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With the advent of the big data era, data analysis and visualization have become essential tasks for enterprises and individuals. Apache Zeppelin, as a multi-language data analysis and visualization tool, is used by more and more people and organizations. This article will focus on how to use Apache Zeppelin in PHP for data analysis and visualization.
Here we can configure Zeppelin of memory size to adapt it to our needs. If necessary, you can also modify Zeppelin's default port number.
Data interaction through Zeppelin's REST API
Apache Zeppelin provides a REST API that can interact with Zeppelin through HTTP requests. We can use PHP's cURL library to make the call. The following is a simple sample code:
$url = 'http://127.0.0.1:8080/api/notebook/job/' . $notebookId;
$postData = array(
'code' => $code, 'userParams' => $params
);
$ch = curl_init();
curl_setopt($ch, CURLOPT_URL, $url);
curl_setopt($ch, CURLOPT_POST, 1);
curl_setopt ($ch, CURLOPT_POSTFIELDS, json_encode($postData));
curl_setopt($ch, CURLOPT_RETURNTRANSFER, true);
$headers = [
'Content-Type: application/json'
];
curl_setopt($ch, CURLOPT_HTTPHEADER, $headers);
$result = curl_exec($ch);
curl_close($ch);
The $notebookId here is the ID of the notebook in Zeppelin, and the $code needs to be executed Code, $params are the parameters that need to be passed.
Data interaction through the Zeppelin-php-API package provided by Zeppelin
Apache Zeppelin also provides the Zeppelin-php-API package, which allows us to interact with Zeppelin in PHP more conveniently. We can download it from the official website and extract it to the vendor directory of the PHP project. The following is a simple sample code:
use ApacheZeppelinClient;
$client = new Client();
$client->setSession('http://localhost:8080' );
$client->login('admin', 'password');
$notebookId = $client->createNotebook('My Notebook');
$paragraphId = $ client->addParagraph($notebookId, 'My Paragraph');
$client->executeParagraphById($notebookId, $paragraphId);
The admin and password here are the Zeppelin username and password respectively. .
By creating notebooks in Zeppelin, we can save a series of data analysis and visualization operations for easy viewing and modification at any time. Notebooks can be operated through REST API or Zeppelin-php-API.
In the paragraph, we can enter the corresponding code for data manipulation and visualization. Here is a simple PHP code example:
$data = array(
array('x' => 10, 'y' => 20), array('x' => 20, 'y' => 30), array('x' => 30, 'y' => 10)
);
foreach ($data as $row) {
$x[] = $row['x']; $y[] = $row['y'];
}
$plot = new Plot(600, 400);
$plot->setData(array($x, $y));
$plot->setXLabel(' X-axis');
$plot->setYLabel('Y-axis');
$plot->setTitle('My Plot');
$plot->drawToFile(' my-plot.png');
Here we use PHP's Plot library for data visualization and generate a scatter plot as the result.
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