from sklearn.linear_model import LinearRegression
model = LinearRegression()

import pandas as pd
from sklearn.tree import DecisionTreeClassifier
import pickle
X = pd.read_csv("Question.csv", header=None).values.tolist()
ans = []
val = 0
for num1 in range(len(X)):
	for num2 in range(len(X[num1])):
		if float(X[num1][num2])>=0.5:
			val = val + 1
	val = float(float(val) / float(len(X)) * 100)
	ans.append(str(val))
	val = 0
model = DecisionTreeClassifier(max_depth=999)
model.fit(X,ans)
print(ans,"<==>",model.predict(X))
# モデルを保存する
filename = 'Q_model.sav'
pickle.dump(model, open(filename, 'wb'))

<?php
date_default_timezone_set("Asia/Tokyo");
require_once(__DIR__ . '/../wp-load.php');
class db{
    public $db = NULL;
    function __construct()
    {
        $this->db = new PDO('mysql:dbname=DBNAME;host=HOST;charset=utf8;', 'USER', 'PASS');
    }
    public function tbl_update($id,$title,$comment,$keyword){
		//
		$sdb = $this->db->prepare("select * from wp_postmeta where wp_postmeta.post_id = :id and wp_postmeta.meta_key='_aioseop_title';");
		$sdb->bindParam(":id",$id,PDO::PARAM_INT);
		$ret = $sdb->execute();
		var_dump($sdb->rowCount());
		if($sdb->rowCount()){
			$sdb = Null;
			$sdb = $this->db->prepare("UPDATE wp_postmeta set  wp_postmeta.meta_value = :title where wp_postmeta.post_id = :id and wp_postmeta.meta_key='_aioseop_title';");
		}else{
			$sdb = Null;
			$sdb = $this->db->prepare("INSERT INTO wp_postmeta(post_id,meta_key,meta_value) VALUES (:id,'_aioseop_title',:title);");
		}
		$sdb->bindParam(":id",$id,PDO::PARAM_INT);
		$sdb->bindParam(":title",$title,PDO::PARAM_STR);
		$ret = $sdb->execute();
		//
		//
		$sdb = $this->db->prepare("select * from wp_postmeta where wp_postmeta.post_id = :id and wp_postmeta.meta_key='_aioseop_description';");
		$sdb->bindParam(":id",$id,PDO::PARAM_INT);
		$ret = $sdb->execute();
		if($sdb->rowCount()){
			$sdb = Null;
			$sdb = $sdb = $this->db->prepare("UPDATE wp_postmeta set wp_postmeta.meta_value = :comment where wp_postmeta.post_id = :id and wp_postmeta.meta_key='_aioseop_description';");
		}else{
			$sdb = Null;
			$sdb = $this->db->prepare("INSERT INTO wp_postmeta(post_id,meta_key,meta_value) VALUES (:id,'_aioseop_description' ,:comment);");
		}
		$sdb->bindParam(":id",$id,PDO::PARAM_INT);
		$sdb->bindParam(":comment",$comment,PDO::PARAM_STR);
		$ret = $sdb->execute();
		//
		//
		$sdb = $this->db->prepare("select * from wp_postmeta where wp_postmeta.post_id = :id and wp_postmeta.meta_key='_aioseop_keywords';");
		$sdb->bindParam(":id",$id,PDO::PARAM_INT);
		$ret = $sdb->execute();
		if($sdb->rowCount()){
			$sdb = Null;
			$sdb = $this->db->prepare("UPDATE wp_postmeta set wp_postmeta.meta_value = :keyword where wp_postmeta.post_id = :id and wp_postmeta.meta_key='_aioseop_keywords';");
		}else{
			$sdb = Null;
			$sdb = $this->db->prepare("INSERT INTO wp_postmeta(post_id,meta_key,meta_value) VALUES (:id,'_aioseop_keywords' ,:keyword);");
		}
		$sdb->bindParam(":id",$id,PDO::PARAM_INT);
		$sdb->bindParam(":keyword",$keyword,PDO::PARAM_STR);
		$ret = $sdb->execute();
		$sdb = Null;
		$this->db = Null;
        return "{'id':$id,'title':'$title','comment':'$comment','keyword':'$keyword'}";
	}
}
//$_POST["ID"] = 9541;
$obj = (object)json_decode(file_get_contents("./postid.json"));
foreach($obj->rows as $key=>$val){
	$ID = (int)$val->ID;
  $page = get_post($ID);
	$title = mb_strimwidth($page->post_title,0,60,"…");
	$content = $page->post_content;
	$content = wp_strip_all_tags( $content );
	$content = mb_strimwidth(strip_shortcodes( $content ),0,160,"…");
	$keyword = array();
	$posttags = get_the_tags($ID);
	if ( $posttags ) {
	  foreach ( $posttags as $tag ) {
		$keyword[] = $tag->name;
	  }
	}
	$DB = new db();
	print count($keyword)>0?$DB->tbl_update($ID,$title,$content,implode(",",$keyword)):$DB->tbl_update($ID,$title,$content,"");
	$DB = Null;
}

