+ [
+ "3490_1"
+ ],
+ [
+ "3420_7"
+ ],
+ [
+ "320_7"
+ ],
+ [
+ "3412_11"
+ ],
+ [
+ "3534_14"
+ ],
+ [
+ "50810E_14"
+ ],
+ [
+ "3416_7"
+ ],
+ [
+ "294_7"
+ ],
+ [
+ "3476_9"
+ ],
+ [
+ "3478_9"
+ ],
+ [
+ "294_14"
+ ],
+ [
+ "J1291_10"
+ ],
+ [
+ "293_3"
+ ],
+ [
+ "3423_8"
+ ],
+ [
+ "3501_2"
+ ],
+ [
+ "363_5"
+ ],
+ [
+ "3502_15"
+ ],
+ [
+ "3507_7"
+ ],
+ [
+ "3489_7"
+ ],
+ [
+ "3517_9"
+ ],
+ [
+ "3522_10"
+ ],
+ [
+ "3500_9"
+ ],
+ [
+ "3411_5"
+ ],
+ [
+ "3490_10"
+ ],
+ [
+ "3520_14"
+ ],
+ [
+ "3478_10"
+ ],
+ [
+ "3499_12"
+ ],
+ [
+ "J3295_11"
+ ],
+ [
+ "3520_11"
+ ],
+ [
+ "3499_4"
+ ],
+ [
+ "3505_11"
+ ],
+ [
+ "50810F_9"
+ ],
+ [
+ "3501_13"
+ ],
+ [
+ "50810C_11"
+ ],
+ [
+ "362_3"
+ ],
+ [
+ "3521_4"
+ ],
+ [
+ "3413_8"
+ ],
+ [
+ "3415_13"
+ ],
+ [
+ "3481_11"
+ ],
+ [
+ "3507_2"
+ ],
+ [
+ "50810F_7"
+ ],
+ [
+ "322_8"
+ ],
+ [
+ "3426_12"
+ ],
+ [
+ "3488_3"
+ ],
+ [
+ "3606_6"
+ ],
+ [
+ "3490_5"
+ ],
+ [
+ "3502_6"
+ ],
+ [
+ "3423_7"
+ ],
+ [
+ "3516_13"
+ ],
+ [
+ "3507_6"
+ ],
+ [
+ "18899_5"
+ ],
+ [
+ "3413_4"
+ ],
+ [
+ "3507_10"
+ ],
+ [
+ "3425_7"
+ ],
+ [
+ "3525_12"
+ ],
+ [
+ "J1291_7"
+ ],
+ [
+ "3421_11"
+ ],
+ [
+ "3419_15"
+ ],
+ [
+ "50810C_8"
+ ],
+ [
+ "321_11"
+ ],
+ [
+ "294_8"
+ ],
+ [
+ "293_5"
+ ],
+ [
+ "3505_8"
+ ],
+ [
+ "3411_3"
+ ],
+ [
+ "3477_12"
+ ],
+ [
+ "3426_10"
+ ],
+ [
+ "3502_14"
+ ],
+ [
+ "3424_4"
+ ],
+ [
+ "3413_3"
+ ],
+ [
+ "3478_13"
+ ],
+ [
+ "311_8"
+ ],
+ [
+ "3411_2"
+ ],
+ [
+ "3505_13"
+ ],
+ [
+ "J3295_13"
+ ],
+ [
+ "3481_8"
+ ],
+ [
+ "3516_12"
+ ],
+ [
+ "3483_15"
+ ],
+ [
+ "3421_4"
+ ],
+ [
+ "J2292_11"
+ ],
+ [
+ "50810B_3"
+ ],
+ [
+ "3504_10"
+ ],
+ [
+ "363_12"
+ ],
+ [
+ "365_1"
+ ],
+ [
+ "3498_15"
+ ],
+ [
+ "309_9"
+ ],
+ [
+ "3503_7"
+ ],
+ [
+ "50810A_10"
+ ],
+ [
+ "3499_3"
+ ],
+ [
+ "3491_10"
+ ],
+ [
+ "364_1"
+ ],
+ [
+ "3605_9"
+ ],
+ [
+ "365_11"
+ ],
+ [
+ "3605_15"
+ ],
+ [
+ "50810A_7"
+ ],
+ [
+ "3478_3"
+ ],
+ [
+ "3499_7"
+ ],
+ [
+ "321_6"
+ ],
+ [
+ "294_15"
+ ],
+ [
+ "3416_13"
+ ],
+ [
+ "3413_10"
+ ],
+ [
+ "50810E_13"
+ ],
+ [
+ "3490_4"
+ ],
+ [
+ "3488_10"
+ ],
+ [
+ "364_8"
+ ],
+ [
+ "3479_8"
+ ],
+ [
+ "3481_9"
+ ],
+ [
+ "3420_2"
+ ],
+ [
+ "311_14"
+ ],
+ [
+ "3413_15"
+ ],
+ [
+ "3411_15"
+ ],
+ [
+ "3490_8"
+ ],
+ [
+ "3520_15"
+ ],
+ [
+ "363_9"
+ ],
+ [
+ "3499_1"
+ ],
+ [
+ "3479_10"
+ ],
+ [
+ "3497_15"
+ ],
+ [
+ "3497_11"
+ ],
+ [
+ "3521_3"
+ ],
+ [
+ "3513_5"
+ ],
+ [
+ "3425_13"
+ ],
+ [
+ "3530_6"
+ ],
+ [
+ "18899_10"
+ ],
+ [
+ "3423_14"
+ ],
+ [
+ "3423_12"
+ ],
+ [
+ "3476_10"
+ ],
+ [
+ "3498_10"
+ ],
+ [
+ "3502_7"
+ ],
+ [
+ "3489_14"
+ ],
+ [
+ "50810C_13"
+ ],
+ [
+ "3513_1"
+ ],
+ [
+ "3416_10"
+ ],
+ [
+ "309_5"
+ ],
+ [
+ "3420_15"
+ ],
+ [
+ "3478_1"
+ ],
+ [
+ "293_12"
+ ],
+ [
+ "3501_1"
+ ],
+ [
+ "3497_14"
+ ],
+ [
+ "3415_4"
+ ],
+ [
+ "3484_12"
+ ],
+ [
+ "50810F_2"
+ ],
+ [
+ "3606_2"
+ ],
+ [
+ "3483_8"
+ ],
+ [
+ "3419_3"
+ ],
+ [
+ "3414_14"
+ ],
+ [
+ "3513_12"
+ ],
+ [
+ "311_2"
+ ],
+ [
+ "3480_5"
+ ],
+ [
+ "364_15"
+ ],
+ [
+ "322_9"
+ ],
+ [
+ "3490_15"
+ ],
+ [
+ "365_14"
+ ],
+ [
+ "50810A_12"
+ ],
+ [
+ "J2292_14"
+ ],
+ [
+ "364_13"
+ ],
+ [
+ "3418_15"
+ ],
+ [
+ "294_1"
+ ],
+ [
+ "3418_4"
+ ],
+ [
+ "J2292_13"
+ ],
+ [
+ "50810D_12"
+ ],
+ [
+ "50810D_4"
+ ],
+ [
+ "3477_1"
+ ],
+ [
+ "3425_9"
+ ],
+ [
+ "3481_2"
+ ],
+ [
+ "3414_10"
+ ],
+ [
+ "3516_5"
+ ],
+ [
+ "J2292_7"
+ ],
+ [
+ "309_11"
+ ],
+ [
+ "3489_12"
+ ],
+ [
+ "293_4"
+ ],
+ [
+ "3423_15"
+ ],
+ [
+ "3507_13"
+ ],
+ [
+ "3500_3"
+ ],
+ [
+ "3521_14"
+ ],
+ [
+ "3412_1"
+ ],
+ [
+ "3426_7"
+ ],
+ [
+ "50810B_11"
+ ],
+ [
+ "3416_1"
+ ],
+ [
+ "3505_2"
+ ],
+ [
+ "3483_10"
+ ],
+ [
+ "3489_1"
+ ],
+ [
+ "3502_4"
+ ],
+ [
+ "3415_7"
+ ],
+ [
+ "J2292_6"
+ ],
+ [
+ "3416_3"
+ ],
+ [
+ "322_2"
+ ],
+ [
+ "364_4"
+ ],
+ [
+ "3422_10"
+ ],
+ [
+ "3497_13"
+ ],
+ [
+ "3412_5"
+ ],
+ [
+ "50810A_4"
+ ],
+ [
+ "3479_6"
+ ],
+ [
+ "3499_6"
+ ],
+ [
+ "311_15"
+ ],
+ [
+ "361_12"
+ ],
+ [
+ "3501_6"
+ ],
+ [
+ "3423_11"
+ ],
+ [
+ "3534_2"
+ ],
+ [
+ "311_6"
+ ],
+ [
+ "3489_4"
+ ],
+ [
+ "3530_9"
+ ],
+ [
+ "3489_3"
+ ],
+ [
+ "3412_13"
+ ],
+ [
+ "3516_10"
+ ],
+ [
+ "362_13"
+ ],
+ [
+ "3606_5"
+ ],
+ [
+ "363_3"
+ ],
+ [
+ "J2292_15"
+ ],
+ [
+ "J2292_12"
+ ],
+ [
+ "361_15"
+ ],
+ [
+ "3605_7"
+ ],
+ [
+ "3605_1"
+ ],
+ [
+ "3412_14"
+ ],
+ [
+ "3412_8"
+ ],
+ [
+ "3426_2"
+ ],
+ [
+ "3498_13"
+ ],
+ [
+ "J3295_3"
+ ],
+ [
+ "3481_14"
+ ],
+ [
+ "3479_13"
+ ],
+ [
+ "3488_14"
+ ],
+ [
+ "3483_9"
+ ],
+ [
+ "3426_13"
+ ],
+ [
+ "3498_1"
+ ],
+ [
+ "362_8"
+ ],
+ [
+ "3415_10"
+ ],
+ [
+ "320_14"
+ ],
+ [
+ "361_10"
+ ],
+ [
+ "3525_8"
+ ],
+ [
+ "293_13"
+ ],
+ [
+ "3412_9"
+ ],
+ [
+ "3517_5"
+ ],
+ [
+ "3522_3"
+ ],
+ [
+ "3477_7"
+ ],
+ [
+ "3476_2"
+ ],
+ [
+ "3476_1"
+ ],
+ [
+ "320_10"
+ ],
+ [
+ "3605_13"
+ ],
+ [
+ "365_15"
+ ],
+ [
+ "3414_6"
+ ],
+ [
+ "3504_2"
+ ],
+ [
+ "3484_10"
+ ],
+ [
+ "3415_2"
+ ],
+ [
+ "3517_4"
+ ],
+ [
+ "3530_3"
+ ],
+ [
+ "3480_7"
+ ],
+ [
+ "3476_14"
+ ],
+ [
+ "J1291_15"
+ ],
+ [
+ "3421_8"
+ ],
+ [
+ "3489_15"
+ ],
+ [
+ "3422_6"
+ ],
+ [
+ "3500_12"
+ ],
+ [
+ "3606_4"
+ ],
+ [
+ "294_4"
+ ],
+ [
+ "3477_2"
+ ],
+ [
+ "3505_12"
+ ],
+ [
+ "J3295_12"
+ ],
+ [
+ "3504_3"
+ ],
+ [
+ "3418_3"
+ ],
+ [
+ "3420_14"
+ ],
+ [
+ "320_1"
+ ],
+ [
+ "50810F_10"
+ ],
+ [
+ "50810E_1"
+ ],
+ [
+ "3516_6"
+ ],
+ [
+ "50810B_4"
+ ],
+ [
+ "3483_7"
+ ],
+ [
+ "3484_13"
+ ],
+ [
+ "3605_14"
+ ],
+ [
+ "50810C_10"
+ ],
+ [
+ "3413_9"
+ ],
+ [
+ "50810B_6"
+ ],
+ [
+ "3420_5"
+ ],
+ [
+ "293_11"
+ ],
+ [
+ "18899_11"
+ ],
+ [
+ "3513_14"
+ ],
+ [
+ "3417_3"
+ ],
+ [
+ "3507_15"
+ ],
+ [
+ "J1291_11"
+ ],
+ [
+ "3416_14"
+ ],
+ [
+ "3415_11"
+ ],
+ [
+ "361_2"
+ ],
+ [
+ "3424_13"
+ ],
+ [
+ "3416_6"
+ ],
+ [
+ "3490_9"
+ ],
+ [
+ "3419_5"
+ ],
+ [
+ "3418_7"
+ ],
+ [
+ "3521_8"
+ ],
+ [
+ "3421_9"
+ ],
+ [
+ "3491_1"
+ ],
+ [
+ "3525_2"
+ ],
+ [
+ "3522_9"
+ ],
+ [
+ "J1291_9"
+ ],
+ [
+ "50810B_8"
+ ],
+ [
+ "J2292_2"
+ ],
+ [
+ "3415_14"
+ ],
+ [
+ "50810D_5"
+ ],
+ [
+ "321_1"
+ ],
+ [
+ "J1291_2"
+ ],
+ [
+ "293_14"
+ ],
+ [
+ "50810B_14"
+ ],
+ [
+ "294_12"
+ ],
+ [
+ "3490_6"
+ ],
+ [
+ "3419_13"
+ ],
+ [
+ "309_3"
+ ],
+ [
+ "362_6"
+ ],
+ [
+ "J3295_7"
+ ],
+ [
+ "3513_4"
+ ],
+ [
+ "3497_10"
+ ],
+ [
+ "3420_6"
+ ],
+ [
+ "3414_2"
+ ],
+ [
+ "3477_14"
+ ],
+ [
+ "365_7"
+ ],
+ [
+ "3420_13"
+ ],
+ [
+ "293_15"
+ ],
+ [
+ "50810E_9"
+ ],
+ [
+ "3605_4"
+ ],
+ [
+ "J1291_1"
+ ],
+ [
+ "50810A_9"
+ ],
+ [
+ "3534_15"
+ ],
+ [
+ "3477_3"
+ ],
+ [
+ "18899_3"
+ ],
+ [
+ "J1291_3"
+ ],
+ [
+ "3417_7"
+ ],
+ [
+ "3426_6"
+ ],
+ [
+ "3415_8"
+ ],
+ [
+ "3517_13"
+ ],
+ [
+ "3413_11"
+ ],
+ [
+ "3530_4"
+ ],
+ [
+ "3421_6"
+ ],
+ [
+ "3490_11"
+ ],
+ [
+ "3498_5"
+ ],
+ [
+ "J3295_4"
+ ],
+ [
+ "3521_6"
+ ],
+ [
+ "3502_13"
+ ],
+ [
+ "J3295_2"
+ ],
+ [
+ "3480_1"
+ ],
+ [
+ "J1291_14"
+ ],
+ [
+ "3478_8"
+ ],
+ [
+ "3417_1"
+ ],
+ [
+ "3424_7"
+ ],
+ [
+ "3424_14"
+ ],
+ [
+ "3606_13"
+ ],
+ [
+ "3491_14"
+ ],
+ [
+ "3420_8"
+ ],
+ [
+ "3411_4"
+ ],
+ [
+ "50810E_3"
+ ],
+ [
+ "3491_9"
+ ],
+ [
+ "3479_4"
+ ],
+ [
+ "50810E_15"
+ ],
+ [
+ "3412_4"
+ ],
+ [
+ "322_15"
+ ],
+ [
+ "3504_7"
+ ],
+ [
+ "3478_15"
+ ],
+ [
+ "J2292_9"
+ ],
+ [
+ "3421_1"
+ ],
+ [
+ "50810D_15"
+ ],
+ [
+ "3521_1"
+ ],
+ [
+ "50810F_5"
+ ],
+ [
+ "3507_11"
+ ],
+ [
+ "50810B_7"
+ ],
+ [
+ "3481_12"
+ ],
+ [
+ "3513_13"
+ ],
+ [
+ "3606_12"
+ ],
+ [
+ "3504_13"
+ ],
+ [
+ "321_15"
+ ],
+ [
+ "362_9"
+ ],
+ [
+ "3484_9"
+ ],
+ [
+ "3491_8"
+ ],
+ [
+ "322_10"
+ ],
+ [
+ "3525_3"
+ ],
+ [
+ "3426_11"
+ ],
+ [
+ "361_4"
+ ],
+ [
+ "363_4"
+ ],
+ [
+ "J1291_4"
+ ],
+ [
+ "J1291_12"
+ ],
+ [
+ "3513_15"
+ ],
+ [
+ "363_14"
+ ],
+ [
+ "J2292_4"
+ ],
+ [
+ "311_12"
+ ],
+ [
+ "3605_11"
+ ],
+ [
+ "320_12"
+ ],
+ [
+ "3521_12"
+ ],
+ [
+ "3414_11"
+ ],
+ [
+ "320_15"
+ ],
+ [
+ "361_11"
+ ],
+ [
+ "3414_9"
+ ],
+ [
+ "363_10"
+ ],
+ [
+ "J3295_1"
+ ],
+ [
+ "321_14"
+ ],
+ [
+ "3418_11"
+ ],
+ [
+ "363_7"
+ ],
+ [
+ "3491_13"
+ ],
+ [
+ "3490_13"
+ ],
+ [
+ "3483_4"
+ ],
+ [
+ "311_13"
+ ],
+ [
+ "365_10"
+ ],
+ [
+ "3534_6"
+ ],
+ [
+ "50810F_12"
+ ],
+ [
+ "18899_4"
+ ],
+ [
+ "50810C_14"
+ ],
+ [
+ "321_5"
+ ],
+ [
+ "3534_8"
+ ],
+ [
+ "3413_5"
+ ],
+ [
+ "3411_7"
+ ],
+ [
+ "3412_2"
+ ],
+ [
+ "3429_6"
+ ],
+ [
+ "3504_12"
+ ],
+ [
+ "3424_15"
+ ],
+ [
+ "3484_15"
+ ],
+ [
+ "50810E_11"
+ ],
+ [
+ "3500_4"
+ ],
+ [
+ "3499_5"
+ ],
+ [
+ "3411_9"
+ ],
+ [
+ "3422_12"
+ ],
+ [
+ "365_12"
+ ],
+ [
+ "322_5"
+ ],
+ [
+ "3419_12"
+ ],
+ [
+ "3489_9"
+ ],
+ [
+ "361_3"
+ ],
+ [
+ "3498_14"
+ ],
+ [
+ "362_7"
+ ],
+ [
+ "3489_11"
+ ],
+ [
+ "322_11"
+ ],
+ [
+ "322_1"
+ ],
+ [
+ "3415_1"
+ ],
+ [
+ "3489_2"
+ ],
+ [
+ "3534_10"
+ ],
+ [
+ "3426_3"
+ ],
+ [
+ "3411_8"
+ ],
+ [
+ "3421_15"
+ ],
+ [
+ "3483_5"
+ ],
+ [
+ "3411_13"
+ ],
+ [
+ "3413_2"
+ ],
+ [
+ "3497_4"
+ ],
+ [
+ "3501_4"
+ ],
+ [
+ "322_13"
+ ],
+ [
+ "3412_10"
+ ],
+ [
+ "364_9"
+ ],
+ [
+ "18899_6"
+ ],
+ [
+ "3412_7"
+ ],
+ [
+ "3412_15"
+ ],
+ [
+ "50810F_3"
+ ],
+ [
+ "363_11"
+ ],
+ [
+ "3525_10"
+ ],
+ [
+ "3488_5"
+ ],
+ [
+ "3423_2"
+ ],
+ [
+ "3507_9"
+ ],
+ [
+ "3414_8"
+ ],
+ [
+ "3429_14"
+ ],
+ [
+ "3424_8"
+ ],
+ [
+ "3420_4"
+ ],
+ [
+ "320_9"
+ ],
+ [
+ "3517_7"
+ ],
+ [
+ "3429_7"
+ ],
+ [
+ "3417_6"
+ ],
+ [
+ "3530_1"
+ ],
+ [
+ "3476_12"
+ ],
+ [
+ "J3295_9"
+ ],
+ [
+ "363_1"
+ ],
+ [
+ "3498_12"
+ ],
+ [
+ "3429_9"
+ ],
+ [
+ "3412_6"
+ ],
+ [
+ "3476_4"
+ ],
+ [
+ "3423_9"
+ ],
+ [
+ "3503_11"
+ ],
+ [
+ "293_6"
+ ],
+ [
+ "3480_4"
+ ],
+ [
+ "3480_14"
+ ],
+ [
+ "3498_2"
+ ],
+ [
+ "3483_2"
+ ],
+ [
+ "3490_7"
+ ],
+ [
+ "3513_3"
+ ],
+ [
+ "361_1"
+ ],
+ [
+ "3525_6"
+ ],
+ [
+ "363_2"
+ ],
+ [
+ "3424_2"
+ ],
+ [
+ "293_1"
+ ],
+ [
+ "3507_1"
+ ],
+ [
+ "3517_10"
+ ],
+ [
+ "3411_10"
+ ],
+ [
+ "3480_9"
+ ],
+ [
+ "311_9"
+ ],
+ [
