Analisis de temperaturas.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analisis de lectura de temperaturas\n",
    "## Laboratorio de calibracion de medidores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: xlrd in c:\\programdata\\anaconda3\\lib\\site-packages (1.2.0)\n",
      "Requirement already satisfied: pandas in c:\\programdata\\anaconda3\\lib\\site-packages (0.24.2)\n",
      "Requirement already satisfied: python-dateutil>=2.5.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from pandas) (2.8.0)\n",
      "Requirement already satisfied: numpy>=1.12.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from pandas) (1.16.2)\n",
      "Requirement already satisfied: pytz>=2011k in c:\\programdata\\anaconda3\\lib\\site-packages (from pandas) (2018.9)\n",
      "Requirement already satisfied: six>=1.5 in c:\\programdata\\anaconda3\\lib\\site-packages (from python-dateutil>=2.5.0->pandas) (1.12.0)\n"
     ]
    }
   ],
   "source": [
    "!pip install xlrd\n",
    "!pip install pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import xlrd\n",
    "y_2016_Marzo_book = xlrd.open_workbook(\"2. BITACORA DE TEMPERATURA/2016/1. temperatura marzo.xlsx\")\n",
    "dia8 = y_2016_Marzo_book.sheet_by_name(\"08.03.2016\")\n",
    "dia9 = y_2016_Marzo_book.sheet_by_name(\"09.03.2016\")\n",
    "dia10 = y_2016_Marzo_book.sheet_by_name(\"10.03.2016\")\n",
    "dia11 = y_2016_Marzo_book.sheet_by_name(\"11.03.2016\")\n",
    "dia14 = y_2016_Marzo_book.sheet_by_name(\"14.03.2016\")\n",
    "dia15 = y_2016_Marzo_book.sheet_by_name(\"15.03.2016\")\n",
    "dia16 = y_2016_Marzo_book.sheet_by_name(\"16.03.2016\")\n",
    "dia17 = y_2016_Marzo_book.sheet_by_name(\"17.03.2016\")\n",
    "dia18 = y_2016_Marzo_book.sheet_by_name(\"18.03.2016\")\n",
    "dia22 = y_2016_Marzo_book.sheet_by_name(\"22.03.2016\")\n",
    "dia23 = y_2016_Marzo_book.sheet_by_name(\"23.03.2016\")\n",
    "dia28 = y_2016_Marzo_book.sheet_by_name(\"28.03.2016\")\n",
    "dia29 = y_2016_Marzo_book.sheet_by_name(\"29.03.2016\")\n",
    "dia30 = y_2016_Marzo_book.sheet_by_name(\"30.03.2016\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "time data 0 does not match format '%H%M' (match)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\tools\\datetimes.py\u001b[0m in \u001b[0;36m_convert_listlike_datetimes\u001b[1;34m(arg, box, format, name, tz, unit, errors, infer_datetime_format, dayfirst, yearfirst, exact)\u001b[0m\n\u001b[0;32m    290\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 291\u001b[1;33m                 \u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtz\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mconversion\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdatetime_to_datetime64\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marg\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    292\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mDatetimeIndex\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_simple_new\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtz\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtz\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mpandas/_libs/tslibs/conversion.pyx\u001b[0m in \u001b[0;36mpandas._libs.tslibs.conversion.datetime_to_datetime64\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: Unrecognized value type: <class 'int'>",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-95-613a282d3afc>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     18\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     19\u001b[0m \u001b[0mdfcopy\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'hora'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_numeric\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdataDia8\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'hora'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'coerce'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 20\u001b[1;33m \u001b[0mdfcopy\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'hora'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_datetime\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdfcopy\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'hora'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mformat\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'%H%M'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     21\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     22\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdfcopy\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'hora'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\tools\\datetimes.py\u001b[0m in \u001b[0;36mto_datetime\u001b[1;34m(arg, errors, dayfirst, yearfirst, utc, box, format, exact, unit, infer_datetime_format, origin, cache)\u001b[0m\n\u001b[0;32m    607\u001b[0m             \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_convert_and_box_cache\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marg\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcache_array\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbox\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    608\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 