Land Value AI
The Ag-Analytics® Land Value AI provides timely and accurate estimation of any given parcel on
any specific day. The current version of Land Value has two types of estimations: Auto Comps
takes the comparables referring to properties with characteristics that are similar to the target
parcel whose value is being estimated. AI models were trained on the real historical and nearreal-time climate, agriculture, and economic data. It provides a science-based and big-databased estimations on the parcel value.
Land Value AI Post
Click on Documentation to review the request and response parameters.
Click the Jupyter Notebook Static Sample to view a static rendition of this APIs Jupyter Notebook.
Click the Jupyter Notebook Github Repo to access the Jupyter Notebook .ipynb files and
instructions needed in order to run this APIs Jupyter Notebook.
Request Example
{ 'aoi': "{\"type\":\"Feature\",\"properties\":{},\"geometry\":{\"type\":\"Polygon\",\"coordinates\":[[[-95.84165811538698,46.30405964827517],[-95.84174394607544,46.29697349504195],[-95.83659410476686,46.29691419281915],[-95.83655118942261,46.29814470078284],[-95.83831071853638,46.29817435123596],[-95.83837509155275,46.3029330408763],[-95.83831071853638,46.30303680831659],[-95.83801031112672,46.30296268873647],[-95.837699174881,46.30297010069899],[-95.83699107170106,46.30349634747375],[-95.83695888519289,46.30367423256352],[-95.8370339870453,46.30393364728336],[-95.83717346191408,46.3040003537269],[-95.8375597000122,46.30405223646016],[-95.8375597000122,46.30318504717584],[-95.84077835083009,46.30317022330798],[-95.84081053733827,46.30408188371422],[-95.84165811538698,46.30405964827517]]]}}" , 'model' : "Auto", 'Sale_Date': "2020-04-15", } |
---|
Request Parameters
Parameter | Data Type | Required? | Default | Options |
---|---|---|---|---|
aoi | GeoJSON in string | Yes | - | - |
model | String | No | Linear | ‘Linear’, ’Tree’, ’RF’, ’Auto’ |
Sale_Date | String | Yes | - | - |
Response Example
{ "Model": "Auto", "Result": { "For Sale": { "Percentile_10": 1285.0, "Percentile_90": 13255.0, "avg_price": 4792.197782389308399065, "max_price": 895000.0000, "min_price": 26.0000, "num_list": 811 }, "Parcel_Area": 51.74941101442054, "Sold": { "Percentile_10": 3549.0, "Percentile_90": 11100.0, "avg_price": 6879.141775894334, "max_price": 69371.0, "min_price": 792.0, "num_list": 318 }, "Unit": "$", "Sale_Date": "2020-04-15" }, "status": "SUCCESS" } |
---|
Response Parameter Table in Documentation
To Test API
through a plan or with the free trial version. Quota restrictions apply.