+ "3476_13"
+ ],
+ [
+ "3534_13"
+ ],
+ [
+ "50810C_4"
+ ],
+ [
+ "3530_12"
+ ],
+ [
+ "3522_5"
+ ],
+ [
+ "3422_2"
+ ],
+ [
+ "3522_2"
+ ],
+ [
+ "3497_1"
+ ],
+ [
+ "3413_7"
+ ],
+ [
+ "3517_14"
+ ],
+ [
+ "3479_12"
+ ],
+ [
+ "3498_9"
+ ],
+ [
+ "3491_2"
+ ],
+ [
+ "3502_2"
+ ],
+ [
+ "50810B_13"
+ ],
+ [
+ "362_14"
+ ],
+ [
+ "3497_3"
+ ],
+ [
+ "3520_1"
+ ],
+ [
+ "3489_13"
+ ],
+ [
+ "365_6"
+ ],
+ [
+ "50810D_13"
+ ],
+ [
+ "3498_8"
+ ],
+ [
+ "3414_7"
+ ],
+ [
+ "362_15"
+ ],
+ [
+ "3477_10"
+ ],
+ [
+ "3500_14"
+ ],
+ [
+ "3490_2"
+ ],
+ [
+ "322_7"
+ ],
+ [
+ "3477_5"
+ ],
+ [
+ "309_4"
+ ],
+ [
+ "321_7"
+ ],
+ [
+ "3530_5"
+ ],
+ [
+ "50810E_5"
+ ],
+ [
+ "3491_4"
+ ],
+ [
+ "3414_1"
+ ],
+ [
+ "3429_4"
+ ],
+ [
+ "3425_2"
+ ],
+ [
+ "3429_15"
+ ],
+ [
+ "3478_7"
+ ],
+ [
+ "309_13"
+ ],
+ [
+ "3605_8"
+ ],
+ [
+ "320_2"
+ ],
+ [
+ "3497_5"
+ ],
+ [
+ "3423_1"
+ ],
+ [
+ "3481_4"
+ ],
+ [
+ "3491_6"
+ ],
+ [
+ "3420_12"
+ ],
+ [
+ "3422_3"
+ ],
+ [
+ "322_14"
+ ],
+ [
+ "50810D_14"
+ ],
+ [
+ "3497_2"
+ ],
+ [
+ "3478_12"
+ ],
+ [
+ "3426_5"
+ ],
+ [
+ "3424_9"
+ ],
+ [
+ "3418_9"
+ ],
+ [
+ "3513_11"
+ ],
+ [
+ "3503_1"
+ ],
+ [
+ "3422_13"
+ ],
+ [
+ "3606_11"
+ ],
+ [
+ "3501_5"
+ ],
+ [
+ "3525_9"
+ ],
+ [
+ "50810E_4"
+ ],
+ [
+ "3500_5"
+ ],
+ [
+ "3421_7"
+ ],
+ [
+ "50810D_10"
+ ],
+ [
+ "3418_13"
+ ],
+ [
+ "309_12"
+ ],
+ [
+ "362_12"
+ ],
+ [
+ "3478_11"
+ ],
+ [
+ "3479_1"
+ ],
+ [
+ "3484_2"
+ ],
+ [
+ "3606_3"
+ ],
+ [
+ "3417_2"
+ ],
+ [
+ "3534_1"
+ ],
+ [
+ "3605_12"
+ ],
+ [
+ "3488_13"
+ ],
+ [
+ "3491_5"
+ ],
+ [
+ "3429_11"
+ ],
+ [
+ "3497_8"
+ ],
+ [
+ "3423_10"
+ ],
+ [
+ "3429_10"
+ ],
+ [
+ "3504_8"
+ ],
+ [
+ "3420_9"
+ ],
+ [
+ "3426_1"
+ ],
+ [
+ "3481_3"
+ ],
+ [
+ "3491_12"
+ ],
+ [
+ "322_12"
+ ],
+ [
+ "50810A_6"
+ ],
+ [
+ "362_11"
+ ],
+ [
+ "3425_10"
+ ],
+ [
+ "3500_2"
+ ],
+ [
+ "3489_8"
+ ],
+ [
+ "3513_6"
+ ],
+ [
+ "364_3"
+ ],
+ [
+ "3499_2"
+ ],
+ [
+ "J3295_8"
+ ],
+ [
+ "J1291_13"
+ ],
+ [
+ "3479_15"
+ ],
+ [
+ "3605_3"
+ ],
+ [
+ "3419_1"
+ ],
+ [
+ "362_10"
+ ],
+ [
+ "311_4"
+ ],
+ [
+ "3480_12"
+ ],
+ [
+ "3481_10"
+ ],
+ [
+ "293_7"
+ ],
+ [
+ "3500_10"
+ ],
+ [
+ "320_8"
+ ],
+ [
+ "50810A_14"
+ ],
+ [
+ "J3295_6"
+ ],
+ [
+ "293_9"
+ ],
+ [
+ "364_2"
+ ],
+ [
+ "3476_15"
+ ],
+ [
+ "3478_6"
+ ],
+ [
+ "3530_15"
+ ],
+ [
+ "3503_13"
+ ],
+ [
+ "3416_12"
+ ],
+ [
+ "3425_12"
+ ],
+ [
+ "362_5"
+ ],
+ [
+ "50810A_1"
+ ],
+ [
+ "3419_9"
+ ],
+ [
+ "3525_4"
+ ],
+ [
+ "3484_14"
+ ],
+ [
+ "3525_7"
+ ],
+ [
+ "3500_8"
+ ],
+ [
+ "3425_5"
+ ],
+ [
+ "3478_2"
+ ],
+ [
+ "3502_10"
+ ],
+ [
+ "3416_5"
+ ],
+ [
+ "363_15"
+ ],
+ [
+ "50810C_6"
+ ],
+ [
+ "3422_1"
+ ],
+ [
+ "361_8"
+ ],
+ [
+ "50810D_9"
+ ],
+ [
+ "3480_2"
+ ],
+ [
+ "3413_14"
+ ],
+ [
+ "3425_6"
+ ],
+ [
+ "3516_3"
+ ],
+ [
+ "3520_9"
+ ],
+ [
+ "3429_3"
+ ],
+ [
+ "3415_9"
+ ],
+ [
+ "322_3"
+ ],
+ [
+ "3505_9"
+ ],
+ [
+ "3500_13"
+ ],
+ [
+ "3421_2"
+ ],
+ [
+ "3502_3"
+ ],
+ [
+ "320_3"
+ ],
+ [
+ "3480_8"
+ ],
+ [
+ "3530_13"
+ ],
+ [
+ "3605_2"
+ ],
+ [
+ "J3295_10"
+ ],
+ [
+ "50810B_12"
+ ],
+ [
+ "363_13"
+ ],
+ [
+ "3480_3"
+ ],
+ [
+ "293_2"
+ ],
+ [
+ "3417_11"
+ ],
+ [
+ "3534_11"
+ ],
+ [
+ "3421_12"
+ ],
+ [
+ "3488_15"
+ ],
+ [
+ "3480_13"
+ ],
+ [
+ "3507_12"
+ ],
+ [
+ "J3295_15"
+ ],
+ [
+ "3417_8"
+ ],
+ [
+ "3502_5"
+ ],
+ [
+ "309_15"
+ ],
+ [
+ "3504_14"
+ ],
+ [
+ "3504_15"
+ ],
+ [
+ "50810E_10"
+ ],
+ [
+ "3477_6"
+ ],
+ [
+ "321_9"
+ ],
+ [
+ "364_14"
+ ],
+ [
+ "3484_5"
+ ],
+ [
+ "3520_2"
+ ],
+ [
+ "3416_11"
+ ],
+ [
+ "3416_8"
+ ],
+ [
+ "3484_8"
+ ],
+ [
+ "50810D_7"
+ ],
+ [
+ "3417_14"
+ ],
+ [
+ "3505_4"
+ ],
+ [
+ "3520_8"
+ ],
+ [
+ "3504_6"
+ ],
+ [
+ "3416_4"
+ ],
+ [
+ "320_4"
+ ],
+ [
+ "294_5"
+ ],
+ [
+ "3415_5"
+ ],
+ [
+ "309_8"
+ ],
+ [
+ "294_13"
+ ],
+ [
+ "321_2"
+ ],
+ [
+ "3505_15"
+ ],
+ [
+ "50810E_12"
+ ],
+ [
+ "3516_14"
+ ],
+ [
+ "3481_15"
+ ],
+ [
+ "50810C_2"
+ ],
+ [
+ "50810A_15"
+ ],
+ [
+ "309_14"
+ ],
+ [
+ "3503_14"
+ ],
+ [
+ "3411_12"
+ ],
+ [
+ "3501_15"
+ ],
+ [
+ "3499_14"
+ ],
+ [
+ "3411_6"
+ ],
+ [
+ "3411_1"
+ ],
+ [
+ "321_13"
+ ],
+ [
+ "3505_1"
+ ],
+ [
+ "3500_11"
+ ],
+ [
+ "18899_12"
+ ],
+ [
+ "J1291_6"
+ ],
+ [
+ "3500_7"
+ ],
+ [
+ "3521_15"
+ ],
+ [
+ "3605_6"
+ ],
+ [
+ "3534_7"
+ ],
+ [
+ "3489_5"
+ ],
+ [
+ "3422_7"
+ ],
+ [
+ "3520_10"
+ ],
+ [
+ "365_3"
+ ],
+ [
+ "18899_15"
+ ],
+ [
+ "3424_10"
+ ],
+ [
+ "321_8"
+ ],
+ [
+ "3425_4"
+ ],
+ [
+ "3500_1"
+ ],
+ [
+ "3481_13"
+ ],
+ [
+ "3517_15"
+ ],
+ [
+ "3483_12"
+ ],
+ [
+ "3421_14"
+ ],
+ [
+ "3418_5"
+ ],
+ [
+ "3513_9"
+ ],
+ [
+ "294_3"
+ ],
+ [
+ "3421_3"
+ ],
+ [
+ "3497_12"
+ ],
+ [
+ "3534_12"
+ ],
+ [
+ "3488_12"
+ ],
+ [
+ "3416_2"
+ ],
+ [
+ "50810F_6"
+ ],
+ [
+ "3488_7"
+ ],
+ [
+ "3429_1"
+ ],
+ [
+ "3478_4"
+ ]
+ ],
+ "hoverlabel": {
+ "namelength": 0
+ },
+ "hovertemplate": "0=%{x}
1=%{y}
Feature=%{customdata[0]}
Label=%{marker.color}",
+ "legendgroup": "",
+ "marker": {
+ "color": [
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 1,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0,
+ 0
+ ],
+ "coloraxis": "coloraxis",
+ "opacity": 0.7,
+ "symbol": "circle"
+ },
+ "mode": "markers",
+ "name": "",
+ "showlegend": false,
+ "type": "scattergl",
+ "x": [
+ 6.851146697998047,
+ -5.25905179977417,
+ -7.514346599578857,
+ 2.3848376274108887,
+ 6.945474624633789,
+ 7.482569694519043,
+ -3.8356683254241943,
+ -7.2616705894470215,
+ -4.945167064666748,
+ 5.499202728271484,
+ -0.06884420663118362,
+ -10.296915054321289,
+ 0.49741366505622864,
+ 5.751259803771973,
+ -7.799708366394043,
+ -4.020833969116211,
+ 3.251955032348633,
+ -5.879059314727783,
+ 2.979435920715332,
+ -3.8525519371032715,
+ -5.276750087738037,
+ -9.152021408081055,
+ 9.349095344543457,
+ 4.006476402282715,
+ 5.827215194702148,
+ -10.335068702697754,
+ -7.016571521759033,
+ 0.11047159880399704,
+ -7.202798843383789,
+ 2.151292324066162,
+ -8.312128067016602,
+ -7.81058931350708,
+ -6.511694431304932,
+ -8.2189302444458,
+ -4.41167688369751,
+ 6.733999252319336,
+ -7.628363609313965,
+ 0.9933091998100281,
+ 4.039261341094971,
+ 0.3818252682685852,
+ -6.606555938720703,
+ 5.647922515869141,
+ -6.9392924308776855,
+ -3.9820830821990967,
+ -6.6538777351379395,
+ 1.0393965244293213,
+ 5.375060558319092,
+ 5.4300971031188965,
+ -6.0958428382873535,
+ -6.720065593719482,
+ -9.191709518432617,
+ -6.908365249633789,
+ -7.823904514312744,
+ 1.4184069633483887,
+ 3.7979307174682617,
+ 2.167222023010254,
+ 7.345656871795654,
+ 1.397533893585205,
+ 1.6473547220230103,
+ -8.50037956237793,
+ -11.353501319885254,
+ -5.369454860687256,
+ -5.265620708465576,
+ 7.337470531463623,
+ 5.882312774658203,
+ 0.311285138130188,
+ -7.520927429199219,
+ 1.9717708826065063,
+ -7.79449462890625,
+ -3.245831251144409,
+ 0.12134750187397003,
+ 2.5625908374786377,
+ 10.784656524658203,
+ 4.299449443817139,
+ -5.512155055999756,
+ -11.272970199584961,
+ 3.20147967338562,
+ 2.4165968894958496,
+ 1.93593168258667,
+ 7.058847427368164,
+ -8.265082359313965,
+ 1.3306103944778442,
+ 0.39043956995010376,
+ 10.785627365112305,
+ -8.306979179382324,
+ 7.002808094024658,
+ -11.441378593444824,
+ 0.16847848892211914,
+ 3.6894516944885254,
+ 8.112611770629883,
+ -8.408394813537598,
+ 6.49842643737793,
+ 0.26546916365623474,
+ 2.9320483207702637,
+ -6.563328742980957,
+ 5.465628623962402,
+ 10.694328308105469,
+ 4.052908420562744,
+ -4.145029067993164,
+ -4.401610851287842,
+ -7.988702297210693,
+ -5.656429767608643,
+ -4.78763484954834,
+ 1.0609633922576904,
+ -7.528230667114258,
+ 0.5707661509513855,
+ -8.011876106262207,
+ 1.0073202848434448,
+ -7.803900241851807,
+ -7.810351371765137,
+ 2.3561644554138184,
+ 3.983046293258667,
+ 2.046811103820801,
+ -6.5655903816223145,
+ -6.306610107421875,
+ 0.7641597986221313,
+ -6.131038188934326,
+ -5.283180236816406,
+ 0.006340560968965292,
+ -9.38150405883789,
+ -4.395445823669434,
+ -3.4055888652801514,
+ -3.518706798553467,
+ 5.905143737792969,
+ 5.874866485595703,
+ 3.206498622894287,
+ -11.520938873291016,
+ 3.085677146911621,
+ 3.221628427505493,
+ 6.0844573974609375,
+ -5.18092155456543,
+ 4.459989070892334,
+ -6.567279815673828,
+ 7.953246116638184,
+ -4.544476509094238,
+ -5.39058780670166,
+ -10.729720115661621,
+ 1.9964145421981812,
+ 3.667750597000122,
+ 7.293021202087402,
+ 2.559767961502075,
+ 0.09846355020999908,
+ 4.287189960479736,
+ -0.08610081672668457,
+ 10.86933422088623,
+ 3.0905542373657227,
+ 0.7604610323905945,
+ -6.250091075897217,
+ -10.229571342468262,
+ 5.427458763122559,
+ -8.342424392700195,
+ 1.367587924003601,
+ 2.529202938079834,
+ -6.739495754241943,
+ -8.199254035949707,
+ 1.4532369375228882,
+ -6.953906059265137,
+ 8.04033374786377,
+ 6.346745014190674,
+ 6.2935686111450195,
+ 2.1456196308135986,
+ -6.164630889892578,
+ 6.950119495391846,
+ -4.539207935333252,
+ 4.030492782592773,
+ 0.4892042577266693,
+ -7.773571968078613,
+ -11.322096824645996,
+ -7.33915901184082,
+ 5.6680908203125,
+ -10.209397315979004,
+ -6.678969383239746,
+ -6.161999225616455,
+ 8.173550605773926,
+ -9.262144088745117,
+ 2.364331007003784,
+ 6.808850288391113,
+ 1.3233195543289185,
+ 4.026234149932861,
+ 1.4247570037841797,
+ 1.5572373867034912,
+ -10.250482559204102,
+ -6.086772441864014,
+ -8.868127822875977,
+ -7.626810073852539,
+ 7.009018898010254,
+ -6.9703145027160645,
+ 8.046490669250488,
+ -7.308962821960449,
+ 5.341689586639404,
+ -7.759778022766113,
+ -8.025978088378906,
+ -4.940298557281494,
+ -9.901575088500977,
+ 1.5015368461608887,
+ 7.1494140625,
+ -3.3011324405670166,
+ -10.593429565429688,
+ -8.274304389953613,
+ -9.237631797790527,
+ -7.296929836273193,
+ 5.695863723754883,
+ -4.9320292472839355,
+ -4.910440921783447,
+ -3.3692333698272705,
+ -6.5210065841674805,
+ -4.338843822479248,
+ 0.3292264938354492,
+ 2.0417087078094482,
+ 3.669255018234253,
+ -3.894508123397827,