609\u001b[1;33m             \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mconvert_listlike\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marg\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbox\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mformat\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    610\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    611\u001b[0m         \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mconvert_listlike\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0marray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0marg\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbox\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mformat\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\tools\\datetimes.py\u001b[0m in \u001b[0;36m_convert_listlike_datetimes\u001b[1;34m(arg, box, format, name, tz, unit, errors, infer_datetime_format, dayfirst, yearfirst, exact)\u001b[0m\n\u001b[0;32m    292\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mDatetimeIndex\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_simple_new\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtz\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtz\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    293\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mValueError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 294\u001b[1;33m                 \u001b[1;32mraise\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    295\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    296\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mresult\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\tools\\datetimes.py\u001b[0m in \u001b[0;36m_convert_listlike_datetimes\u001b[1;34m(arg, box, format, name, tz, unit, errors, infer_datetime_format, dayfirst, yearfirst, exact)\u001b[0m\n\u001b[0;32m    259\u001b[0m                 \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    260\u001b[0m                     result, timezones = array_strptime(\n\u001b[1;32m--> 261\u001b[1;33m                         arg, format, exact=exact, errors=errors)\n\u001b[0m\u001b[0;32m    262\u001b[0m                     \u001b[1;32mif\u001b[0m \u001b[1;34m'%Z'\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mformat\u001b[0m \u001b[1;32mor\u001b[0m \u001b[1;34m'%z'\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mformat\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    263\u001b[0m                         return _return_parsed_timezone_results(\n",
      "\u001b[1;32mpandas/_libs/tslibs/strptime.pyx\u001b[0m in \u001b[0;36mpandas._libs.tslibs.strptime.array_strptime\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: time data 0 does not match format '%H%M' (match)"
     ]
    }
   ],
   "source": [
    "#print(\"---- Sensor turbidez (NTU) ----  ----------------------- MOTOR (RPM) ------------------------\")\n",
    "import pandas as pd\n",
    "import time\n",
    "\n",
    "horas1 = dia8.col_values(0)[17:31]\n",
    "temps1 = dia8.col_values(1)[17:31]\n",
    "horas2 = dia8.col_values(3)[17:31]\n",
    "temps2 = dia8.col_values(4)[17:31]\n",
    "\n",
    "\n",
    "dataDia8 = {'hora': horas1 + horas2, 'temperatura': temps1 + temps2}\n",
    "dfdataDia8 = pd.DataFrame(dataDia8)\n",
    "\n",
    "dfdataDia8['hora'] = dfdataDia8['hora'].astype(str)\n",
    "dfdataDia8['temperatura'] = pd.to_numeric(dataDia8['temperatura'])\n",
    "\n",
    "dfcopy = dataDia8\n",
    "\n",
    "dfcopy['hora'] = pd.to_numeric(dataDia8['hora'], errors='coerce')\n",
    "dfcopy['hora'] = pd.to_datetime(dfcopy['hora'], format='%H%M')\n",
    "\n",
    "print(dfcopy['hora'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
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      "text/plain": [
       "<Figure size 1800x1100 with 1 Axes>"
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     },
     "metadata": {
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     "output_type": "display_data"
    }
   ],
   "source": [
    "%config InlineBackend.figure_formats = ['svg']\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.lines as mlines\n",
    "import matplotlib.transforms as mtransforms\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "fig.set_size_inches(9, 5.5, forward=True)\n",
    "fig.set_dpi(200)\n",
    "\n",
    "# only these two lines are calibration curves\n",
    "\n",
    "plt.plot(dfdataDia8['hora'], dfdataDia8['temperatura'], marker='o', linewidth=1, label='Temperaturas')\n",
    "plt.xticks(dfdataDia8['hora'], dfdataDia8['hora'], rotation='vertical')\n",
    "\n",
    "# reference line, legends, and axis labels\n",
    "#line = mlines.Line2D([0, 1], [0, 1], color='black')\n",
    "#transform = ax.transAxes\n",
    "#line.set_transform(transform)\n",
    "#ax.add_line(line)\n",
    "#plt.yscale('log')\n",
    "#plt.xscale('log')\n",
    "plt.legend()\n",
    "\n",
    "plt.grid(b=True, which='minor', color='lightgrey', linestyle='--')\n",
    "\n",
    "fig.suptitle('Control de temperatura')\n",
    "ax.set_xlabel('Hora')\n",
    "ax.set_ylabel('Temperatura (°C)')\n"
   ]
  },
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