Call API
Request
Request URL
Request headers
-
(optional)string
Request body
{"aoi": "{\"type\":\"Feature\",\"properties\":{},\"geometry\":{\"type\":\"Polygon\",\"coordinates\":[[[-95.87676501448252,46.32607342778329],[-95.883447016556,46.326132083839006],[-95.88358858439655,46.328282762449355],[-95.88313556730681,46.32898660253846],[-95.88361689796466,46.3295144766618],[-95.88367352510087,46.33148907172884],[-95.88293737233006,46.33180187232716],[-95.88353195726032,46.33240791839554],[-95.88353195726032,46.33301395774819],[-95.87384871696737,46.333053056830664],[-95.87350895415011,46.33270116408218],[-95.8734240134458,46.331606372162845],[-95.87401859837605,46.33098076694094],[-95.87631199739278,46.33060931045464],[-95.87704815016359,46.33090256578505],[-95.87676501448252,46.33141087129972],[-95.87752948082142,46.332231970228804],[-95.87837888786467,46.332329719280196],[-95.8788035913863,46.332857561138816],[-95.87900178636305,46.33277936266643],[-95.87903009993114,46.32955357824604],[-95.87877527781816,46.32955357824604],[-95.87874696425008,46.32802859574696],[-95.87696320945928,46.32791128763985],[-95.87699152302737,46.32697281372604],[-95.87676501448252,46.32607342778329]],[[-95.8940646045965,46.3404227346288],[-95.89400797746026,46.33655231150594],[-95.89194108698841,46.33727559320676],[-95.8911766206495,46.3364545700018],[-95.89179951914785,46.33518391454985],[-95.89188445985219,46.33338539790301],[-95.88893984876896,46.33324855182371],[-95.88902478947328,46.33880031788281],[-95.89029890003815,46.338937150069626],[-95.89131818849005,46.33960175867772],[-95.89145975633058,46.3404227346288],[-95.8940646045965,46.3404227346288]]]}}",
"model": "Auto",
"Sale_Date": "2020-04-15"}
Code samples
@ECHO OFF
curl -v -X POST "https://ag-analytics.azure-api.net/land-value-ai/"
-H "Content-Type: application/json"
--data-ascii "{body}"
using System;
using System.Net.Http.Headers;
using System.Text;
using System.Net.Http;
using System.Web;
namespace CSHttpClientSample
{
static class Program
{
static void Main()
{
MakeRequest();
Console.WriteLine("Hit ENTER to exit...");
Console.ReadLine();
}
static async void MakeRequest()
{
var client = new HttpClient();
var queryString = HttpUtility.ParseQueryString(string.Empty);
// Request headers
var uri = "https://ag-analytics.azure-api.net/land-value-ai/?" + queryString;
HttpResponseMessage response;
// Request body
byte[] byteData = Encoding.UTF8.GetBytes("{body}");
using (var content = new ByteArrayContent(byteData))
{
content.Headers.ContentType = new MediaTypeHeaderValue("< your content type, i.e. application/json >");
response = await client.PostAsync(uri, content);
}
}
}
}
// // This sample uses the Apache HTTP client from HTTP Components (http://hc.apache.org/httpcomponents-client-ga/)
import java.net.URI;
import org.apache.http.HttpEntity;
import org.apache.http.HttpResponse;
import org.apache.http.client.HttpClient;
import org.apache.http.client.methods.HttpGet;
import org.apache.http.client.utils.URIBuilder;
import org.apache.http.impl.client.HttpClients;
import org.apache.http.util.EntityUtils;
public class JavaSample
{
public static void main(String[] args)
{
HttpClient httpclient = HttpClients.createDefault();
try
{
URIBuilder builder = new URIBuilder("https://ag-analytics.azure-api.net/land-value-ai/");
URI uri = builder.build();
HttpPost request = new HttpPost(uri);
request.setHeader("Content-Type", "application/json");
// Request body
StringEntity reqEntity = new StringEntity("{body}");
request.setEntity(reqEntity);
HttpResponse response = httpclient.execute(request);
HttpEntity entity = response.getEntity();
if (entity != null)
{
System.out.println(EntityUtils.toString(entity));
}
}
catch (Exception e)
{
System.out.println(e.getMessage());
}
}
}
<!DOCTYPE html>
<html>
<head>
<title>JSSample</title>
<script src="http://ajax.googleapis.com/ajax/libs/jquery/1.9.0/jquery.min.js"></script>
</head>
<body>