+ 6.330178260803223,
+ 4.442032814025879,
+ -3.9930551052093506,
+ -6.5479936599731445,
+ -8.061569213867188,
+ -4.571978569030762,
+ -4.845916271209717,
+ 4.778186321258545,
+ 10.77398681640625,
+ -7.106144428253174,
+ -5.620302677154541,
+ 4.598830223083496,
+ -3.2614896297454834,
+ -7.2384538650512695,
+ -3.331190347671509,
+ -6.084755897521973,
+ -7.842589855194092,
+ 7.492833614349365,
+ -6.926962375640869,
+ 10.696703910827637,
+ -4.996689796447754,
+ -7.4432291984558105,
+ 10.823796272277832,
+ -10.2515869140625,
+ -10.153505325317383,
+ -6.651169300079346,
+ 4.830519676208496,
+ 4.41185998916626,
+ -7.345986843109131,
+ 2.1259586811065674,
+ -7.185234546661377,
+ -7.218501091003418,
+ -5.34622859954834,
+ 1.385678768157959,
+ -6.192747592926025,
+ -5.182304382324219,
+ 5.634972095489502,
+ -6.578527450561523,
+ -6.9700493812561035,
+ -5.2100653648376465,
+ 7.438337802886963,
+ 10.751164436340332,
+ 1.5030672550201416,
+ 0.07944505661725998,
+ -8.07710075378418,
+ 5.9411091804504395,
+ -7.889564514160156,
+ 5.925424098968506,
+ 5.242832660675049,
+ -9.375672340393066,
+ -5.254380702972412,
+ -6.488720893859863,
+ 1.3667500019073486,
+ -7.199231147766113,
+ 0.13509702682495117,
+ -7.835788249969482,
+ 3.315018653869629,
+ -4.957232475280762,
+ 3.0118532180786133,
+ 5.570004463195801,
+ -4.749753475189209,
+ -4.079993724822998,
+ -3.4718873500823975,
+ -9.3077392578125,
+ -6.9527106285095215,
+ 1.328185796737671,
+ 3.5722861289978027,
+ -5.346916198730469,
+ 4.71565580368042,
+ 1.890315294265747,
+ 2.1070685386657715,
+ 7.4957122802734375,
+ -3.849461078643799,
+ -8.340653419494629,
+ 4.23079776763916,
+ -7.752889633178711,
+ 0.006332699209451675,
+ -7.774094104766846,
+ -7.832177639007568,
+ -5.329282283782959,
+ 9.401021957397461,
+ 7.2038726806640625,
+ 3.1779592037200928,
+ -6.57375955581665,
+ 0.7298570871353149,
+ -8.81029224395752,
+ -4.483871936798096,
+ -7.911059379577637,
+ -3.8469512462615967,
+ -3.953634023666382,
+ -8.535587310791016,
+ 0.03730964660644531,
+ -7.290626525878906,
+ 0.775536835193634,
+ -7.099729537963867,
+ -5.0597920417785645,
+ -5.871338367462158,
+ 4.800180435180664,
+ 6.356297492980957,
+ -7.283478736877441,
+ -8.741645812988281,
+ 3.8728039264678955,
+ 7.442361354827881,
+ -8.050670623779297,
+ 3.820211887359619,
+ 6.01823616027832,
+ -4.056146621704102,
+ -7.378093719482422,
+ 4.620424747467041,
+ -3.326932191848755,
+ -5.171083927154541,
+ 4.900875568389893,
+ 0.3939715623855591,
+ 9.31968879699707,
+ 4.341482162475586,
+ 6.837117671966553,
+ -3.545992136001587,
+ 7.358142852783203,
+ -7.022928237915039,
+ 4.610294818878174,
+ 1.4172346591949463,
+ -3.8559064865112305,
+ 3.469473361968994,
+ 2.861402988433838,
+ 5.7255330085754395,
+ -4.357658386230469,
+ -4.556371212005615,
+ -7.139370918273926,
+ 0.7106943726539612,
+ -4.539053440093994,
+ -6.711165428161621,
+ -6.623164176940918,
+ -6.586653232574463,
+ 6.719595909118652,
+ -4.215320587158203,
+ 1.6094554662704468,
+ -5.410729885101318,
+ 5.617528915405273,
+ -9.868959426879883,
+ 3.6062543392181396,
+ -6.9738335609436035,
+ -6.597728729248047,
+ -7.38275671005249,
+ 0.09188731014728546,
+ 2.5366382598876953,
+ 1.2399051189422607,
+ 3.998059034347534,
+ 7.187140941619873,
+ 4.2866291999816895,
+ 10.839823722839355,
+ -6.9372735023498535,
+ -7.177370548248291,
+ 5.6288161277771,
+ -7.083951473236084,
+ 0.6478633284568787,
+ 8.049532890319824,
+ 0.24347107112407684,
+ 0.9674116373062134,
+ 7.50745964050293,
+ -4.262058734893799,
+ -7.864711284637451,
+ 4.542203426361084,
+ 9.30377197265625,
+ -6.548499584197998,
+ 2.8145546913146973,
+ -5.359753131866455,
+ 0.054686885327100754,
+ 7.376978397369385,
+ 5.73724365234375,
+ 5.484894275665283,
+ -4.413536071777344,
+ -9.300496101379395,
+ 2.8448240756988525,
+ -6.823476791381836,
+ 0.7868282794952393,
+ 3.7045648097991943,
+ 10.848732948303223,
+ -8.432445526123047,
+ 0.6201102137565613,
+ 0.18646281957626343,
+ -10.220694541931152,
+ -8.053041458129883,
+ -3.335866928100586,
+ 5.200733661651611,
+ -11.544306755065918,
+ -6.153614521026611,
+ 3.0576703548431396,
+ -6.797895908355713,
+ -6.059903621673584,
+ -0.07107704877853394,
+ 5.371857166290283,
+ 5.581786155700684,
+ 5.767070770263672,
+ 5.239503860473633,
+ -6.518985748291016,
+ -5.286018371582031,
+ -7.122786521911621,
+ -8.358804702758789,
+ 4.814635276794434,
+ -4.374531269073486,
+ 5.643137454986572,
+ -4.029253959655762,
+ 3.9496865272521973,
+ 2.3662197589874268,
+ 5.499290943145752,
+ -7.82301664352417,
+ 3.653005361557007,
+ 7.388420581817627,
+ -9.240135192871094,
+ 5.673958778381348,
+ 3.1110875606536865,
+ 4.470323085784912,
+ -4.4731974601745605,
+ -3.3837907314300537,
+ -6.136192321777344,
+ -7.600419998168945,
+ -9.234147071838379,
+ -9.74715805053711,
+ -5.531179428100586,
+ 0.73952317237854,
+ 0.9804079532623291,
+ 5.860599040985107,
+ -7.1063361167907715,
+ 4.6624755859375,
+ 4.454403877258301,
+ -3.4090805053710938,
+ -11.5053129196167,
+ 7.158266067504883,
+ 5.030786991119385,
+ -4.09617805480957,
+ 0.7652169466018677,
+ -7.972204685211182,
+ -6.242214679718018,
+ 6.987100601196289,
+ -5.267517566680908,
+ 9.37338924407959,
+ 6.845880031585693,
+ -9.531487464904785,
+ -5.953979969024658,
+ -7.74199104309082,
+ -6.6151323318481445,
+ 1.372769832611084,
+ -8.708839416503906,
+ 7.0983805656433105,
+ -7.535122871398926,
+ 0.6752808690071106,
+ -9.405158996582031,
+ -7.973426818847656,
+ 5.492980003356934,
+ -7.344150066375732,
+ 5.722581386566162,
+ 6.019192695617676,
+ -6.9474945068359375,
+ 0.2648940086364746,
+ 5.369449615478516,
+ 2.190539598464966,
+ 4.4024763107299805,
+ 2.020542860031128,
+ 0.2601824402809143,
+ -6.989349842071533,
+ -6.506260871887207,
+ -5.378787040710449,
+ 0.9397337436676025,
+ 3.704932451248169,
+ -7.393437385559082,
+ 10.761528015136719,
+ 0.09632343798875809,
+ -6.092673301696777,
+ 4.772337913513184,
+ 9.28933334350586,
+ 4.688560485839844,
+ -7.1729841232299805,
+ 3.764867067337036,
+ -4.879228591918945,
+ 3.9820525646209717,
+ 0.18478861451148987,
+ -9.929526329040527,
+ -7.325720310211182,
+ -5.8434672355651855,
+ -8.453109741210938,
+ 4.249255657196045,
+ 7.177186965942383,
+ -6.575204849243164,
+ 0.03195011243224144,
+ -7.312381744384766,
+ -7.232089042663574,
+ 5.436552047729492,
+ 1.9823486804962158,
+ -9.230339050292969,
+ 3.9779305458068848,
+ -6.261378765106201,
+ -7.690553188323975,
+ -6.652650833129883,
+ -9.217134475708008,
+ -4.607048988342285,
+ 6.909654140472412,
+ 4.54257345199585,
+ 6.061240196228027,
+ -9.355457305908203,
+ 4.534534931182861,
+ 5.916633129119873,
+ 4.322789192199707,
+ 3.7834181785583496,
+ 10.805543899536133,
+ 1.8562196493148804,
+ 1.1819714307785034,
+ -3.5551507472991943,
+ 0.25518015027046204,
+ 0.20735760033130646,
+ -4.517565727233887,
+ 5.614376068115234,
+ 5.71229362487793,
+ 3.810058355331421,
+ 3.968130588531494,
+ 0.5689049363136292,
+ -11.494595527648926,
+ 0.1743798851966858,
+ 3.5822954177856445,
+ -7.748573303222656,
+ 2.2669827938079834,
+ -8.7252779006958,
+ 0.07925671339035034,
+ -11.355060577392578,
+ 1.7848695516586304,
+ -6.8878583908081055,
+ -7.950639724731445,
+ -4.574995517730713,
+ 8.0059232711792,
+ 9.34047794342041,
+ 3.9458701610565186,
+ 1.3763697147369385,
+ -5.515848636627197,
+ -5.221320152282715,
+ -3.507239818572998,
+ -3.529649496078491,
+ -8.022109031677246,
+ 5.242287635803223,
+ 5.841203689575195,
+ -7.294811248779297,
+ -7.780715465545654,
+ -7.7852654457092285,
+ -5.6693596839904785,
+ 1.4519588947296143,
+ 5.843946933746338,
+ -7.913046360015869,
+ -3.4924979209899902,
+ 0.3502478301525116,
+ 0.8436011672019958,
+ 4.809395790100098,
+ 2.1271114349365234,
+ 3.3232264518737793,
+ 1.2766094207763672,
+ 4.446072101593018,
+ -5.442169666290283,
+ -6.797170162200928,
+ 0.6490824222564697,
+ -7.8170552253723145,
+ 1.9485995769500732,
+ 7.015316486358643,
+ -8.385138511657715,
+ -6.557134628295898,
+ -4.5619049072265625,
+ 10.776071548461914,
+ -10.27652645111084,
+ -8.715083122253418,
+ -7.7599310874938965,
+ 5.285136699676514,
+ -4.119564056396484,
+ 5.654380798339844,
+ -10.310502052307129,
+ 7.411652565002441,
+ 9.382508277893066,
+ -7.1538825035095215,
+ 0.6768848896026611,
+ -8.236590385437012,
+ -7.163862705230713,
+ 0.4031330645084381,
+ -7.912932395935059,
+ -6.739735126495361,
+ -5.445108890533447,
+ 6.431004524230957,
+ -7.337950229644775,
+ 4.36232852935791,
+ 7.268458366394043,
+ 1.9897634983062744,
+ -5.022604465484619,
+ 0.7370328903198242,
+ 0.5397554039955139,
+ 8.123122215270996,
+ -3.9751460552215576,
+ 0.30358797311782837,
+ -10.263452529907227,
+ 0.018462790176272392,
+ -9.82626724243164,
+ -6.60878849029541,
+ -8.380566596984863,
+ 0.2231823205947876,
+ 9.384005546569824,
+ -10.136393547058105,
+ 4.780519008636475,
+ 3.9518117904663086,
+ 7.474105358123779,
+ -6.25974178314209,
+ 1.7391908168792725,
+ 0.3316952586174011,
+ 0.743270754814148,
+ -9.283391952514648,
+ 7.323777198791504,
+ -6.98616361618042,
+ -5.239322662353516,
+ 5.438043117523193,
+ 7.007603645324707,
+ 9.383533477783203,
+ -4.071051120758057,
+ 5.660754680633545,
+ 0.22942064702510834,
+ -6.576735496520996,
+ 5.988505840301514,
+ -5.431243896484375,
+ -7.302385330200195,
+ 0.25214898586273193,
+ -8.296379089355469,
+ 0.44834157824516296,
+ -6.632715225219727,
+ 1.464914083480835,
+ 5.690878391265869,
+ 5.894214630126953,
+ 0.49182629585266113,
+ 5.7324910163879395,
+ -11.3569974899292,
+ 0.2263597846031189,
+ -5.307465076446533,
+ 7.32553768157959,
+ 0.18208636343479156,
+ -8.02853775024414,
+ 0.38696080446243286,
+ -5.052674293518066,
+ -8.21342945098877,
+ 4.932186126708984,
+ 6.485213279724121,
+ 1.4326258897781372,
+ -0.09799394756555557,
+ 7.431009769439697,
+ 2.835529088973999,
+ -4.567647933959961,
+ 0.26936379075050354,
+ -7.72513484954834,
+ -4.020226955413818,
+ 3.990081548690796,
+ -7.4608354568481445,
+ -7.971060752868652,
+ -4.441594123840332,