<?php
date_default_timezone_set('Asia/Tokyo');
class Api_Bitflyer_Class
{
    var $basic_url = "https://api.bitflyer.com";
    public function __construct()
    {
        require_once __DIR__."/../common/init.php";
    }
    /**
     * @param timestamp $timestamp
     * @param string $path
     * @param string $method
     * @param string $body
     */  
    public function api_set($timestamp = "", $path = "/v1/me/getbalance", $method = "GET", $body = "")
    {
        $url = $this->basic_url . $path;
        $data = strtolower($method) === "get" ? $timestamp . $method . $path : $timestamp . $method . $path . (function ($body) {
            if (!is_array($body)) {
                $body = [];
            }
            return json_encode($body);
        })($body);
        $access_singn = hash_hmac("sha256", $data, APISECRET);
        $headers = [
            'ACCESS-KEY: ' . APIKEY,
            'ACCESS-TIMESTAMP: ' . $timestamp,
            'ACCESS-SIGN: ' . $access_singn,
            'Content-Type: application/json',
        ];
        return new class($url, $method, $headers, $body)
        {
            var $url = "";
            var $method = "";
            var $headers = "";
            var $body = "";
            /**
             * @param string $url
             * @param string $method
             * @param string $headers
             * @param string $body
             */              
            public function __construct($url, $method, $headers, $body)
            {
                $this->url = $url;
                $this->method = $method;
                $this->headers = $headers;
                $this->body = $body;
            }
            public function api_run()
            {
                $curl = curl_init();
                curl_setopt($curl, CURLOPT_URL, $this->url);
                curl_setopt($curl, CURLOPT_CUSTOMREQUEST, $this->method);
                curl_setopt($curl, CURLOPT_HTTPHEADER, $this->headers);
                strtolower($this->method) == "post" ? curl_setopt($curl, CURLOPT_POSTFIELDS, $this->body) : "";
                curl_setopt($curl, CURLOPT_SSL_VERIFYPEER, false);
                curl_setopt($curl, CURLOPT_RETURNTRANSFER, true);
                $response             = curl_exec($curl);
                // $response_info        = curl_getinfo($curl);
                // $response_code        = $response_info['http_code'];
                // $response_header_size = $response_info['header_size'];
                curl_close($curl);
                print date("Y/m/d H:i:s");
                var_dump(json_decode($response));
                // var_dump($response_code);
                // var_dump($response_header_size);
            }
        };
    }
}

$Api_Bitflyer_Class = new Api_Bitflyer_Class();
$Api_Bitflyer_Class->api_set(time(),"/v1/me/getbalance","GET","")->api_run();

document.getElementById("my-textarea").addEventListener("input",()=>{
	document.getElementById("view").innerText = document.getElementById("my-textarea").value;
});

