ConditionMonitor.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from glob import glob\n",
    "import re\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "loc_condition = '../local_data/RP/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "flist = glob(loc_condition+'*.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "fields2import = ['RunN', 'BoxVoltage', 'BarVoltage', 'BoxHum', 'BoxTemp', 'x_stage', 'y_stage', 'z_rotation']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('RunN', '<i4'), ('BoxVoltage', '<f4'), ('BarVoltage', '<f4'), ('BoxHum', '<f4'), ('BoxTemp', '<f4'), ('x_stage', '<f4'), ('y_stage', '<f4'), ('z_rotation', '<f4')]\n"
     ]
    }
   ],
   "source": [
    "data = []\n",
    "for fname in flist:\n",
    "    f = open(fname)\n",
    "\n",
    "    rn = int(re.search('n[0-9]+_', fname).group(0)[1:-1])\n",
    "    ddic = {}\n",
    "    for l in f.readlines():\n",
    "        idx = l.find(':')\n",
    "        ddic[l[:idx]] = l[idx+2:]\n",
    "\n",
    "    aux = []\n",
    "    for n in fields2import:\n",
    "        if n == 'RunN':\n",
    "            aux.append(rn)\n",
    "        elif not n in ddic.keys():\n",
    "            aux.append(np.nan)\n",
    "        else:\n",
    "            try:\n",
    "                a = float(ddic[n])\n",
    "            except ValueError:\n",
    "                a = np.nan\n",
    "            aux.append(a)\n",
    "    f.close()\n",
    "    data.append(tuple(aux))\n",
    "\n",
    "dt = [(n, '<i4'if n=='RunN'else'<f4') for n in fields2import]\n",
    "print dt\n",
    "data = np.array(data, dtype=dt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "matplotlib.rcParams.update({'font.size': 16})\n",
    "for i,n in enumerate(fields2import): \n",
    "    if n == 'RunN': continue\n",
    "    plt.figure(i, figsize=(8,6))\n",
    "    plt.plot(data['RunN'], data[n], '.', lw=0)\n",
    "    plt.xlim(6200, 50+np.max(data['RunN']))\n",
    "    units = ''\n",
    "    if 'Voltage' in n:\n",
    "        units=' [V]'\n",
    "    elif 'stage' in n:\n",
    "        units=' [mm]'\n",
    "    elif 'Hum' in n:\n",
    "        units=' [%]'\n",
    "    elif 'Temp' in n:\n",
    "        units=' [C]'\n",
    "    elif 'rota' in n:\n",
    "        units=' [deg]'\n",
    "        \n",
    "    plt.ylabel(n+units)\n",
    "    plt.xlabel('Run Number')\n",
    "    plt.grid()\n",
    "    plt.savefig('../../../www/FNALTB_1904/StageCondition/{}.png'.format(n), bbox_inches='tight')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}