+ 0.1217653751373291,
+ 0.45451247692108154,
+ -7.10879373550415,
+ -5.54107141494751,
+ -6.6728715896606445,
+ -7.082826614379883,
+ -10.32370376586914,
+ 3.606442451477051,
+ 0.7398194074630737,
+ 1.3782087564468384,
+ -8.020214080810547,
+ -7.7940497398376465,
+ 1.7288514375686646,
+ -7.801022052764893,
+ 0.23930144309997559,
+ -7.389503479003906,
+ 8.145610809326172,
+ 0.036127980798482895,
+ -5.352928638458252,
+ -3.49493408203125,
+ 0.3192981779575348,
+ 0.364393413066864,
+ 0.7227845191955566,
+ -3.2753238677978516,
+ 0.020450670272111893,
+ -9.24129867553711,
+ 5.328160285949707,
+ -8.089792251586914,
+ -4.935379505157471,
+ -7.3543314933776855,
+ -7.983688831329346,
+ -4.606448173522949,
+ -7.305203437805176,
+ -3.2666826248168945,
+ 0.19702500104904175,
+ -7.801753520965576,
+ 2.131432294845581,
+ -3.346510887145996,
+ -0.09262460470199585,
+ 5.742519378662109,
+ -8.657125473022461,
+ -9.134864807128906,
+ 5.769865989685059,
+ 6.01166296005249,
+ -6.548433303833008,
+ -7.149869441986084,
+ -4.11217737197876,
+ -8.314627647399902,
+ 5.888247489929199,
+ 5.5927581787109375,
+ 2.886303663253784,
+ 3.983213186264038,
+ -10.611115455627441,
+ -8.031546592712402,
+ 6.4642438888549805,
+ -7.775846004486084,
+ -4.074827671051025,
+ 3.6125595569610596,
+ -6.680075168609619,
+ 2.9586739540100098,
+ 1.9561395645141602,
+ 5.767833232879639,
+ -7.289549350738525,
+ 7.468822479248047,
+ 4.636597633361816,
+ -5.523505210876465,
+ -11.524723052978516,
+ 1.759063720703125,
+ 4.7239766120910645,
+ -7.394213676452637,
+ -7.231142520904541,
+ -5.697458267211914,
+ 4.318148612976074,
+ 5.887387752532959,
+ 0.5616183280944824,
+ 2.909426212310791,
+ 0.8923729062080383,
+ -8.70745849609375,
+ 3.13533353805542,
+ 5.4331488609313965,
+ -9.294624328613281,
+ 6.8489885330200195,
+ -7.447790622711182,
+ 3.8472681045532227,
+ 5.460387706756592,
+ -7.231660842895508,
+ 3.95393967628479,
+ 3.8512914180755615,
+ -6.641266822814941,
+ -3.315126657485962,
+ 8.080503463745117,
+ 2.4185192584991455,
+ 3.9483110904693604,
+ -7.0141448974609375,
+ -7.315385341644287,
+ -10.275678634643555,
+ 4.65578556060791,
+ 7.433321475982666,
+ -8.214449882507324,
+ 1.4995365142822266,
+ -10.433917999267578,
+ -8.247788429260254,
+ 5.887920379638672,
+ -3.443885564804077,
+ 0.2763522267341614,
+ -3.5728886127471924,
+ -11.477089881896973,
+ -10.472289085388184,
+ 3.9614574909210205,
+ -3.3127527236938477,
+ 4.313370227813721,
+ 3.0080726146698,
+ 9.344106674194336,
+ -7.986209392547607,
+ -7.57761812210083,
+ -11.292671203613281,
+ -8.828757286071777,
+ -8.584234237670898,
+ 0.7615696787834167,
+ -5.463631629943848,
+ 8.171728134155273,
+ -3.5784528255462646,
+ 3.967456817626953,
+ 9.248811721801758,
+ -6.979624271392822,
+ 1.4744901657104492,
+ 3.055266857147217,
+ -7.901395797729492,
+ -9.303811073303223,
+ -3.4769299030303955,
+ 5.969841003417969,
+ -4.475830554962158,
+ 6.391634464263916,
+ -3.974008560180664,
+ 2.2127809524536133,
+ -5.505064487457275,
+ -9.2518892288208,
+ 5.6414475440979,
+ 1.370948314666748,
+ -7.577534198760986,
+ -11.423303604125977,
+ 0.5675895810127258,
+ 7.11763334274292,
+ -10.181344032287598,
+ 1.8349848985671997,
+ -9.310030937194824,
+ -5.401896953582764,
+ 4.877901077270508,
+ 5.373269557952881,
+ -7.045849323272705,
+ -11.439557075500488,
+ -7.368381023406982,
+ 1.9223136901855469,
+ -5.279238224029541,
+ 3.360060214996338,
+ 3.866201162338257,
+ -7.37752628326416,
+ -5.328158855438232,
+ -6.197340965270996,
+ -7.884637355804443,
+ 5.87770938873291,
+ -4.2625412940979,
+ 0.45201483368873596,
+ -7.090695381164551,
+ -10.589634895324707,
+ 0.3658255338668823,
+ -10.285499572753906,
+ -4.883215427398682,
+ -6.046302795410156,
+ 5.636080741882324,
+ -8.422038078308105,
+ -9.808560371398926,
+ 3.9443507194519043,
+ 3.712069034576416,
+ 0.4835357367992401,
+ 7.004319190979004,
+ 2.1994574069976807,
+ -7.4499921798706055,
+ -7.147461414337158,
+ -9.882966995239258,
+ -4.601534843444824,
+ 0.2518855333328247,
+ 4.750530242919922,
+ 1.8442282676696777,
+ 0.681569516658783,
+ 3.2698192596435547,
+ 1.929870367050171,
+ 1.376840591430664,
+ 6.890717506408691,
+ 8.0652437210083,
+ -4.422358512878418,
+ 3.554232358932495,
+ 0.9697660207748413,
+ -6.888750076293945,
+ 2.142852783203125,
+ -6.057094097137451,
+ 1.9381484985351562,
+ -4.476387023925781,
+ -7.833009243011475,
+ -7.764527320861816,
+ 1.3704421520233154,
+ -8.275092124938965,
+ 6.065530300140381,
+ 5.332869529724121,
+ 2.2934491634368896,
+ 0.4805887043476105,
+ -10.285012245178223,
+ -9.855777740478516,
+ 4.549455642700195,
+ -10.25410270690918,
+ -8.018617630004883,
+ 7.426939010620117,
+ 0.6006699204444885,
+ 3.698319673538208,
+ -0.051531340926885605,
+ -7.394896030426025,
+ -6.446799278259277,
+ 1.860325813293457,
+ 0.9522265791893005,
+ 3.7393639087677,
+ 4.634307384490967,
+ 0.6220516562461853,
+ 5.277907371520996,
+ -5.965762138366699,
+ 0.24708126485347748,
+ 0.3797776699066162,
+ -7.737448215484619,
+ 5.701300621032715,
+ 7.072577953338623,
+ 1.8198660612106323,
+ -9.277690887451172,
+ -7.83261251449585,
+ 3.556103229522705,
+ 9.33157730102539,
+ 3.336876153945923,
+ -8.110569953918457,
+ -6.991402626037598,
+ 0.18972192704677582,
+ 9.294804573059082,
+ 5.31890344619751,
+ -3.5292677879333496,
+ -5.211811542510986,
+ 6.490940093994141,
+ 2.9386231899261475,
+ -7.930793285369873,
+ 0.9715873599052429,
+ 1.687063217163086,
+ -6.020631313323975,
+ 7.351086139678955,
+ 8.122275352478027,
+ -7.779044151306152,
+ 8.080607414245605,
+ 3.4123847484588623,
+ 0.5343649983406067,
+ -5.3534159660339355,
+ 7.325690746307373,
+ -7.3168439865112305,
+ -3.2319812774658203,
+ -4.420670986175537,
+ 2.2097346782684326,
+ -4.931400299072266,
+ -6.812918186187744,
+ -8.04781723022461,
+ 5.687212944030762,
+ 0.5677582025527954,
+ 10.70096206665039,
+ -4.919360637664795,
+ -10.721840858459473,
+ -6.4487690925598145,
+ -7.193408966064453,
+ -6.7007856369018555,
+ 3.3670966625213623,
+ 0.49059948325157166,
+ 7.229809761047363,
+ -8.373116493225098,
+ -7.919506072998047,
+ 6.449919700622559,
+ 5.740700721740723,
+ 0.793864369392395,
+ -10.009496688842773,
+ -3.322261333465576,
+ -8.065794944763184,
+ 9.303167343139648,
+ -8.300090789794922,
+ 5.9410552978515625,
+ 0.8539584875106812,
+ 2.2634756565093994,
+ -7.772722244262695,
+ -7.096896648406982,
+ 0.6960621476173401,
+ -8.280618667602539,
+ 7.144198894500732,
+ -6.063133239746094,
+ -8.041489601135254,
+ -8.025073051452637,
+ -4.041763782501221,
+ -5.336015701293945,
+ -8.151494979858398,
+ 3.9987807273864746,
+ -7.76760196685791,
+ -5.445140838623047,
+ -7.910946369171143,
+ -7.459779739379883,
+ -7.781221389770508,
+ -6.741440773010254,
+ -8.333930969238281,
+ -6.440962314605713,
+ -4.896904468536377,
+ -7.920872211456299,
+ -7.387127876281738,
+ -8.255187034606934,
+ 4.429737567901611,
+ -5.9148173332214355,
+ -6.161775588989258,
+ 4.821581840515137,
+ -8.360607147216797,
+ -6.804201602935791,
+ -4.073646545410156,
+ 10.850126266479492,
+ 3.627579689025879,
+ -4.829903602600098,
+ -7.018772602081299,
+ -6.011845111846924,
+ 2.9724011421203613,
+ 3.1089625358581543,
+ 6.7704267501831055,
+ -7.458396911621094,
+ 2.905874252319336,
+ 2.8244922161102295,
+ -7.798903465270996,
+ -5.841878414154053,
+ 3.3454244136810303,
+ -7.158698558807373,
+ 0.279105007648468,
+ 3.4838368892669678,
+ -4.915806293487549,
+ 5.69638204574585,
+ 5.854615211486816,
+ 4.559343338012695,
+ 2.003875255584717,
+ -4.572897911071777,
+ 5.229603290557861,
+ -7.1541428565979,
+ 6.341741561889648,
+ -8.11800765991211,
+ 0.5016599297523499,
+ 3.7440543174743652,
+ 3.573263168334961,
+ 1.3589568138122559,
+ -8.472638130187988,
+ 1.0184909105300903,
+ 1.9239062070846558,
+ 0.6527959704399109,
+ 4.4283318519592285,
+ 0.428575724363327,
+ -9.332694053649902,
+ 5.922635555267334,
+ 2.352667808532715,
+ -7.3196258544921875,
+ -6.593576908111572,
+ 2.4773871898651123,
+ -10.690644264221191,
+ -5.17059326171875
+ ],
+ "xaxis": "x",
+ "y": [
+ -1.9540438652038574,
+ 4.577970027923584,
+ 6.24954080581665,
+ -5.308693885803223,
+ -1.810713529586792,
+ -3.918083906173706,
+ 4.8399786949157715,
+ 4.304558753967285,
+ 4.031698226928711,
+ -3.40022349357605,
+ 3.489600658416748,
+ 2.4147226810455322,
+ 7.88853645324707,
+ -4.385167598724365,
+ 7.784281253814697,
+ 5.219144821166992,
+ -0.44735077023506165,
+ 4.268750190734863,
+ -0.26431944966316223,
+ 4.92354154586792,
+ 1.9641129970550537,
+ 1.0822211503982544,
+ 11.767419815063477,
+ -3.815396785736084,
+ -3.8411874771118164,
+ 1.88547945022583,
+ -4.903375625610352,
+ 4.068811416625977,
+ -1.7629531621932983,
+ 2.578310966491699,
+ -6.243927955627441,
+ 3.737630605697632,
+ 6.109796524047852,
+ -6.149181365966797,
+ 3.4958512783050537,
+ -2.34587025642395,
+ 3.2858664989471436,
+ 7.567838191986084,
+ -3.7838339805603027,
+ 9.065757751464844,
+ -1.205112099647522,
+ -4.100930690765381,
+ 6.043423175811768,
+ 5.184238433837891,
+ -1.1262959241867065,
+ 7.549985885620117,
+ -3.4202892780303955,
+ -3.2506814002990723,
+ 3.333164691925049,
+ 6.326947212219238,
+ 1.174281358718872,
+ 3.5431015491485596,
+ -3.202887773513794,
+ 3.032879590988159,
+ -3.7174782752990723,
+ -4.619852542877197,
+ -1.695983648300171,
+ -5.347925662994385,
+ -5.69828462600708,
+ 5.039151668548584,
+ 1.900067925453186,
+ 4.061651229858398,
+ 2.034879684448242,
+ -4.2886552810668945,
+ -1.9876114130020142,
+ 7.743333339691162,
+ 4.475589752197266,
+ 2.781096935272217,
+ 3.3113677501678467,
+ 3.985785484313965,
+ 4.076879978179932,
+ -5.057860851287842,
+ -2.041154384613037,
+ -3.5559892654418945,
+ 4.761072635650635,
+ 1.8194267749786377,
+ -0.42058488726615906,
+ -5.156803131103516,
+ -4.873753547668457,
+ -1.7761250734329224,
+ -6.196235179901123,
+ -5.454422473907471,
+ 7.7417144775390625,
+ -2.041851282119751,
+ -6.239564895629883,
+ -3.39001202583313,
+ 1.941591501235962,