<?php
$html = file_get_contents("高知県のダム貯水率のURL");
$html = mb_convert_encoding($html,"UTF-8","SJIS");
$dom = new DOMDocument();
$html = mb_convert_encoding($html, "HTML-ENTITIES", 'UTF-8');
@$dom->loadHTML($html,LIBXML_HTML_NOIMPLIED | LIBXML_HTML_NODEFDTD);
$xpath = new DOMXPath($dom);
$ary=array(
    "永瀬ダム"=>"nagase",
    "鎌井谷ダム"=>"kamaidani",
    "鏡ダム"=>"kagami",
    "早明浦ダム"=>"sameura",
    "桐見ダム"=>"kirimi",
    "坂本ダム"=>"sakamoto",
    "大渡ダム"=>"oodo",
    "中筋川ダム"=>"nakasugawa",
    "以布利川ダム"=>"iburigawa"
);
for($i=1;$i<=9;$i++){
    $r[$xpath->query("/html/body/form/div[2]/table/tbody/tr[$i]/td[3]")->item(0)->textContent] = preg_replace("/[\x{00a0}|?]/u","",$xpath->query("/html/body/form/div[2]/table/tbody/tr[$i]/td[7]")->item(0)->textContent);
}
foreach ($r as $key => $value) {
    $obj[$ary[$key]] = $value;
}
//echo '{"nagase":"91.16","kamaidani":"77.57","kagami":"39.32","sameura":"100.00","kirimi":"46.09","sakamoto":"99.38","oodo":"98.70","nakasugawa":"77.90","iburigawa":"99.12"}';
print json_encode($obj);

<?php
/*
Plugin Name: jp-auto-tag2
Version: 0.1.10
Description: auto jp tag2
Author: taoka toshiaki
Author URI: https://zip358.com/
Plugin URI: https://zip358.com/plugin/jp-auto-tag2.zip
*/
class jp_auto_tag2
{
    public $db_option = "jp_auto_tag2";
    function frm_page2()
    {
        add_menu_page('jp-auto-tag2', 'jp-auto-tag2',  'manage_options', __FILE__, array($this, 'show_text_option_page2'), '', 8);
    }
    function show_text_option_page2()
    {
        wp_enqueue_style('bootstrap', 'https://maxcdn.bootstrapcdn.com/bootstrap/3.3.6/css/bootstrap.min.css', array(), '3.3.6');
        wp_enqueue_script('bootstrap', 'https://maxcdn.bootstrapcdn.com/bootstrap/3.3.6/js/bootstrap.min.js', array(), '3.3.6');
        $options = get_option($this->db_option);
        if (!empty($options)) {
            $Access_Token_Publish_URL = $options["Access_Token_Publish_URL"];
            $API_Base_URL = $options["API_Base_URL"];
            $Client_ID = $options["Client_ID"];
            $Client_secret = $options["Client_secret"];
            $max_keyword_num = $options["max_keyword_num"];
        }
        include_once dirname(__FILE__) . '/jp-auto-tag-tmp2.php';
    }
    function ajax_event2()
    {
        $options["max_keyword_num"] = $obj["max_keyword_num"] = (int)$_POST["max_keyword_num"]<5?5:(int)$_POST["max_keyword_num"];
        $options["Access_Token_Publish_URL"] = $obj["Access_Token_Publish_URL"] = $_POST["Access_Token_Publish_URL"];
        $options["API_Base_URL"] = $obj["API_Base_URL"] = $_POST["API_Base_URL"];
        $options["Client_ID"] = $obj["Client_ID"] = $_POST["Client_ID"];
        $options["Client_secret"] = $obj["Client_secret"] = $_POST["Client_secret"];
        update_option($this->db_option, $options);
        print json_encode($obj);
        die(0);
    }
    function api_tag2($post_id)
    {
        $cuthttp = function ($str = "") {
            if (!$str) return $str;
            return preg_replace("/https?:\/\/[a-zA-Z0-9|%|\?|_|=|-|\.|\/]*$/m", "", $str);
        };
        $post = get_post($post_id);
        $title = $post->post_title;
        $content = strip_tags($post->post_content);
        $document = $title . $cuthttp($content);
        $options = get_option($this->db_option);
        if ($options["Access_Token_Publish_URL"] && $options["Client_ID"] && $options["Client_secret"]) {
            $curl = function ($ptn, $options, $token = "", $token_type = "", $document = "") {
                switch ($ptn) {
                    case "token":
                        $data = [
                            'grantType' => 'client_credentials',
                            'clientId' => $options["Client_ID"],
                            'clientSecret' => $options["Client_secret"],
                        ];
                        $header = [
                            'Content-Type: application/json;charset=UTF-8',
                        ];
                        $url = $options["Access_Token_Publish_URL"];
                        break;
                    case "tag":
                        $data = [
                            'document' => $document,
                            'max_keyword_num'=>$options["max_keyword_num"],
                        ];
                        $header = [
                            'Authorization: ' . ucfirst($token_type) . ' ' . $token,
                            'Content-Type: application/json;charset=UTF-8',
                        ];
                        $url = rtrim($options["API_Base_URL"],"/")."/nlp/v1/keyword";
                        break;
                }
                $curl = curl_init();
                curl_setopt($curl, CURLOPT_URL, $url);
                curl_setopt($curl, CURLOPT_CUSTOMREQUEST, 'POST');
                curl_setopt($curl, CURLOPT_POSTFIELDS, json_encode($data));
                curl_setopt($curl, CURLOPT_HTTPHEADER, $header);
                curl_setopt($curl, CURLOPT_SSL_VERIFYPEER, false);
                curl_setopt($curl, CURLOPT_RETURNTRANSFER, true);
                curl_setopt($curl, CURLOPT_HEADER, true);
                $response = curl_exec($curl);
                $header_size = curl_getinfo($curl, CURLINFO_HEADER_SIZE);
                $header = substr($response, 0, $header_size);
                $body = substr($response, $header_size);
                $res = (object)json_decode($body, true);
                curl_close($curl);
                return $res;
            };
            $res = $curl("token", $options);
            $access_token = $res->access_token;
            $token_type = $res->token_type;
            if ($options["API_Base_URL"] && $document && $access_token){
                $res = $curl("tag", $options, $access_token, $token_type, $document);
                foreach($res->result as $key=>$val){
                    $tags[] = $val["form"];
                }
                wp_set_post_tags($post_id, implode(",", array_unique($tags)), false);
            }
        }
    }
}
$jp_auto_tag2 = new jp_auto_tag2();
add_action('save_post', array($jp_auto_tag2, 'api_tag2'));
add_action('publish_post', array($jp_auto_tag2, 'api_tag2'));
add_action('admin_menu', array($jp_auto_tag2, 'frm_page2'));
add_action('wp_ajax_ajax_event2', array($jp_auto_tag2, 'ajax_event2'));