<script type="text/javascript">
$(function() {
var params = {
// Request parameters
};
$.ajax({
url: "https://ag-analytics.azure-api.net/land-value-ai/?" + $.param(params),
beforeSend: function(xhrObj){
// Request headers
xhrObj.setRequestHeader("Content-Type","application/json");
},
type: "POST",
// Request body
data: "{body}",
})
.done(function(data) {
alert("success");
})
.fail(function() {
alert("error");
});
});
</script>
</body>
</html>
#import <Foundation/Foundation.h>
int main(int argc, const char * argv[])
{
NSAutoreleasePool * pool = [[NSAutoreleasePool alloc] init];
NSString* path = @"https://ag-analytics.azure-api.net/land-value-ai/";
NSArray* array = @[
// Request parameters
@"entities=true",
];
NSString* string = [array componentsJoinedByString:@"&"];
path = [path stringByAppendingFormat:@"?%@", string];
NSLog(@"%@", path);
NSMutableURLRequest* _request = [NSMutableURLRequest requestWithURL:[NSURL URLWithString:path]];
[_request setHTTPMethod:@"POST"];
// Request headers
[_request setValue:@"application/json" forHTTPHeaderField:@"Content-Type"];
// Request body
[_request setHTTPBody:[@"{body}" dataUsingEncoding:NSUTF8StringEncoding]];
NSURLResponse *response = nil;
NSError *error = nil;
NSData* _connectionData = [NSURLConnection sendSynchronousRequest:_request returningResponse:&response error:&error];
if (nil != error)
{
NSLog(@"Error: %@", error);
}
else
{
NSError* error = nil;
NSMutableDictionary* json = nil;
NSString* dataString = [[NSString alloc] initWithData:_connectionData encoding:NSUTF8StringEncoding];
NSLog(@"%@", dataString);
if (nil != _connectionData)
{
json = [NSJSONSerialization JSONObjectWithData:_connectionData options:NSJSONReadingMutableContainers error:&error];
}
if (error || !json)
{
NSLog(@"Could not parse loaded json with error:%@", error);
}
NSLog(@"%@", json);
_connectionData = nil;
}
[pool drain];
return 0;
}
<?php
// This sample uses the Apache HTTP client from HTTP Components (http://hc.apache.org/httpcomponents-client-ga/)
require_once 'HTTP/Request2.php';
$request = new Http_Request2('https://ag-analytics.azure-api.net/land-value-ai/');
$url = $request->getUrl();
$headers = array(
// Request headers
'Content-Type' => 'application/json',
);
$request->setHeader($headers);
$parameters = array(
// Request parameters
);
$url->setQueryVariables($parameters);
$request->setMethod(HTTP_Request2::METHOD_POST);
// Request body
$request->setBody("{body}");
try
{
$response = $request->send();
echo $response->getBody();
}
catch (HttpException $ex)
{
echo $ex;
}
?>
########### Python 2.7 #############
import httplib, urllib, base64
headers = {
# Request headers
'Content-Type': 'application/json',
}
params = urllib.urlencode({
})
try:
conn = httplib.HTTPSConnection('ag-analytics.azure-api.net')
conn.request("POST", "/land-value-ai/?%s" % params, "{body}", headers)
response = conn.getresponse()
data = response.read()
print(data)
conn.close()
except Exception as e:
print("[Errno {0}] {1}".format(e.errno, e.strerror))
####################################
########### Python 3.2 #############
import http.client, urllib.request, urllib.parse, urllib.error, base64
headers = {
# Request headers
'Content-Type': 'application/json',
}
params = urllib.parse.urlencode({
})
try:
conn = http.client.HTTPSConnection('ag-analytics.azure-api.net')
conn.request("POST", "/land-value-ai/?%s" % params, "{body}", headers)
response = conn.getresponse()
data = response.read()
print(data)
conn.close()
except Exception as e:
print("[Errno {0}] {1}".format(e.errno, e.strerror))
####################################
require 'net/http'
uri = URI('https://ag-analytics.azure-api.net/land-value-ai/')
request = Net::HTTP::Post.new(uri.request_uri)
# Request headers
request['Content-Type'] = 'application/json'
# Request body
request.body = "{body}"
response = Net::HTTP.start(uri.host, uri.port, :use_ssl => uri.scheme == 'https') do |http|
http.request(request)
end
puts response.body