{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cc80518c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Health: {'status': 'ok'}\n",
      "Predicted cancellation probabilities: [0.3003077208995819]\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "\n",
    "# Set your API endpoint (local or HF Space)\n",
    "API = \"https://rjuro-hotel-cancel-api.hf.space\"\n",
    "print(\"Health:\", requests.get(f\"{API}/health\", timeout=15).json())\n",
    "\n",
    "payload = {\n",
    "    \"data\": [\n",
    "        {\n",
    "            \"lead_time\":120, \"arrival_date_week_number\":40, \"arrival_date_day_of_month\":15,\n",
    "            \"stays_in_weekend_nights\":1, \"stays_in_week_nights\":2, \"adults\":2, \"children\":0, \"babies\":0,\n",
    "            \"is_repeated_guest\":0, \"previous_cancellations\":0, \"previous_bookings_not_canceled\":1,\n",
    "            \"booking_changes\":0, \"agent\":0, \"days_in_waiting_list\":0, \"adr\":140.0,\n",
    "            \"required_car_parking_spaces\":0, \"total_of_special_requests\":1, \"total_guests\":2,\n",
    "            \"total_nights\":3, \"is_summer\":0, \"previous_cancellation_rate\":0.0,\n",
    "            \"hotel\":\"City Hotel\", \"meal\":\"BB\", \"market_segment\":\"Online TA\",\n",
    "            \"distribution_channel\":\"TA/TO\", \"reserved_room_type\":\"A\", \"deposit_type\":\"No Deposit\",\n",
    "            \"customer_type\":\"Transient\"\n",
    "        }\n",
    "    ]\n",
    "}\n",
    "\n",
    "\n",
    "resp = requests.post(f\"{API}/predict_batch\", json=payload, timeout=30)\n",
    "resp.raise_for_status()\n",
    "print(\"Predicted cancellation probabilities:\", resp.json()[\"probabilities\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a1b481dc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'features': ['lead_time',\n",
       "  'arrival_date_week_number',\n",
       "  'arrival_date_day_of_month',\n",
       "  'stays_in_weekend_nights',\n",
       "  'stays_in_week_nights',\n",
       "  'adults',\n",
       "  'children',\n",
       "  'babies',\n",
       "  'is_repeated_guest',\n",
       "  'previous_cancellations',\n",
       "  'previous_bookings_not_canceled',\n",
       "  'booking_changes',\n",
       "  'agent',\n",
       "  'days_in_waiting_list',\n",
       "  'adr',\n",
       "  'required_car_parking_spaces',\n",
       "  'total_of_special_requests',\n",
       "  'total_guests',\n",
       "  'total_nights',\n",
       "  'is_summer',\n",
       "  'previous_cancellation_rate',\n",
       "  'hotel',\n",
       "  'meal',\n",
       "  'market_segment',\n",
       "  'distribution_channel',\n",
       "  'reserved_room_type',\n",
       "  'deposit_type',\n",
       "  'customer_type']}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 2) Discover expected feature names (nice sanity check)\n",
    "import requests\n",
    "API = \"https://rjuro-hotel-cancel-api.hf.space\"\n",
    "requests.get(f\"{API}/features\", timeout=15).json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "40da2ed6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            baseline: 0.300\n",
      "   riskier_long_lead: 0.556\n",
      "safer_repeated_guest: 0.138\n",
      "    safer_refundable: 0.401\n"
     ]
    }
   ],
   "source": [
    "import requests, copy\n",
    "API = \"https://rjuro-hotel-cancel-api.hf.space\"\n",
    "\n",
    "base = {\n",
    "  \"lead_time\":120,\"arrival_date_week_number\":40,\"arrival_date_day_of_month\":15,\n",
    "  \"stays_in_weekend_nights\":1,\"stays_in_week_nights\":2,\"adults\":2,\"children\":0,\"babies\":0,\n",
    "  \"is_repeated_guest\":0,\"previous_cancellations\":0,\"previous_bookings_not_canceled\":1,\n",
    "  \"booking_changes\":0,\"agent\":0,\"days_in_waiting_list\":0,\"adr\":140.0,\n",
    "  \"required_car_parking_spaces\":0,\"total_of_special_requests\":1,\"total_guests\":2,\n",
    "  \"total_nights\":3,\"is_summer\":0,\"previous_cancellation_rate\":0.0,\n",
    "  \"hotel\":\"City Hotel\",\"meal\":\"BB\",\"market_segment\":\"Online TA\",\n",
    "  \"distribution_channel\":\"TA/TO\",\"reserved_room_type\":\"A\",\"deposit_type\":\"No Deposit\",\n",
    "  \"customer_type\":\"Transient\"\n",
    "}\n",
    "\n",
    "tests = {\n",
    "  \"baseline\": base,\n",
    "  \"riskier_long_lead\": {**base, \"lead_time\": 300, \"total_of_special_requests\": 0},\n",
    "  \"safer_repeated_guest\": {**base, \"is_repeated_guest\": 1, \"total_of_special_requests\": 3, \"lead_time\": 10},\n",
    "  \"safer_refundable\": {**base, \"deposit_type\": \"Refundable\", \"total_of_special_requests\": 2},\n",
    "}\n",
    "\n",
    "payload = {\"data\": list(tests.values())}\n",
    "probs = requests.post(f\"{API}/predict_batch\", json=payload, timeout=30).json()[\"probabilities\"]\n",
    "for name, p in zip(tests.keys(), probs):\n",
    "    print(f\"{name:>20}: {p:.3f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0852a1c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'probabilities': [0.999868631362915]}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tests = [{**base, \"deposit_type\":\"Non Refund\"}]\n",
    "requests.post(f\"{API}/predict_batch\", json={\"data\":tests}, timeout=30).json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2b4ad53c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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