<form id="ajax-frm">
<table class="table">
    <tr>
        <td>
            プラグイン説明：jp-auto-tag2はapi.ce-cotoha.comのAPIを<br>
            使用し投稿文を解析しキーワードをタグを抽出します。<br>
        </td>
    </tr>
    <tr>
        <td>
            <a href="https://api.ce-cotoha.com/contents/index.html" target="new">https://api.ce-cotoha.com/contents/index.html</a><br>
            上記のURLよりユーザー登録を行いAPI情報をそれぞれ入力ください。全て必須項目になります。
        </td>
    </tr>
    <tr>
        <td>
            Access Token Publish URL:<br>
            <input type="text" name="Access_Token_Publish_URL" value="<?=$Access_Token_Publish_URL?>"   class="form-control">
        </td>
    </tr>
    <tr>
        <td>
            API Base URL:<br>
            <input type="text" name="API_Base_URL" value="<?=$API_Base_URL?>"   class="form-control">
        </td>
    </tr>
    <tr>
        <td>
            Client ID:<br>
            <input type="text" name="Client_ID" value="<?=$Client_ID?>"   class="form-control">
        </td>
    </tr>
    <tr>
        <td>
            Client_secret:<br>
            <input type="text" name="Client_secret" value="<?=$Client_secret?>"   class="form-control">
        </td>
    </tr>
    <tr>
        <td>
            抽出するキーワード（タグ数）5以上:<br>
            <?php
            $max_keyword_num = (int)$max_keyword_num<5?5:$max_keyword_num;
            ?>
            <input type="text" name="max_keyword_num" value="<?=$max_keyword_num?>"   class="form-control">
        </td>
    </tr>
    <tr>
        <td colspan="2"><input type="button" id="frmsubmit" value="登録する" class="form-control"></td>
    </tr>
</table>
</form>
<script>
    jQuery(function($){
        $("#frmsubmit").on("click",function(){
            var ajaxurl = '<?=admin_url( 'admin-ajax.php');?>';
            var data = $("#ajax-frm").serializeArray();
            data.push({name:"action",value:"ajax_event2"});
            $.ajax({
               type:'POST',
               url:ajaxurl,
               data:data,
               success:function(obj){
                   console.log(obj);
                   alert("更新しました");
               }
            });
        });
    })
</script>