+ 8.525908470153809,
+ -3.184034585952759,
+ -1.1547598838806152,
+ -2.645141839981079,
+ -2.7090201377868652,
+ 3.733306407928467,
+ -0.212534561753273,
+ -1.233954668045044,
+ -3.370208501815796,
+ -1.9658308029174805,
+ -3.7780981063842773,
+ 3.004354476928711,
+ 4.177994251251221,
+ 5.6555562019348145,
+ 4.182999610900879,
+ 2.855250358581543,
+ 7.764498233795166,
+ 6.266173362731934,
+ 3.9082295894622803,
+ 3.507078170776367,
+ 7.5615620613098145,
+ 3.28886079788208,
+ 7.835148811340332,
+ -5.3913679122924805,
+ -3.556628704071045,
+ -4.597318172454834,
+ -1.295122504234314,
+ 3.4170937538146973,
+ 3.5372474193573,
+ 3.5227603912353516,
+ 2.030233144760132,
+ 1.8163326978683472,
+ 1.2448500394821167,
+ 2.6635584831237793,
+ 5.405248641967773,
+ 5.290044784545898,
+ -2.260880708694458,
+ -2.6259260177612305,
+ -0.428521990776062,
+ 1.9831640720367432,
+ -0.33935511112213135,
+ -0.4238203167915344,
+ -2.302971839904785,
+ 3.0207877159118652,
+ -2.0721700191497803,
+ 3.4557578563690186,
+ -1.3329590559005737,
+ 2.713416576385498,
+ 4.083198070526123,
+ 2.106846332550049,
+ 2.706627130508423,
+ -3.412081241607666,
+ -4.190854549407959,
+ -4.73270320892334,
+ 1.9004664421081543,
+ -3.5307745933532715,
+ 3.497152328491211,
+ -2.1205527782440186,
+ -0.3388160467147827,
+ 8.357501983642578,
+ 6.2631425857543945,
+ 2.4822945594787598,
+ -5.1305670738220215,
+ -2.699617862701416,
+ 3.0535802841186523,
+ -4.693822860717773,
+ 3.630821943283081,
+ -6.131555557250977,
+ -5.49464750289917,
+ 3.694570541381836,
+ -1.2329328060150146,
+ -3.185687780380249,
+ -2.871488094329834,
+ 2.5816049575805664,
+ 3.5444893836975098,
+ -1.803939700126648,
+ 2.7520196437835693,
+ -1.3318524360656738,
+ 4.035097122192383,
+ 7.812283992767334,
+ 1.8453700542449951,
+ 6.0321125984191895,
+ -5.41243314743042,
+ 1.5747138261795044,
+ 6.327281951904297,
+ 6.174722671508789,
+ -1.0884171724319458,
+ 0.8360611200332642,
+ -5.250386714935303,
+ -2.0315752029418945,
+ 3.067251682281494,
+ -3.6141035556793213,
+ 2.8523855209350586,
+ -5.589450836181641,
+ 1.616721510887146,
+ 6.638937950134277,
+ 4.885056495666504,
+ 3.172133684158325,
+ -3.3731024265289307,
+ 4.266903400421143,
+ -1.2337799072265625,
+ 4.266434669494629,
+ -3.4709815979003906,
+ 7.8259100914001465,
+ 5.512848854064941,
+ 4.892734527587891,
+ 2.364949941635132,
+ -5.4644775390625,
+ -4.158084869384766,
+ 3.9934561252593994,
+ 2.190798759460449,
+ -6.2032084465026855,
+ 1.042364478111267,
+ 6.240481376647949,
+ -5.358234405517578,
+ 3.9771177768707275,
+ 4.637441158294678,
+ 3.849588394165039,
+ 6.109684467315674,
+ 2.7597763538360596,
+ 9.066725730895996,
+ -4.638421535491943,
+ -2.7851486206054688,
+ 4.903376579284668,
+ -2.867698907852173,
+ -2.03572940826416,
+ 5.193567752838135,
+ -1.2632285356521606,
+ 5.362128734588623,
+ 4.513888835906982,
+ 4.875853538513184,
+ -3.557643175125122,
+ -2.0300161838531494,
+ -1.6974645853042603,
+ 5.1895952224731445,
+ -4.039694786071777,
+ 3.9808616638183594,
+ 6.456029415130615,
+ 4.033602237701416,
+ 3.3466508388519287,
+ -3.1870203018188477,
+ -3.8868136405944824,
+ -4.790613174438477,
+ -1.9655179977416992,
+ 4.941244125366211,
+ 4.411506175994873,
+ -2.0762596130371094,
+ 1.7245347499847412,
+ 2.1906776428222656,
+ -1.2574998140335083,
+ -1.6630932092666626,
+ -2.023357391357422,
+ -1.6386122703552246,
+ 2.6036534309387207,
+ -1.8144351243972778,
+ -1.6920922994613647,
+ 2.153012990951538,
+ 2.9256086349487305,
+ 6.5186285972595215,
+ 4.579967498779297,
+ -1.4769330024719238,
+ -1.2835866212844849,
+ -4.699052810668945,
+ 4.54335355758667,
+ -1.6238349676132202,
+ -2.0095438957214355,
+ -5.590354919433594,
+ 4.153958797454834,
+ -2.9324467182159424,
+ -2.393301010131836,
+ 5.73656702041626,
+ -2.2367422580718994,
+ -3.1067020893096924,
+ 0.9819591045379639,
+ 2.0207629203796387,
+ 6.054123401641846,
+ 2.8288521766662598,
+ -1.8379143476486206,
+ 4.113039016723633,
+ 3.6868858337402344,
+ -1.0249547958374023,
+ 4.878257751464844,
+ -0.27870213985443115,
+ -5.274741172790527,
+ 2.8453104496002197,
+ 2.896847724914551,
+ 4.067510604858398,
+ 0.7010903358459473,
+ -4.844097137451172,
+ -5.436316013336182,
+ -0.8227648138999939,
+ 4.795955181121826,
+ -3.9522578716278076,
+ 2.779973268508911,
+ -4.592409610748291,
+ -3.8241631984710693,
+ 4.866016864776611,
+ -2.698448657989502,
+ -2.3623383045196533,
+ 3.1527767181396484,
+ 1.8163871765136719,
+ 3.8964927196502686,
+ 3.304295539855957,
+ 2.0775933265686035,
+ 11.816977500915527,
+ -4.177612781524658,
+ -0.3971979320049286,
+ 3.5575530529022217,
+ 3.2028515338897705,
+ 4.918972969055176,
+ 4.158286094665527,
+ -3.0775368213653564,
+ 4.890451431274414,
+ 5.223577499389648,
+ 4.97938346862793,
+ 1.8390158414840698,
+ -4.586517333984375,
+ 3.242560625076294,
+ -5.085025310516357,
+ 4.865116119384766,
+ 5.409576416015625,
+ -1.6889251470565796,
+ -3.213071584701538,
+ -4.545612335205078,
+ 4.944841384887695,
+ -3.692312717437744,
+ -4.204932689666748,
+ -2.957695245742798,
+ -1.282198429107666,
+ -2.6266632080078125,
+ 3.2519280910491943,
+ 5.995677471160889,
+ -1.8343807458877563,
+ 3.9804487228393555,
+ 2.8559834957122803,
+ -1.605351448059082,
+ 9.20544719696045,
+ 11.734991073608398,
+ -3.6607768535614014,
+ -1.7350717782974243,
+ 5.328774452209473,
+ -1.7007560729980469,
+ -4.9895172119140625,
+ -4.028339862823486,
+ 2.8764231204986572,
+ 4.929747104644775,
+ -0.8331714868545532,
+ -2.3712379932403564,
+ -4.44901704788208,
+ 4.4677019119262695,
+ 3.380835771560669,
+ 4.299232482910156,
+ 8.446908950805664,
+ 4.580253601074219,
+ 4.333935737609863,
+ 6.273601055145264,
+ -1.2220901250839233,
+ -2.3900184631347656,
+ 2.779258966445923,
+ -5.6778974533081055,
+ 4.820803642272949,
+ -5.311215877532959,
+ 2.5936927795410156,
+ -2.6000125408172607,
+ -4.662118911743164,
+ -1.2089018821716309,
+ -4.669116973876953,
+ 4.0933403968811035,
+ -4.6946120262146,
+ -5.311789512634277,
+ -3.7014951705932617,
+ -1.729864239692688,
+ -3.706170082092285,
+ -2.0911970138549805,
+ -4.766361713409424,
+ -1.7220674753189087,
+ -5.347866058349609,
+ -4.990500450134277,
+ 7.569561958312988,
+ -1.2269721031188965,
+ 9.051445007324219,
+ 7.811103343963623,
+ -3.947389602661133,
+ 2.7385830879211426,
+ -3.1499688625335693,
+ -1.9011696577072144,
+ 11.719782829284668,
+ 6.17537260055542,
+ -2.433096170425415,
+ 2.0699236392974854,
+ 4.045187473297119,
+ -1.6770339012145996,
+ -4.5551910400390625,
+ -5.194703578948975,
+ 3.520167112350464,
+ 1.1855710744857788,
+ -2.425344705581665,
+ 6.281571865081787,
+ 8.326517105102539,
+ -2.7219982147216797,
+ -2.1005921363830566,
+ 5.090790271759033,
+ 7.893494129180908,
+ 1.9760276079177856,
+ 1.6007040739059448,
+ 5.388115882873535,
+ 5.512607097625732,
+ -3.1348066329956055,
+ 2.0374255180358887,
+ 6.563498020172119,
+ -0.30440250039100647,
+ 3.571380376815796,
+ 4.32896089553833,
+ 3.505112648010254,
+ -3.2204275131225586,
+ -1.5118306875228882,
+ -3.8299503326416016,
+ -1.53801691532135,
+ 3.466956853866577,
+ 3.0017175674438477,
+ 4.316720008850098,
+ -2.69061541557312,
+ -1.6391137838363647,
+ 4.120656490325928,
+ -5.35703706741333,
+ 3.3125531673431396,
+ -3.6341652870178223,
+ -5.363389015197754,
+ -3.3312511444091797,
+ 3.312380790710449,
+ -2.8492391109466553,
+ -4.272554397583008,
+ 1.235263705253601,
+ -5.404749870300293,
+ -2.1871378421783447,
+ -3.9686386585235596,
+ 4.47205924987793,
+ 5.430599689483643,
+ 4.342364311218262,
+ 3.14157772064209,
+ 1.17670738697052,
+ 2.242896556854248,
+ 4.706009387969971,
+ 3.3637948036193848,
+ 7.543885231018066,
+ -2.027254819869995,
+ -1.7561997175216675,
+ -3.6056158542633057,
+ -3.641815662384033,
+ 3.7969179153442383,
+ 1.9749962091445923,
+ -1.7804447412490845,
+ -3.7190473079681396,
+ 2.949282169342041,
+ 3.4354872703552246,
+ 5.390905857086182,
+ 6.436302185058594,
+ -3.359935998916626,
+ 3.105375051498413,
+ 11.791984558105469,
+ -1.7095009088516235,
+ 1.5583477020263672,
+ 4.281179904937744,
+ 7.761524200439453,
+ -1.211354374885559,
+ -5.172885894775391,
+ 4.898645401000977,
+ -4.155112266540527,
+ 6.209202289581299,
+ 2.944106101989746,
+ 1.026761531829834,
+ 3.532874345779419,
+ -3.3646926879882812,
+ -4.629679203033447,
+ -4.1097307205200195,
+ -3.6904308795928955,
+ 3.5518596172332764,
+ 2.066544532775879,
+ -3.5257468223571777,
+ 2.524010181427002,
+ -1.996347188949585,
+ 2.705008029937744,
+ 2.0685601234436035,
+ 3.709578275680542,
+ 3.567379951477051,
+ 2.1497697830200195,
+ 7.584331035614014,
+ -3.4349708557128906,
+ 6.373490810394287,
+ -2.0192720890045166,
+ 1.9010051488876343,
+ 6.636706352233887,
+ -4.032726287841797,
+ 11.705379486083984,
+ -3.624668836593628,
+ -5.105655193328857,
+ -0.9030861258506775,
+ 4.894765377044678,
+ -1.2713557481765747,
+ 4.056478023529053,
+ 2.250532627105713,
+ 5.915769100189209,
+ 5.374630451202393,
+ 5.025813102722168,
+ -3.851285219192505,
+ -1.714150071144104,
+ 4.30344820022583,
+ 1.8322117328643799,
+ 5.936020374298096,
+ -4.4910383224487305,
+ -3.301832675933838,
+ -4.757748603820801,
+ 1.1079306602478027,
+ -1.2525099515914917,
+ 3.4088516235351562,
+ 3.2232282161712646,
+ 4.318395137786865,
+ 1.2127621173858643,
+ 4.044355869293213,
+ -1.7494663000106812,
+ -3.5801031589508057,
+ -2.209567070007324,
+ 1.1962984800338745,
+ -4.029780864715576,
+ -2.2120907306671143,
+ -3.9019670486450195,
+ -1.3849486112594604,
+ -2.059135675430298,
+ -5.3494343757629395,
+ -5.3267130851745605,
+ 5.318404674530029,
+ 2.0587003231048584,
+ 2.001554012298584,
+ 4.074254989624023,
+ -1.5562869310379028,
+ -1.565564513206482,
+ -1.3269926309585571,
+ -1.2697807550430298,
+ 4.081553936004639,
+ 1.9781428575515747,
+ 8.505433082580566,
+ -2.4806909561157227,
+ 3.2193191051483154,
+ -5.422811985015869,
+ 4.9636077880859375,
+ 4.065693378448486,
+ 1.9005810022354126,
+ -5.624700546264648,
+ 4.3302483558654785,
