{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import json\n",
    "import requests\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_excel('../data/precios_mexico_test.xlsx', index_col=\"FECHA_HORA\", names=['P'])\n",
    "data = data.to_json(orient='index', date_format='iso')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "header = {'Content-Type': 'application/json', \\\n",
    "                  'Accept': 'application/json'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "500\n"
     ]
    }
   ],
   "source": [
    "resp = requests.post(\"http://192.168.98.218:8001/predict\", \\\n",
    "                    data = json.dumps(data),\\\n",
    "                    headers= header)\n",
    "print(resp.status_code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred = resp.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'predictions': '{\"2019-01-12T00:00:00.000Z\":{\"pred_price\":46.2446253762},\"2019-01-12T01:00:00.000Z\":{\"pred_price\":42.6567522461},\"2019-01-12T02:00:00.000Z\":{\"pred_price\":40.06638629},\"2019-01-12T03:00:00.000Z\":{\"pred_price\":38.5590317149},\"2019-01-12T04:00:00.000Z\":{\"pred_price\":39.0868766871},\"2019-01-12T05:00:00.000Z\":{\"pred_price\":42.8080886478},\"2019-01-12T06:00:00.000Z\":{\"pred_price\":50.3984981025},\"2019-01-12T07:00:00.000Z\":{\"pred_price\":60.7169270578},\"2019-01-12T08:00:00.000Z\":{\"pred_price\":70.3679361597},\"2019-01-12T09:00:00.000Z\":{\"pred_price\":74.4885856428},\"2019-01-12T10:00:00.000Z\":{\"pred_price\":72.4954247192},\"2019-01-12T11:00:00.000Z\":{\"pred_price\":70.1493786545},\"2019-01-12T12:00:00.000Z\":{\"pred_price\":69.1885689817},\"2019-01-12T13:00:00.000Z\":{\"pred_price\":69.8526264405},\"2019-01-12T14:00:00.000Z\":{\"pred_price\":70.4396281485},\"2019-01-12T15:00:00.000Z\":{\"pred_price\":69.3059365383},\"2019-01-12T16:00:00.000Z\":{\"pred_price\":67.9165903391},\"2019-01-12T17:00:00.000Z\":{\"pred_price\":69.0792349934},\"2019-01-12T18:00:00.000Z\":{\"pred_price\":72.4516750076},\"2019-01-12T19:00:00.000Z\":{\"pred_price\":73.9443164917},\"2019-01-12T20:00:00.000Z\":{\"pred_price\":74.0218012173},\"2019-01-12T21:00:00.000Z\":{\"pred_price\":72.9838110814},\"2019-01-12T22:00:00.000Z\":{\"pred_price\":68.0173798},\"2019-01-12T23:00:00.000Z\":{\"pred_price\":58.5985156676}}'}"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x24f4f820c50>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred = pd.read_json(pred['predictions'], orient='index')\n",
    "pred.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       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0Z\":{\"P\":87.297},\"2019-01-08T21:00:00.000Z\":{\"P\":88.597},\"2019-01-08T22:00:00.000Z\":{\"P\":81.011},\"2019-01-08T23:00:00.000Z\":{\"P\":76.995},\"2019-01-09T00:00:00.000Z\":{\"P\":55.631},\"2019-01-09T01:00:00.000Z\":{\"P\":48.475},\"2019-01-09T02:00:00.000Z\":{\"P\":43.34},\"2019-01-09T03:00:00.000Z\":{\"P\":34.094},\"2019-01-09T04:00:00.000Z\":{\"P\":40.626},\"2019-01-09T05:00:00.000Z\":{\"P\":46.586},\"2019-01-09T06:00:00.000Z\":{\"P\":59.818},\"2019-01-09T07:00:00.000Z\":{\"P\":70.443},\"2019-01-09T08:00:00.000Z\":{\"P\":75.76},\"2019-01-09T09:00:00.000Z\":{\"P\":76.826},\"2019-01-09T10:00:00.000Z