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from sklearn.ensemble import RandomForestClassifier 
from sklearn.ensemble import AdaBoostClassifier
from sklearn.ensemble import ExtraTreesClassifier, VotingClassifier
from xgboost import XGBClassifier

rfo = RandomForestClassifier()
ada = AdaBoostClassifier()
ext = ExtraTreesClassifier()
xgb = XGBClassifier()

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import scipy.stats as st
from sklearn.model_selection import RandomizedSearchCV
from xgboost import XGBClassifier

# Preconfigure estimator and parameters
estimator = XGBClassifier(nthreads=-1)
params = {  
            "n_estimators": st.randint(3, 40),
            "max_depth": st.randint(3, 40),
            "learning_rate": st.uniform(0.05, 0.4),

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def vote(estimators, threshold, X_train, y_train, X_val, y_val, X_test, score_name):
    
    predict_list = []
    estimator_list = []
    
    for estimator_name in estimators:  
        try:
            params, val_score, timestamp = get_params(estimator_name)
            if val_score > threshold:
                print('Ensemble add %s' % estimator_name)

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def all_subs(idx_list):
    if idx_list == []:
        return [[]]

    indices = all_subs(idx_list[1:])

    return indices + [[idx_list[0]] + i for i in indices]

def search_combination(predict_list, y_val, score_name):
    idx_list = list(range(len(predict_list)))

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import React, { Component } from 'react';
import { Route, Router } from 'react-router-dom';
import createHistory from 'history/createBrowserHistory';
import './App.css';

import Home from './views/Home';

class App extends Component {
  render() {
    return (

supachaic

import React, { Component } from 'react';
import { Link } from 'react-router-dom';

export default class Home extends Component {
  render() {
    return (
      <div>
        <h2>BNK48 Facial Recognition App</h2>
        <li>
          <Link to="/photo">Photo Input</Link>

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import * as faceapi from 'face-api.js';

// Load models and weights
export async function loadModels() {
  const MODEL_URL = process.env.PUBLIC_URL + '/models';
  await faceapi.loadTinyFaceDetectorModel(MODEL_URL);
  await faceapi.loadFaceLandmarkTinyModel(MODEL_URL);
  await faceapi.loadFaceRecognitionModel(MODEL_URL);
}

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import React, { Component } from 'react';
import { withRouter } from 'react-router-dom';
import { loadModels, getFullFaceDescription } from '../api/face';

// Import image to test API
const testImg = require('../img/test.jpg');

// Initial State
const INIT_STATE = {
  imageURL: testImg,

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import React, { Component } from 'react';
import { Route, Router } from 'react-router-dom';
import createHistory from 'history/createBrowserHistory';
import './App.css';

import Home from './views/Home';
import ImageInput from './views/ImageInput';

class App extends Component {
  render() {

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import React, { Component } from 'react';
import { withRouter } from 'react-router-dom';
import { loadModels, getFullFaceDescription } from '../api/face';

// Import image to test API
const testImg = require('../img/test.jpg');

// Initial State
const INIT_STATE = {
  imageURL: testImg,