+ -3.0517101287841797,
+ 4.05751895904541,
+ -1.260663628578186,
+ 11.7610445022583,
+ -1.2977209091186523,
+ 2.920304536819458,
+ 5.065547466278076,
+ 2.1743509769439697,
+ 4.018547058105469,
+ 4.018629550933838,
+ -2.986961603164673,
+ -1.5386649370193481,
+ -3.79437255859375,
+ 6.299134731292725,
+ 5.8313422203063965,
+ 7.802247047424316,
+ 4.242096900939941,
+ 3.0309300422668457,
+ -1.9679670333862305,
+ 3.6162915229797363,
+ 3.770677089691162,
+ 9.146163940429688,
+ 7.877779006958008,
+ -3.9623570442199707,
+ -4.577252388000488,
+ -0.9171614646911621,
+ -5.329133033752441,
+ -1.9730464220046997,
+ 2.206216335296631,
+ 6.317809581756592,
+ 8.489194869995117,
+ 5.7898969650268555,
+ 2.766179323196411,
+ -3.3994569778442383,
+ -2.663705587387085,
+ -1.2406699657440186,
+ 2.7837371826171875,
+ -2.032902479171753,
+ 1.6867598295211792,
+ 4.951684474945068,
+ 7.826072692871094,
+ -1.536133885383606,
+ 2.8757355213165283,
+ -5.310042858123779,
+ 1.726544976234436,
+ -4.270483493804932,
+ 11.801198959350586,
+ -1.7708545923233032,
+ 2.882180690765381,
+ -6.162489891052246,
+ -5.053559303283691,
+ 9.183150291442871,
+ 5.3473052978515625,
+ 4.305121421813965,
+ 4.09071683883667,
+ -3.284104347229004,
+ 5.889798641204834,
+ -3.9108283519744873,
+ -4.186758995056152,
+ 2.712606906890869,
+ 4.8475751876831055,
+ 7.849046230316162,
+ 3.863452434539795,
+ -1.1434900760650635,
+ 5.170717716217041,
+ 9.095288276672363,
+ 1.942070722579956,
+ 1.823709487915039,
+ 2.575759172439575,
+ 3.543701648712158,
+ -2.6707308292388916,
+ 8.9612455368042,
+ 11.802889823913574,
+ 2.2546610832214355,
+ -1.6824969053268433,
+ -3.7096455097198486,
+ -3.8876376152038574,
+ 6.273734092712402,
+ -5.685910701751709,
+ 8.564715385437012,
+ 3.3620452880859375,
+ 1.096245527267456,
+ -4.350827693939209,
+ 6.080774307250977,
+ 1.9854484796524048,
+ -3.523287057876587,
+ -3.377079486846924,
+ 11.802412033081055,
+ 3.0178732872009277,
+ -1.541814923286438,
+ 8.930595397949219,
+ 3.480323553085327,
+ -2.6806116104125977,
+ 2.201058864593506,
+ -1.7778416872024536,
+ 8.973474502563477,
+ -6.228463172912598,
+ 4.063961982727051,
+ 4.272663116455078,
+ 2.871408462524414,
+ -5.405434608459473,
+ -2.0935065746307373,
+ 7.8387885093688965,
+ -4.410632133483887,
+ 1.8695024251937866,
+ 8.524574279785156,
+ 4.794132232666016,
+ -1.720864176750183,
+ 8.480266571044922,
+ 3.535571336746216,
+ 9.177533149719238,
+ 2.9694957733154297,
+ -6.141719818115234,
+ -3.769327163696289,
+ -3.1592726707458496,
+ -5.521018981933594,
+ 3.483035087585449,
+ -4.240837574005127,
+ -2.3966150283813477,
+ 2.7592811584472656,
+ 3.893418312072754,
+ 3.3136484622955322,
+ 3.250811815261841,
+ -1.2651795148849487,
+ -4.717670917510986,
+ 5.632300853729248,
+ 3.45711088180542,
+ 1.9169875383377075,
+ 7.895946502685547,
+ 3.8253109455108643,
+ 4.794722080230713,
+ -1.143369436264038,
+ -5.065492630004883,
+ 1.8948681354522705,
+ -2.604583740234375,
+ 2.872318983078003,
+ -5.47324275970459,
+ 5.245707988739014,
+ -3.211181640625,
+ -5.603590488433838,
+ 7.766926288604736,
+ 3.7681171894073486,
+ -4.774294376373291,
+ -1.1203607320785522,
+ 4.13665246963501,
+ 4.055333137512207,
+ 5.32548189163208,
+ 8.977931022644043,
+ 9.15566349029541,
+ 2.870485782623291,
+ 5.4613823890686035,
+ 1.8182708024978638,
+ 1.167325735092163,
+ -1.5433120727539062,
+ -2.9234976768493652,
+ 4.895932674407959,
+ 6.31467342376709,
+ -3.018061637878418,
+ 4.030763626098633,
+ 6.347895622253418,
+ 5.50852632522583,
+ 8.498612403869629,
+ -3.208134889602661,
+ 2.6000266075134277,
+ 5.457889556884766,
+ 3.4707956314086914,
+ -4.394063472747803,
+ 5.014347076416016,
+ 1.269355297088623,
+ -4.02014684677124,
+ -2.3256494998931885,
+ -1.2150996923446655,
+ -1.7261885404586792,
+ 2.9644954204559326,
+ -2.729836940765381,
+ -2.524305820465088,
+ -5.30569314956665,
+ -2.356168508529663,
+ -1.2674840688705444,
+ 2.15517520904541,
+ 5.405010223388672,
+ -3.200125217437744,
+ 7.814249515533447,
+ 3.1230151653289795,
+ -0.7637331485748291,
+ 4.3064165115356445,
+ -2.301042318344116,
+ -4.797041416168213,
+ -3.8817718029022217,
+ -4.569852352142334,
+ -3.9813156127929688,
+ -4.079225540161133,
+ 4.046198844909668,
+ 2.0088298320770264,
+ -5.634236812591553,
+ -4.001229763031006,
+ -4.792481422424316,
+ -4.579135417938232,
+ 4.230289459228516,
+ -3.888895273208618,
+ -2.632312297821045,
+ 4.0181884765625,
+ -2.3421759605407715,
+ 7.892358303070068,
+ 4.9683685302734375,
+ -2.193329095840454,
+ -5.138529300689697,
+ 0.6463627815246582,
+ -1.7411080598831177,
+ -4.756367206573486,
+ -1.3162102699279785,
+ -3.4370670318603516,
+ -1.7164417505264282,
+ -1.3006104230880737,
+ -1.363384485244751,
+ -1.1682451963424683,
+ 5.474707126617432,
+ -1.1954560279846191,
+ -5.119402885437012,
+ -3.7846105098724365,
+ -4.924983501434326,
+ 6.326219081878662,
+ 2.5076470375061035,
+ -3.654798746109009,
+ -4.284114837646484,
+ -2.8029887676239014,
+ 2.980482816696167,
+ 2.3380126953125,
+ -6.175793170928955,
+ -2.0430803298950195,
+ 3.7740254402160645,
+ 8.660818099975586,
+ 5.305436611175537,
+ 2.0062012672424316,
+ 2.260786533355713,
+ -1.2438976764678955,
+ 3.9632043838500977,
+ -3.6700146198272705,
+ -0.26464542746543884,
+ 11.760748863220215,
+ 3.6050024032592773,
+ 3.70904541015625,
+ 1.8334147930145264,
+ 4.906212329864502,
+ 4.689433574676514,
+ 3.528580665588379,
+ 4.161393642425537,
+ -1.095758318901062,
+ 5.301725387573242,
+ -3.5731799602508545,
+ 11.66184139251709,
+ -4.720503807067871,
+ 2.953773021697998,
+ -2.2029969692230225,
+ 3.6015634536743164,
+ 1.1987355947494507,
+ 3.7291531562805176,
+ -2.724127769470215,
+ 2.715839147567749,
+ -2.902259349822998,
+ 5.204503536224365,
+ -4.547415256500244,
+ 5.071122646331787,
+ 0.5484193563461304,
+ -5.347126483917236,
+ 2.7711007595062256,
+ 3.1218764781951904,
+ 1.954324722290039,
+ 3.8864686489105225,
+ -1.776296854019165,
+ 2.227625846862793,
+ -5.329314708709717,
+ 0.6489923596382141,
+ 4.541224479675293,
+ -3.8195152282714844,
+ -3.2513506412506104,
+ 3.796402931213379,
+ 1.9338767528533936,
+ 6.32221794128418,
+ -5.409493923187256,
+ 2.018104076385498,
+ -1.0028455257415771,
+ -3.6677284240722656,
+ -4.7310261726379395,
+ 2.1360113620758057,
+ 6.456388473510742,
+ -3.1434671878814697,
+ -2.0922300815582275,
+ 2.875793933868408,
+ 3.7696762084960938,
+ 6.07274055480957,
+ 2.1681950092315674,
+ 7.734647274017334,
+ 2.456540107727051,
+ 3.2552146911621094,
+ 6.6779704093933105,
+ -1.5803618431091309,
+ -2.6284427642822266,
+ 1.367295742034912,
+ -3.7639336585998535,
+ -3.2401790618896484,
+ 3.7949962615966797,
+ -3.389091730117798,
+ -4.5106072425842285,
+ -4.732994556427002,
+ 3.850787401199341,
+ 1.372275471687317,
+ 3.385019540786743,
+ 4.117380142211914,
+ -3.606982469558716,
+ 2.777864456176758,
+ 2.9206647872924805,
+ -0.47463029623031616,
+ -4.99981164932251,
+ -5.451144218444824,
+ -1.7632935047149658,
+ -1.2059768438339233,
+ 2.779515027999878,
+ -0.8430854678153992,
+ 7.738369464874268,
+ 3.6715972423553467,
+ 2.587826728820801,
+ 6.675266265869141,
+ -5.440184593200684,
+ 3.4132728576660156,
+ 3.356675624847412,
+ 7.805677890777588,
+ -5.100889205932617,
+ -6.200899124145508,
+ -2.2222588062286377,
+ -1.578575611114502,
+ -5.395796775817871,
+ 3.840789556503296,
+ 2.5285861492156982,
+ 2.09682035446167,
+ -3.6069765090942383,
+ 2.519429922103882,
+ 5.559837341308594,
+ -4.25590181350708,
+ 3.9717071056365967,
+ -3.452249526977539,
+ 3.577026128768921,
+ -4.720578670501709,
+ 3.430852174758911,
+ -5.496047019958496,
+ 7.582793712615967,
+ -0.8933955430984497,
+ -4.058826923370361,
+ 3.291537284851074,
+ -3.08545184135437,
+ 4.358637809753418,
+ 8.620004653930664,
+ 9.178630828857422,
+ 3.1789114475250244,
+ -1.5622785091400146,
+ -4.127051830291748,
+ -5.539381504058838,
+ 1.0163307189941406,
+ 3.752819538116455,
+ -2.612774610519409,
+ 11.748832702636719,
+ -0.8710379004478455,
+ -2.8628764152526855,
+ 3.554929733276367,
+ 8.486862182617188,
+ 11.71224308013916,
+ -3.1498007774353027,
+ 3.6980302333831787,
+ 3.0166890621185303,
+ -2.797335147857666,
+ -0.2257537543773651,
+ 5.386716842651367,
+ 7.611202239990234,
+ -5.657188415527344,
+ 3.305208683013916,
+ -4.136486530303955,
+ -1.1412816047668457,
+ 7.814064979553223,
+ -1.1900711059570312,
+ -0.8336030840873718,
+ 7.6592888832092285,
+ 3.1225340366363525,
+ -1.696043848991394,
+ 5.949679851531982,
+ 5.531327247619629,
+ 2.706110715866089,
+ -4.562379837036133,
+ 3.992307186126709,
+ 3.6130127906799316,
+ 3.5015738010406494,
+ -5.416276454925537,
+ 7.648768901824951,
+ -1.96934974193573,
+ 4.609683036804199,
+ 2.0872251987457275,
+ 4.277787208557129,
+ -4.5075907707214355,
+ 6.2183403968811035,
+ -0.9472345113754272,
+ 7.831213474273682,
+ -1.6961348056793213,
+ -2.6701838970184326,
+ 3.6112356185913086,
+ -2.8428244590759277,
+ -1.5941513776779175,
+ 8.314409255981445,
+ 2.2465438842773438,
+ 5.472070693969727,
+ 3.4826009273529053,
+ 11.718217849731445,
+ -6.231539726257324,
+ -2.6872506141662598,
+ 7.85509729385376,
+ -5.41321325302124,
+ 3.804941177368164,
+ -4.970505714416504,
+ 8.455915451049805,
+ -6.213048458099365,
+ -1.75874924659729,
+ 6.668844223022461,
+ 5.1793365478515625,
+ 5.239428520202637,
+ 3.1738288402557373,
+ 2.0878214836120605,
+ -2.876600503921509,
+ -2.3914990425109863,
+ 7.812432289123535,
+ 4.516633033752441,
+ 5.3750152587890625,
+ 6.030857563018799,
+ 7.790448188781738,
+ 3.652249336242676,
+ -6.266417026519775,
+ 6.017257213592529,
+ 4.646960735321045,
+ 5.714049339294434,
+ 5.918710231781006,
+ -2.7904505729675293,
+ -2.033712387084961,
+ 4.225870609283447,
+ 6.5564656257629395,
+ -1.6375696659088135,
+ -2.6834661960601807,
+ 6.321786403656006,
+ 3.124269723892212,
+ -2.101778030395508,
+ -2.4388070106506348,
+ 2.895164966583252,
+ 3.6231651306152344,
+ 6.730405807495117,
+ -0.258248507976532,
+ -2.1899569034576416,
+ -2.2356486320495605,