\":{\"P\":77.875},\"2019-01-09T11:00:00.000Z\":{\"P\":77.911},\"2019-01-09T12:00:00.000Z\":{\"P\":76.23},\"2019-01-09T13:00:00.000Z\":{\"P\":75.996},\"2019-01-09T14:00:00.000Z\":{\"P\":76.712},\"2019-01-09T15:00:00.000Z\":{\"P\":78.241},\"2019-01-09T16:00:00.000Z\":{\"P\":76.144},\"2019-01-09T17:00:00.000Z\":{\"P\":78.009},\"2019-01-09T18:00:00.000Z\":{\"P\":78.212},\"2019-01-09T19:00:00.000Z\":{\"P\":79.343},\"2019-01-09T20:00:00.000Z\":{\"P\":78.756},\"2019-01-09T21:00:00.000Z\":{\"P\":79.886},\"2019-01-09T22:00:00.000Z\":{\"P\":74.803},\"2019-01-09T23:00:00.000Z\":{\"P\":69.404},\"2019-01-10T00:00:00.000Z\":{\"P\":51.736},\"2019-01-10T01:00:00.000Z\":{\"P\":43.391},\"2019-01-10T02:00:00.000Z\":{\"P\":33.635},\"2019-01-10T03:00:00.000Z\":{\"P\":32.823},\"2019-01-10T04:00:00.000Z\":{\"P\":32.473},\"2019-01-10T05:00:00.000Z\":{\"P\":42.425},\"2019-01-10T06:00:00.000Z\":{\"P\":54.037},\"2019-01-10T07:00:00.000Z\":{\"P\":62.533},\"2019-01-10T08:00:00.000Z\":{\"P\":65.512},\"2019-01-10T09:00:00.000Z\":{\"P\":68.069},\"2019-01-10T10:00:00.000Z\":{\"P\":71.067},\"2019-01-10T11:00:00.000Z\":{\"P\":68.881},\"2019-01-10T12:00:00.000Z\":{\"P\":69.273},\"2019-01-10T13:00:00.000Z\":{\"P\":71.47},\"2019-01-10T14:00:00.000Z\":{\"P\":67.986},\"2019-01-10T15:00:00.000Z\":{\"P\":69.532},\"2019-01-10T16:00:00.000Z\":{\"P\":65.774},\"2019-01-10T17:00:00.000Z\":{\"P\":67.977},\"2019-01-10T18:00:00.000Z\":{\"P\":70.207},\"2019-01-10T19:00:00.000Z\":{\"P\":72.734},\"2019-01-10T20:00:00.000Z\":{\"P\":71.212},\"2019-01-10T21:00:00.000Z\":{\"P\":68.01},\"2019-01-10T22:00:00.000Z\":{\"P\":67.307},\"2019-01-10T23:00:00.000Z\":{\"P\":65.682},\"2019-01-11T00:00:00.000Z\":{\"P\":64.452},\"2019-01-11T01:00:00.000Z\":{\"P\":56.638},\"2019-01-11T02:00:00.000Z\":{\"P\":48.571},\"2019-01-11T03:00:00.000Z\":{\"P\":47.26},\"2019-01-11T04:00:00.000Z\":{\"P\":46.103},\"2019-01-11T05:00:00.000Z\":{\"P\":55.939},\"2019-01-11T06:00:00.000Z\":{\"P\":67.026},\"2019-01-11T07:00:00.000Z\":{\"P\":76.771},\"2019-01-11T08:00:00.000Z\":{\"P\":83.542},\"2019-01-11T09:00:00.000Z\":{\"P\":89.54},\"2019-01-11T10:00:00.000Z\":{\"P\":86.793},\"2019-01-11T11:00:00.000Z\":{\"P\":90.08},\"2019-01-11T12:00:00.000Z\":{\"P\":88.869},\"2019-01-11T13:00:00.000Z\":{\"P\":90.831},\"2019-01-11T14:00:00.000Z\":{\"P\":90.831},\"2019-01-11T15:00:00.000Z\":{\"P\":86.253},\"2019-01-11T16:00:00.000Z\":{\"P\":86.388},\"2019-01-11T17:00:00.000Z\":{\"P\":90.831},\"2019-01-11T18:00:00.000Z\":{\"P\":101.183},\"2019-01-11T19:00:00.000Z\":{\"P\":102.504},\"2019-01-11T20:00:00.000Z\":{\"P\":98.774},\"2019-01-11T21:00:00.000Z\":{\"P\":87.426},\"2019-01-11T22:00:00.000Z\":{\"P\":85.978},\"2019-01-11T23:00:00.000Z\":{\"P\":85.158}}'"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_data = pd.read_excel('../data/precios_mexico_test.xlsx', index_col=\"FECHA_HORA\", names=['P'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       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     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "test_data.to_json(orient='index', date_format='iso')"
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  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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