curl --request POST \
--url https://chat.sambanova.ai/api/agent/datascience \
--header 'Authorization: Bearer <token>' \
--header 'Content-Type: multipart/form-data' \
--form 'files=<string>' \
--form 'prompt=<string>' \
--form files.items='@example-file'import requests
url = "https://chat.sambanova.ai/api/agent/datascience"
files = { "files.items": ("example-file", open("example-file", "rb")) }
payload = {
"files": "<string>",
"prompt": "<string>"
}
headers = {"Authorization": "Bearer <token>"}
response = requests.post(url, data=payload, files=files, headers=headers)
print(response.text)const form = new FormData();
form.append('files', '<string>');
form.append('prompt', '<string>');
form.append('files.items', '{
"fileName": "example-file"
}');
const options = {method: 'POST', headers: {Authorization: 'Bearer <token>'}};
options.body = form;
fetch('https://chat.sambanova.ai/api/agent/datascience', options)
.then(res => res.json())
.then(res => console.log(res))
.catch(err => console.error(err));<?php
$curl = curl_init();
curl_setopt_array($curl, [
CURLOPT_URL => "https://chat.sambanova.ai/api/agent/datascience",
CURLOPT_RETURNTRANSFER => true,
CURLOPT_ENCODING => "",
CURLOPT_MAXREDIRS => 10,
CURLOPT_TIMEOUT => 30,
CURLOPT_HTTP_VERSION => CURL_HTTP_VERSION_1_1,
CURLOPT_CUSTOMREQUEST => "POST",
CURLOPT_POSTFIELDS => "-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"files\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"prompt\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"files.items\"; filename=\"example-file\"\r\nContent-Type: application/octet-stream\r\n\r\n{\r\n \"fileName\": \"example-file\"\r\n}\r\n-----011000010111000001101001--",
CURLOPT_HTTPHEADER => [
"Authorization: Bearer <token>",
"Content-Type: multipart/form-data"
],
]);
$response = curl_exec($curl);
$err = curl_error($curl);
curl_close($curl);
if ($err) {
echo "cURL Error #:" . $err;
} else {
echo $response;
}package main
import (
"fmt"
"strings"
"net/http"
"io"
)
func main() {
url := "https://chat.sambanova.ai/api/agent/datascience"
payload := strings.NewReader("-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"files\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"prompt\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"files.items\"; filename=\"example-file\"\r\nContent-Type: application/octet-stream\r\n\r\n{\r\n \"fileName\": \"example-file\"\r\n}\r\n-----011000010111000001101001--")
req, _ := http.NewRequest("POST", url, payload)
req.Header.Add("Authorization", "Bearer <token>")
res, _ := http.DefaultClient.Do(req)
defer res.Body.Close()
body, _ := io.ReadAll(res.Body)
fmt.Println(string(body))
}HttpResponse<String> response = Unirest.post("https://chat.sambanova.ai/api/agent/datascience")
.header("Authorization", "Bearer <token>")
.body("-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"files\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"prompt\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"files.items\"; filename=\"example-file\"\r\nContent-Type: application/octet-stream\r\n\r\n{\r\n \"fileName\": \"example-file\"\r\n}\r\n-----011000010111000001101001--")
.asString();require 'uri'
require 'net/http'
url = URI("https://chat.sambanova.ai/api/agent/datascience")
http = Net::HTTP.new(url.host, url.port)
http.use_ssl = true
request = Net::HTTP::Post.new(url)
request["Authorization"] = 'Bearer <token>'
request.body = "-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"files\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"prompt\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"files.items\"; filename=\"example-file\"\r\nContent-Type: application/octet-stream\r\n\r\n{\r\n \"fileName\": \"example-file\"\r\n}\r\n-----011000010111000001101001--"
response = http.request(request)
puts response.read_body{
"content_type": "text/html",
"title": "Data Science Analysis Report",
"html": "<!DOCTYPE html>\n<html>\n<head>\n <title>Data Science Analysis Report</title>\n <style>/* Professional styling */</style>\n</head>\n<body>\n <h1>Exploratory Data Analysis Report</h1>\n <h2>Dataset Overview</h2>\n <p>The dataset contains 1,000 rows and 15 columns...</p>\n <h2>Statistical Summary</h2>\n <table><!-- Summary statistics --></table>\n <h2>Visualizations</h2>\n <img src=\"data:image/png;base64,...\" alt=\"Distribution Plot\">\n <img src=\"data:image/png;base64,...\" alt=\"Correlation Heatmap\">\n <h2>Key Findings</h2>\n <ul>\n <li>Strong correlation between features X and Y</li>\n <li>Missing values detected in column Z</li>\n </ul>\n</body>\n</html>\n"
}{
"detail": [
{
"loc": [
"<string>"
],
"msg": "<string>",
"type": "<string>"
}
]
}Datascience Agent And Report
The data science agent analyzes datasets, generates visualizations, and produces comprehensive reports. This fire-and-forget endpoint submits a prompt and returns the final report in a single call.