+ 4.412471771240234,
+ -2.37961483001709,
+ -2.4428024291992188,
+ -3.209829807281494,
+ 5.359165668487549,
+ -0.9178230166435242,
+ -1.7755695581436157,
+ 9.036004066467285,
+ -0.7785506248474121,
+ 4.92330265045166,
+ -1.5468602180480957,
+ -2.5982093811035156,
+ -4.04042911529541,
+ -4.685474872589111,
+ 4.524291038513184,
+ -3.109234571456909,
+ -1.8093708753585815,
+ -3.2471923828125,
+ -2.908515453338623,
+ 7.671047210693359,
+ -0.8122254610061646,
+ -2.468822479248047,
+ 2.7558586597442627,
+ 5.058588981628418,
+ 7.739063739776611,
+ 2.765775680541992,
+ 3.251180410385132,
+ -1.9949796199798584,
+ 7.921333312988281,
+ 1.1521856784820557,
+ -2.632875919342041,
+ -5.361792087554932,
+ 5.925305366516113,
+ -1.2005693912506104,
+ -5.216185092926025,
+ 2.1177711486816406,
+ 3.059898853302002
+ ],
+ "yaxis": "y"
+ }
+ ],
+ "layout": {
+ "coloraxis": {
+ "colorbar": {
+ "title": {
+ "text": "Label"
+ }
+ },
+ "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"
+ ]
+ ]
+ },
+ "height": 800,
+ "legend": {
+ "tracegroupgap": 0
+ },
+ "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
+ }
+ }
+ },
+ "title": {
+ "text": "uMAP Plot for Outliers"
+ },
+ "width": 900,
+ "xaxis": {
+ "anchor": "y",
+ "domain": [
+ 0,
+ 1
+ ],
+ "title": {
+ "text": "0"
+ }
+ },
+ "yaxis": {
+ "anchor": "x",
+ "domain": [
+ 0,
+ 1
+ ],
+ "title": {
+ "text": "1"
+ }
+ }
+ }
+ },
+ "text/html": [
+ "\n",
+ " \n",
+ " \n",
+ "
\n",
+ " \n",
+ "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plot_model(iforest, plot = 'umap')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 10.0 Predict on unseen data"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "`predict_model()` function is used to assign anomaly labels on the new unseen dataset. We will now use our `iforest` model to predict the data stored in `data_unseen`. This was created in the beginning of experiment and it contains 54 new samples that was not exposed to PyCaret before."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " MouseID | \n",
+ " DYRK1A_N | \n",
+ " ITSN1_N | \n",
+ " BDNF_N | \n",
+ " NR1_N | \n",
+ " NR2A_N | \n",
+ " pAKT_N | \n",
+ " pBRAF_N | \n",
+ " pCAMKII_N | \n",
+ " pCREB_N | \n",
+ " ... | \n",
+ " H3AcK18_N | \n",
+ " EGR1_N | \n",
+ " H3MeK4_N | \n",
+ " CaNA_N | \n",
+ " Genotype | \n",
+ " Treatment | \n",
+ " Behavior | \n",
+ " class | \n",
+ " Label | \n",
+ " Score | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 3517_7 | \n",
+ " 0.361782 | \n",
+ " 0.565987 | \n",
+ " 0.376145 | \n",
+ " 2.774771 | \n",
+ " 4.450250 | \n",
+ " 0.262906 | \n",
+ " 0.238968 | \n",
+ " 6.041007 | \n",
+ " 0.229808 | \n",
+ " ... | \n",
+ " 0.208611 | \n",
+ " NaN | \n",
+ " 0.270820 | \n",
+ " 0.782176 | \n",
+ " Ts65Dn | \n",
+ " Saline | \n",
+ " S/C | \n",
+ " t-SC-s | \n",
+ " 1 | \n",
+ " 0.011522 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 3517_8 | \n",
+ " 0.329361 | \n",
+ " 0.503216 | \n",
+ " 0.326145 | \n",
+ " 2.487893 | \n",
+ " 3.925842 | \n",
+ " 0.231177 | \n",
+ " 0.195611 | \n",
+ " 5.337306 | \n",
+ " 0.210556 | \n",
+ " ... | \n",
+ " 0.211478 | \n",
+ " NaN | \n",
+ " 0.255582 | \n",
+ " 0.882451 | \n",
+ " Ts65Dn | \n",
+ " Saline | \n",
+ " S/C | \n",
+ " t-SC-s | \n",
+ " 0 | \n",
+ " -0.056883 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 3517_9 | \n",
+ " 0.328314 | \n",
+ " 0.500465 | \n",
+ " 0.363265 | \n",
+ " 2.409370 | \n",
+ " 3.796988 | \n",
+ " 0.226250 | \n",
+ " 0.187024 | \n",
+ " 5.330917 | \n",
+ " 0.203198 | \n",
+ " ... | \n",
+ " 0.201974 | \n",
+ " NaN | \n",
+ " 0.241815 | \n",
+ " 0.881029 | \n",
+ " Ts65Dn | \n",
+ " Saline | \n",
+ " S/C | \n",
+ " t-SC-s | \n",
+ " 0 | \n",
+ " -0.067360 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 3517_10 | \n",
+ " 0.377490 | \n",
+ " 0.528331 | \n",
+ " 0.379560 | \n",
+ " 2.689263 | \n",
+ " 3.978008 | \n",
+ " 0.266753 | \n",
+ " 0.229495 | \n",
+ " 5.441138 | \n",
+ " 0.227684 | \n",
+ " ... | \n",
+ " 0.262620 | \n",
+ " NaN | \n",
+ " 0.262620 | \n",
+ " 0.781328 | \n",
+ " Ts65Dn | \n",
+ " Saline | \n",
+ " S/C | \n",
+ " t-SC-s | \n",
+ " 1 | \n",
+ " 0.048812 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 3517_11 | \n",
+ " 0.367813 | \n",
+ " 0.478322 | \n",
+ " 0.346371 | \n",
+ " 2.356975 | \n",
+ " 3.561499 | \n",
+ " 0.252121 | \n",
+ " 0.226437 | \n",
+ " 4.868520 | \n",
+ " 0.204288 | \n",
+ " ... | \n",
+ " 0.264670 | \n",
+ " NaN | \n",
+ " 0.247165 | \n",
+ " 0.783654 | \n",
+ " Ts65Dn | \n",
+ " Saline | \n",
+ " S/C | \n",
+ " t-SC-s | \n",
+ " 0 | \n",
+ " -0.036365 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
5 rows × 84 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " MouseID DYRK1A_N ITSN1_N BDNF_N NR1_N NR2A_N pAKT_N \\\n",
+ "0 3517_7 0.361782 0.565987 0.376145 2.774771 4.450250 0.262906 \n",
+ "1 3517_8 0.329361 0.503216 0.326145 2.487893 3.925842 0.231177 \n",
+ "2 3517_9 0.328314 0.500465 0.363265 2.409370 3.796988 0.226250 \n",
+ "3 3517_10 0.377490 0.528331 0.379560 2.689263 3.978008 0.266753 \n",
+ "4 3517_11 0.367813 0.478322 0.346371 2.356975 3.561499 0.252121 \n",
+ "\n",
+ " pBRAF_N pCAMKII_N pCREB_N ... H3AcK18_N EGR1_N H3MeK4_N CaNA_N \\\n",
+ "0 0.238968 6.041007 0.229808 ... 0.208611 NaN 0.270820 0.782176 \n",
+ "1 0.195611 5.337306 0.210556 ... 0.211478 NaN 0.255582 0.882451 \n",
+ "2 0.187024 5.330917 0.203198 ... 0.201974 NaN 0.241815 0.881029 \n",
+ "3 0.229495 5.441138 0.227684 ... 0.262620 NaN 0.262620 0.781328 \n",
+ "4 0.226437 4.868520 0.204288 ... 0.264670 NaN 0.247165 0.783654 \n",
+ "\n",
+ " Genotype Treatment Behavior class Label Score \n",
+ "0 Ts65Dn Saline S/C t-SC-s 1 0.011522 \n",
+ "1 Ts65Dn Saline S/C t-SC-s 0 -0.056883 \n",
+ "2 Ts65Dn Saline S/C t-SC-s 0 -0.067360 \n",
+ "3 Ts65Dn Saline S/C t-SC-s 1 0.048812 \n",
+ "4 Ts65Dn Saline S/C t-SC-s 0 -0.036365 \n",
+ "\n",
+ "[5 rows x 84 columns]"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "unseen_predictions = predict_model(iforest, data=data_unseen)\n",
+ "unseen_predictions.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "`Label` column indicate the outlier (1 = outlier, 0 = inlier). `Score` is the values computed by the algorithm. Outliers are assigned with larger anomaly scores. You can also use `predict_model()` function to label the training data. See example below:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " MouseID | \n",
+ " DYRK1A_N | \n",
+ " ITSN1_N | \n",
+ " BDNF_N | \n",
+ " NR1_N | \n",
+ " NR2A_N | \n",
+ " pAKT_N | \n",
+ " pBRAF_N | \n",
+ " pCAMKII_N | \n",
+ " pCREB_N | \n",
+ " ... | \n",
+ " H3AcK18_N | \n",
+ " EGR1_N | \n",
+ " H3MeK4_N | \n",
+ " CaNA_N | \n",
+ " Genotype | \n",
+ " Treatment | \n",
+ " Behavior | \n",
+ " class | \n",
+ " Label | \n",
+ " Score | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 3501_12 | \n",
+ " 0.344930 | \n",
+ " 0.626194 | \n",
+ " 0.383583 | \n",
+ " 2.534561 | \n",
+ " 4.097317 | \n",
+ " 0.303547 | \n",
+ " 0.222829 | \n",
+ " 4.592769 | \n",
+ " 0.239427 | \n",
+ " ... | \n",
+ " 0.252700 | \n",
+ " 0.218868 | \n",
+ " 0.249187 | \n",
+ " 1.139493 | \n",
+ " Ts65Dn | \n",
+ " Memantine | \n",
+ " S/C | \n",
+ " t-SC-m | \n",
+ " 0 | \n",
+ " -0.003593 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 3520_5 | \n",
+ " 0.630001 | \n",
+ " 0.839187 | \n",
+ " 0.357777 | \n",
+ " 2.651229 | \n",
+ " 4.261675 | \n",
+ " 0.253184 | \n",
+ " 0.185257 | \n",
+ " 3.816673 | \n",
+ " 0.204940 | \n",
+ " ... | \n",
+ " 0.155008 | \n",
+ " 0.153219 | \n",
+ " NaN | \n",
+ " 1.642886 | \n",
+ " Control | \n",
+ " Memantine | \n",
+ " C/S | \n",
+ " c-CS-m | \n",
+ " 0 | \n",
+ " -0.073378 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 3414_13 | \n",
+ " 0.555122 | \n",
+ " 0.726229 | \n",
+ " 0.278319 | \n",
+ " 2.097249 | \n",
+ " 2.897553 | \n",
+ " 0.222222 | \n",
+ " 0.174356 | \n",
+ " 1.867880 | \n",
+ " 0.203379 | \n",
+ " ... | \n",
+ " 0.136109 | \n",
+ " 0.155530 | \n",
+ " 0.185484 | \n",
+ " 1.657670 | \n",
+ " Ts65Dn | \n",
+ " Memantine | \n",
+ " C/S | \n",
+ " t-CS-m | \n",
+ " 0 | \n",
+ " -0.062198 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 3488_8 | \n",
+ " 0.275849 | \n",
+ " 0.430764 | \n",
+ " 0.285166 | \n",
+ " 2.265254 | \n",
+ " 3.250091 | \n",
+ " 0.189258 | \n",
+ " 0.157837 | \n",
+ " 2.917611 | \n",
+ " 0.202594 | \n",
+ " ... | \n",
+ " 0.127944 | \n",
+ " 0.207671 | \n",
+ " 0.175357 | \n",
+ " 0.893598 | \n",
+ " Control | \n",
+ " Saline | \n",
+ " S/C | \n",
+ " c-SC-s | \n",
+ " 0 | \n",
+ " -0.078707 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 3501_7 | \n",
+ " 0.304788 | \n",
+ " 0.617299 | \n",
+ " 0.335164 | \n",
+ " 2.638236 | \n",
+ " 4.876609 | \n",
+ " 0.280590 | \n",
+ " 0.199417 | \n",
+ " 4.835421 | \n",
+ " 0.236314 | \n",
+ " ... | \n",
+ " 0.245277 | \n",
+ " 0.202171 | \n",
+ " 0.240372 | \n",
+ " 0.795637 | \n",
+ " Ts65Dn | \n",
+ " Memantine | \n",
+ " S/C | \n",
+ " t-SC-m | \n",
+ " 0 | \n",
+ " -0.070426 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
5 rows × 84 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " MouseID DYRK1A_N ITSN1_N BDNF_N NR1_N NR2A_N pAKT_N \\\n",
+ "0 3501_12 0.344930 0.626194 0.383583 2.534561 4.097317 0.303547 \n",
+ "1 3520_5 0.630001 0.839187 0.357777 2.651229 4.261675 0.253184 \n",
+ "2 3414_13 0.555122 0.726229 0.278319 2.097249 2.897553 0.222222 \n",
+ "3 3488_8 0.275849 0.430764 0.285166 2.265254 3.250091 0.189258 \n",
+ "4 3501_7 0.304788 0.617299 0.335164 2.638236 4.876609 0.280590 \n",
+ "\n",
+ " pBRAF_N pCAMKII_N pCREB_N ... H3AcK18_N EGR1_N H3MeK4_N \\\n",
+ "0 0.222829 4.592769 0.239427 ... 0.252700 0.218868 0.249187 \n",
+ "1 0.185257 3.816673 0.204940 ... 0.155008 0.153219 NaN \n",
+ "2 0.174356 1.867880 0.203379 ... 0.136109 0.155530 0.185484 \n",
+ "3 0.157837 2.917611 0.202594 ... 0.127944 0.207671 0.175357 \n",
