{
  "detail": {
    "code": "data_quality_failed",
    "message": "Data quality check failed (2 critical issues)",
    "findings": []
  }
}

{
  "detail": "Project not found"
}

curl -X POST "https://app.sparkxmmm.com/api/v1/datasets/project_123/upload?strategy=replace" \
  -H "Authorization: Bearer $TOKEN" \
  -F "file=@weekly_marketing.csv"

curl -X POST "https://app.sparkxmmm.com/api/v1/modeling/project_123/run" \
  -H "Authorization: Bearer $TOKEN" \
  -H "Content-Type: application/json" \
  -d '{ "model_type": "ridge", "n_chains": 4, "n_iterations": 2000 }'

curl "https://app.sparkxmmm.com/api/v1/modeling/run/run_123/status" \
  -H "Authorization: Bearer $TOKEN"

import time, requests

BASE = "http://app.sparkxmmm.com"
TOKEN = "YOUR_SUPABASE_JWT"
H = {"Authorization": f"Bearer {TOKEN}"}

project = requests.post(f"{BASE}/api/projects/",
    headers={**H, "Content-Type": "application/json"},
    json={"name": "API MMM", "kpi_type": "revenue",
          "time_granularity": "weekly", "geo_level": False,
          "model_type": "ridge"}).json()["project"]

with open("weekly_marketing.csv", "rb") as f:
    upload = requests.post(f"{BASE}/api/datasets/{project['id']}/upload",
        headers=H, files={"file": f}).json()

run = requests.post(f"{BASE}/api/modeling/{project['id']}/run",
    headers={**H, "Content-Type": "application/json"},
    json={"model_type": "ridge", "n_chains": 4,
          "n_iterations": 2000, "config": {}}).json()

run_id = run["run_id"]
while True:
    st = requests.get(f"{BASE}/api/modeling/run/{run_id}/status",
        headers=H).json()
    print(st["status"], st.get("progress_pct"), st.get("current_step"))
    if st["status"] in ("completed", "failed"):
        break
    time.sleep(5)

summary = requests.get(f"{BASE}/api/results/run/{run_id}/summary",
    headers=H).json()
print(summary)

const BASE = "http://app.sparkxmmm.com";
const token = "YOUR_SUPABASE_JWT";

async function api(path, options = {}) {
  const headers = new Headers(options.headers || {});
  headers.set("Authorization", "Bearer " + token);
  if (!(options.body instanceof FormData))
    headers.set("Content-Type", "application/json");
  const res = await fetch(BASE + path, { ...options, headers });
  if (!res.ok) throw new Error(await res.text());
  return res.json();
}

const { project } = await api("/api/projects/", {
  method: "POST",
  body: JSON.stringify({
    name: "JS MMM", kpi_type: "revenue",
    time_granularity: "weekly", geo_level: false, model_type: "ridge"
  })
});

const form = new FormData();
form.append("file", fileInput.files[0]);
await api("/api/datasets/" + project.id + "/upload?strategy=replace", {
  method: "POST", body: form
});

const { run_id } = await api("/api/modeling/" + project.id + "/run", {
  method: "POST",
  body: JSON.stringify({
    model_type: "ridge", n_chains: 4, n_iterations: 2000, config: {}
  })
});
const status = await api("/api/modeling/run/" + run_id + "/status");
console.log(status);