curl --request POST \
--url https://chat.sambanova.ai/api/agent/datascience \
--header 'Authorization: Bearer <token>' \
--header 'Content-Type: multipart/form-data' \
--form 'files=<string>' \
--form 'prompt=<string>' \
--form files.items='@example-file'import requests
url = "https://chat.sambanova.ai/api/agent/datascience"
files = { "files.items": ("example-file", open("example-file", "rb")) }
payload = {
"files": "<string>",
"prompt": "<string>"
}
headers = {"Authorization": "Bearer <token>"}
response = requests.post(url, data=payload, files=files, headers=headers)
print(response.text)const form = new FormData();
form.append('files', '<string>');
form.append('prompt', '<string>');
form.append('files.items', '{
"fileName": "example-file"
}');
const options = {method: 'POST', headers: {Authorization: 'Bearer <token>'}};
options.body = form;
fetch('https://chat.sambanova.ai/api/agent/datascience', options)
.then(res => res.json())
.then(res => console.log(res))
.catch(err => console.error(err));<?php
$curl = curl_init();
curl_setopt_array($curl, [
CURLOPT_URL => "https://chat.sambanova.ai/api/agent/datascience",
CURLOPT_RETURNTRANSFER => true,
CURLOPT_ENCODING => "",
CURLOPT_MAXREDIRS => 10,
CURLOPT_TIMEOUT => 30,
CURLOPT_HTTP_VERSION => CURL_HTTP_VERSION_1_1,
CURLOPT_CUSTOMREQUEST => "POST",
CURLOPT_POSTFIELDS => "-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"files\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"prompt\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"files.items\"; filename=\"example-file\"\r\nContent-Type: application/octet-stream\r\n\r\n{\r\n \"fileName\": \"example-file\"\r\n}\r\n-----011000010111000001101001--",
CURLOPT_HTTPHEADER => [
"Authorization: Bearer <token>",
"Content-Type: multipart/form-data"
],
]);
$response = curl_exec($curl);
$err = curl_error($curl);
curl_close($curl);
if ($err) {
echo "cURL Error #:" . $err;
} else {
echo $response;
}package main
import (
"fmt"
"strings"
"net/http"
"io"
)
func main() {
url := "https://chat.sambanova.ai/api/agent/datascience"
payload := strings.NewReader("-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"files\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"prompt\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"files.items\"; filename=\"example-file\"\r\nContent-Type: application/octet-stream\r\n\r\n{\r\n \"fileName\": \"example-file\"\r\n}\r\n-----011000010111000001101001--")
req, _ := http.NewRequest("POST", url, payload)
req.Header.Add("Authorization", "Bearer <token>")
res, _ := http.DefaultClient.Do(req)
defer res.Body.Close()
body, _ := io.ReadAll(res.Body)
fmt.Println(string(body))
}HttpResponse<String> response = Unirest.post("https://chat.sambanova.ai/api/agent/datascience")
.header("Authorization", "Bearer <token>")
.body("-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"files\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"prompt\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"files.items\"; filename=\"example-file\"\r\nContent-Type: application/octet-stream\r\n\r\n{\r\n \"fileName\": \"example-file\"\r\n}\r\n-----011000010111000001101001--")
.asString();require 'uri'
require 'net/http'
url = URI("https://chat.sambanova.ai/api/agent/datascience")
http = Net::HTTP.new(url.host, url.port)
http.use_ssl = true
request = Net::HTTP::Post.new(url)
request["Authorization"] = 'Bearer <token>'
request.body = "-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"files\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"prompt\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"files.items\"; filename=\"example-file\"\r\nContent-Type: application/octet-stream\r\n\r\n{\r\n \"fileName\": \"example-file\"\r\n}\r\n-----011000010111000001101001--"
response = http.request(request)
puts response.read_body{
"content_type": "text/html",
"title": "Data Science Analysis Report",
"html": "<!DOCTYPE html>\n<html>\n<head>\n <title>Data Science Analysis Report</title>\n <style>/* Professional styling */</style>\n</head>\n<body>\n <h1>Exploratory Data Analysis Report</h1>\n <h2>Dataset Overview</h2>\n <p>The dataset contains 1,000 rows and 15 columns...</p>\n <h2>Statistical Summary</h2>\n <table><!-- Summary statistics --></table>\n <h2>Visualizations</h2>\n <img src=\"data:image/png;base64,...\" alt=\"Distribution Plot\">\n <img src=\"data:image/png;base64,...\" alt=\"Correlation Heatmap\">\n <h2>Key Findings</h2>\n <ul>\n <li>Strong correlation between features X and Y</li>\n <li>Missing values detected in column Z</li>\n </ul>\n</body>\n</html>\n"
}{
"detail": [
{
"loc": [
"<string>"
],
"msg": "<string>",
"type": "<string>"
}
]
}Authorizations
SambaNova API Key
Body
Response
Successful Response
Generated HTML report for exploratory data analysis (EDA)
MIME type of the generated report (should be 'text/html')
"text/html"
Title of the analysis report
"Data Science Analysis Report"
Full HTML content of the generated report
"<!DOCTYPE html>\n<html>\n<head>\n <title>Data Science Analysis Report</title>\n <style>/* Professional styling */</style>\n</head>\n<body>\n <h1>Exploratory Data Analysis Report</h1>\n <h2>Dataset Overview</h2>\n <p>The dataset contains 1,000 rows and 15 columns...</p>\n <h2>Statistical Summary</h2>\n <table><!-- Summary statistics --></table>\n <h2>Visualizations</h2>\n <img src=\"data:image/png;base64,...\" alt=\"Distribution Plot\">\n <img src=\"data:image/png;base64,...\" alt=\"Correlation Heatmap\">\n <h2>Key Findings</h2>\n <ul>\n <li>Strong correlation between features X and Y</li>\n <li>Missing values detected in column Z</li>\n </ul>\n</body>\n</html>\n"