+ "4 0.199417 4.835421 0.236314 ... 0.245277 0.202171 0.240372 \n",
+ "\n",
+ " CaNA_N Genotype Treatment Behavior class Label Score \n",
+ "0 1.139493 Ts65Dn Memantine S/C t-SC-m 0 -0.003593 \n",
+ "1 1.642886 Control Memantine C/S c-CS-m 0 -0.073378 \n",
+ "2 1.657670 Ts65Dn Memantine C/S t-CS-m 0 -0.062198 \n",
+ "3 0.893598 Control Saline S/C c-SC-s 0 -0.078707 \n",
+ "4 0.795637 Ts65Dn Memantine S/C t-SC-m 0 -0.070426 \n",
+ "\n",
+ "[5 rows x 84 columns]"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data_predictions = predict_model(iforest, data = data)\n",
+ "data_predictions.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 11.0 Saving the model"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We have now finished the experiment by using our `iforest` model to predict outlier labels on unseen data. This brings us to the end our experiment but one question is still to be asked. What happens when you have more new data to predict? Do you have to go through the entire experiment again? The answer is No, you don't need to rerun the entire experiment and reconstruct the pipeline to generate predictions on new data. PyCaret inbuilt function `save_model()` allows you to save the model along with entire transformation pipeline for later use."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Transformation Pipeline and Model Succesfully Saved\n"
+ ]
+ }
+ ],
+ "source": [
+ "save_model(iforest,'Final IForest Model 08Feb2020')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 12.0 Loading the saved model"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "To load a saved model on a future date in the same or different environment, we would use the PyCaret's `load_model()` function and then easily apply the saved model on new unseen data for prediction"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Transformation Pipeline and Model Sucessfully Loaded\n"
+ ]
+ }
+ ],
+ "source": [
+ "saved_iforest = load_model('Final IForest Model 08Feb2020')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Once the model is loaded in the environment, you can simply use it to predict on any new data using the same `predict_model()` function . Below we have applied the loaded model to predict the same `data_unseen` that we have used in section 10 above."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "new_prediction = predict_model(saved_iforest, data=data_unseen)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " MouseID | \n",
+ " DYRK1A_N | \n",
+ " ITSN1_N | \n",
+ " BDNF_N | \n",
+ " NR1_N | \n",
+ " NR2A_N | \n",
+ " pAKT_N | \n",
+ " pBRAF_N | \n",
+ " pCAMKII_N | \n",
+ " pCREB_N | \n",
+ " ... | \n",
+ " H3AcK18_N | \n",
+ " EGR1_N | \n",
+ " H3MeK4_N | \n",
+ " CaNA_N | \n",
+ " Genotype | \n",
+ " Treatment | \n",
+ " Behavior | \n",
+ " class | \n",
+ " Label | \n",
+ " Score | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 3517_7 | \n",
+ " 0.361782 | \n",
+ " 0.565987 | \n",
+ " 0.376145 | \n",
+ " 2.774771 | \n",
+ " 4.450250 | \n",
+ " 0.262906 | \n",
+ " 0.238968 | \n",
+ " 6.041007 | \n",
+ " 0.229808 | \n",
+ " ... | \n",
+ " 0.208611 | \n",
+ " NaN | \n",
+ " 0.270820 | \n",
+ " 0.782176 | \n",
+ " Ts65Dn | \n",
+ " Saline | \n",
+ " S/C | \n",
+ " t-SC-s | \n",
+ " 1 | \n",
+ " 0.011522 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 3517_8 | \n",
+ " 0.329361 | \n",
+ " 0.503216 | \n",
+ " 0.326145 | \n",
+ " 2.487893 | \n",
+ " 3.925842 | \n",
+ " 0.231177 | \n",
+ " 0.195611 | \n",
+ " 5.337306 | \n",
+ " 0.210556 | \n",
+ " ... | \n",
+ " 0.211478 | \n",
+ " NaN | \n",
+ " 0.255582 | \n",
+ " 0.882451 | \n",
+ " Ts65Dn | \n",
+ " Saline | \n",
+ " S/C | \n",
+ " t-SC-s | \n",
+ " 0 | \n",
+ " -0.056883 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 3517_9 | \n",
+ " 0.328314 | \n",
+ " 0.500465 | \n",
+ " 0.363265 | \n",
+ " 2.409370 | \n",
+ " 3.796988 | \n",
+ " 0.226250 | \n",
+ " 0.187024 | \n",
+ " 5.330917 | \n",
+ " 0.203198 | \n",
+ " ... | \n",
+ " 0.201974 | \n",
+ " NaN | \n",
+ " 0.241815 | \n",
+ " 0.881029 | \n",
+ " Ts65Dn | \n",
+ " Saline | \n",
+ " S/C | \n",
+ " t-SC-s | \n",
+ " 0 | \n",
+ " -0.067360 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 3517_10 | \n",
+ " 0.377490 | \n",
+ " 0.528331 | \n",
+ " 0.379560 | \n",
+ " 2.689263 | \n",
+ " 3.978008 | \n",
+ " 0.266753 | \n",
+ " 0.229495 | \n",
+ " 5.441138 | \n",
+ " 0.227684 | \n",
+ " ... | \n",
+ " 0.262620 | \n",
+ " NaN | \n",
+ " 0.262620 | \n",
+ " 0.781328 | \n",
+ " Ts65Dn | \n",
+ " Saline | \n",
+ " S/C | \n",
+ " t-SC-s | \n",
+ " 1 | \n",
+ " 0.048812 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 3517_11 | \n",
+ " 0.367813 | \n",
+ " 0.478322 | \n",
+ " 0.346371 | \n",
+ " 2.356975 | \n",
+ " 3.561499 | \n",
+ " 0.252121 | \n",
+ " 0.226437 | \n",
+ " 4.868520 | \n",
+ " 0.204288 | \n",
+ " ... | \n",
+ " 0.264670 | \n",
+ " NaN | \n",
+ " 0.247165 | \n",
+ " 0.783654 | \n",
+ " Ts65Dn | \n",
+ " Saline | \n",
+ " S/C | \n",
+ " t-SC-s | \n",
+ " 0 | \n",
+ " -0.036365 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
5 rows × 84 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " MouseID DYRK1A_N ITSN1_N BDNF_N NR1_N NR2A_N pAKT_N \\\n",
+ "0 3517_7 0.361782 0.565987 0.376145 2.774771 4.450250 0.262906 \n",
+ "1 3517_8 0.329361 0.503216 0.326145 2.487893 3.925842 0.231177 \n",
+ "2 3517_9 0.328314 0.500465 0.363265 2.409370 3.796988 0.226250 \n",
+ "3 3517_10 0.377490 0.528331 0.379560 2.689263 3.978008 0.266753 \n",
+ "4 3517_11 0.367813 0.478322 0.346371 2.356975 3.561499 0.252121 \n",
+ "\n",
+ " pBRAF_N pCAMKII_N pCREB_N ... H3AcK18_N EGR1_N H3MeK4_N CaNA_N \\\n",
+ "0 0.238968 6.041007 0.229808 ... 0.208611 NaN 0.270820 0.782176 \n",
+ "1 0.195611 5.337306 0.210556 ... 0.211478 NaN 0.255582 0.882451 \n",
+ "2 0.187024 5.330917 0.203198 ... 0.201974 NaN 0.241815 0.881029 \n",
+ "3 0.229495 5.441138 0.227684 ... 0.262620 NaN 0.262620 0.781328 \n",
+ "4 0.226437 4.868520 0.204288 ... 0.264670 NaN 0.247165 0.783654 \n",
+ "\n",
+ " Genotype Treatment Behavior class Label Score \n",
+ "0 Ts65Dn Saline S/C t-SC-s 1 0.011522 \n",
+ "1 Ts65Dn Saline S/C t-SC-s 0 -0.056883 \n",
+ "2 Ts65Dn Saline S/C t-SC-s 0 -0.067360 \n",
+ "3 Ts65Dn Saline S/C t-SC-s 1 0.048812 \n",
+ "4 Ts65Dn Saline S/C t-SC-s 0 -0.036365 \n",
+ "\n",
+ "[5 rows x 84 columns]"
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "new_prediction.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Notice that results of `unseen_predictions` and `new_prediction` are identical."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 16.0 Wrap-up / Next Steps?"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "What we have covered in this tutorial is the entire machine learning pipeline from data ingestion, pre-processing, training the anomaly detector, prediction on unseen data and saving the model for later use. We have completed all this in less than 10 commands which are naturally constructed and very intuitive to remember such as `create_model()`, `assign_model()`, `plot_model()`. Re-creating the entire experiment without PyCaret would have taken well over 100 lines of code in most of the libraries.\n",
+ "\n",
+ "In this tutorial, we have only covered basics of `pycaret.anomaly`. In the following tutorials, we will go deeper into advance pre-processing techniques that allows you to fully customize your machine learning pipeline that are must to know for any data scientist. \n",
+ "\n",
+ "See you at the next tutorial. Follow the link to __[Anomaly Detection Tutorial (ANO102) - Level Intermediate](https://github.com/pycaret/pycaret/blob/master/Tutorials/Anomaly%20Detection%20Tutorial%20(ANO102)%20-%20Level%20Intermediate.ipynb)__"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.7.4"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Tutorials/Anomaly Detection Tutorial Level Expert - ANO103.ipynb b/Tutorials/Anomaly Detection Tutorial Level Expert - ANO103.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..6e363e9ad603f8ecd6274b969a45aea43f7949e8
--- /dev/null
+++ b/Tutorials/Anomaly Detection Tutorial Level Expert - ANO103.ipynb
@@ -0,0 +1,45 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Anomaly Detection Tutorial (ANO103) - Level Expert"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Date Updated: Feb 25, 2020**\n",
+ "\n",
+ "# Work in progress\n",
+ "We are currently working on this tutorial. Please check back soon! \n",
+ "\n",
+ "### In the mean time, you can see: \n",
+ "- __[Anomaly Detection Tutorial (ANO101) - Level Beginner](https://github.com/pycaret/pycaret/blob/master/Tutorials/Anomaly%20Detection%20Tutorial%20(ANO101)%20-%20Level%20Beginner.ipynb)__"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.7.4"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Tutorials/Anomaly Detection Tutorial Level Intermediate - ANO102.ipynb b/Tutorials/Anomaly Detection Tutorial Level Intermediate - ANO102.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..debfba9c66bbfab115e21b7d6b5136ae0a0013c3
--- /dev/null
+++ b/Tutorials/Anomaly Detection Tutorial Level Intermediate - ANO102.ipynb
@@ -0,0 +1,45 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Anomaly Detection Tutorial (ANO102) - Level Intermediate"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Date Updated: Feb 25, 2020**\n",
+ "\n",
+ "# Work in progress\n",
+ "We are currently working on this tutorial. Please check back soon! \n",
+ "\n",
+ "### In the mean time, you can see: \n",
+ "- __[Anomaly Detection Tutorial (ANO101) - Level Beginner](https://github.com/pycaret/pycaret/blob/master/Tutorials/Anomaly%20Detection%20Tutorial%20(ANO101)%20-%20Level%20Beginner.ipynb)__"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.7.4"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}