dask-dataframes-demo.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"http://dask.readthedocs.io/en/latest/_images/dask_horizontal.svg\" \n",
    "     width=\"30%\" \n",
    "     align=right\n",
    "     alt=\"Dask logo\">\n",
    "\n",
    "\n",
    "## Ejecución de codigo pandas en paralelo\n",
    "\n",
    "*Though you don't really need to do this, because dask.dataframe does most of it for you*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Datos financieros en multiples archivos CSV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "timestamp,close,high,low,open\r\n",
      "2012-01-03 09:00:00,398.391,398.391,397.88,398.065\r\n",
      "2012-01-03 09:02:00,398.904,398.904,398.482,398.482\r\n",
      "2012-01-03 09:04:00,398.879,398.879,398.613,398.799\r\n",
      "2012-01-03 09:06:00,399.191,399.202,399.0,399.0\r\n",
      "2012-01-03 09:08:00,399.018,399.07,398.935,399.07\r\n",
      "2012-01-03 09:10:00,398.799,398.96,398.799,398.96\r\n",
      "2012-01-03 09:12:00,398.86,398.86,398.69,398.78\r\n",
      "2012-01-03 09:14:00,399.203,399.203,398.871,398.871\r\n",
      "2012-01-03 09:16:00,399.353,399.391,399.318,399.318\r\n"
     ]
    }
   ],
   "source": [
    "!head data/minute/aapl/2012-01-03T00:00:00.csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "250"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from glob import glob\n",
    "\n",
    "filenames = sorted(glob('data/minute/aapl/2012-*.csv'))\n",
    "len(filenames)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "250"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(filenames)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Use Pandas on one file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>timestamp</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>open</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2012-01-03 09:00:00</td>\n",
       "      <td>398.391</td>\n",
       "      <td>398.391</td>\n",
       "      <td>397.880</td>\n",
       "      <td>398.065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2012-01-03 09:02:00</td>\n",
       "      <td>398.904</td>\n",
       "      <td>398.904</td>\n",
       "      <td>398.482</td>\n",
       "      <td>398.482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2012-01-03 09:04:00</td>\n",
       "      <td>398.879</td>\n",
       "      <td>398.879</td>\n",
       "      <td>398.613</td>\n",
       "      <td>398.799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2012-01-03 09:06:00</td>\n",
       "      <td>399.191</td>\n",
       "      <td>399.202</td>\n",
       "      <td>399.000</td>\n",
       "      <td>399.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2012-01-03 09:08:00</td>\n",
       "      <td>399.018</td>\n",
       "      <td>399.070</td>\n",
       "      <td>398.935</td>\n",
       "      <td>399.070</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            timestamp    close     high      low     open\n",
       "0 2012-01-03 09:00:00  398.391  398.391  397.880  398.065\n",
       "1 2012-01-03 09:02:00  398.904  398.904  398.482  398.482\n",
       "2 2012-01-03 09:04:00  398.879  398.879  398.613  398.799\n",
       "3 2012-01-03 09:06:00  399.191  399.202  399.000  399.000\n",
       "4 2012-01-03 09:08:00  399.018  399.070  398.935  399.070"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv(filenames[0], parse_dates=['timestamp'])\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "398.5203112033194"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.close.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "timestamp\n",
       "9     398.996900\n",
       "10    398.860200\n",
       "11    398.220767\n",
       "12    397.041733\n",
       "13    397.896533\n",
       "14    398.194200\n",
       "15    399.501600\n",
       "16    399.416467\n",
       "17    399.543000\n",
       "Name: close, dtype: float64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby(df.timestamp.dt.hour).close.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fcc1d82c390>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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KWL0a/vSn0B1/1Cho0iR2RCKS7TRMKVIDCgqga1do3hzuuit2NFJRv/wCp54a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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fcc1d81a860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "(df.groupby(df.timestamp.dt.hour)\n",
    "   .close\n",
    "   .mean()\n",
    "   .plot(figsize=(10, 4)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Hay mas de un archivo \n",
    "#!ls data/minute/aapl/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dask,dataframe puede hacer todo esto sobre todos los archivos csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "397.7775601110766"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import dask.dataframe as dd\n",
    "\n",
    "df = dd.read_csv('data/minute/aapl/*.csv', parse_dates=['timestamp'])\n",
    "df.close.mean().compute()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Use Pandas and a for loop on many CSV files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Delayed('truediv-6d26699493ff9ce311341a5fab2effca')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from dask import delayed\n",
    "\n",
    "# Definimos la operacion, solo la declaramos, el computo se hara \n",
    "# hasta que se lo especifiquemos\n",
    "dfs = []\n",
    "for fn in filenames[:10]:\n",
    "    # Agregamos operaciones read_csv\n",
    "    df = delayed( pd.read_csv)(fn, parse_dates=['timestamp'])    \n",
    "    dfs.append(df)\n",
    "\n",
    "# Mas operaciones, sums u counts sobre el \n",
    "# pandas.dataframe df\n",
    "sums = []\n",
    "counts = []\n",
    "for df in dfs:\n",
    "    sums.append(df.close.sum())\n",
    "    counts.append(df.close.count())\n",
    "\n",
    "# Resultado acumulado y reducido, entrga objeto delayed    \n",
    "result = delayed(sum)(sums) / delayed(sum)(counts)\n",
    "result"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Paralelizamos la operacion con Dask.delayed\n",
    "\n",
    "**¡IMPORTANTE!**\n",
    "Solo usaremos los primeros 10 archivos para producir una visualizacion\n",
    "razonable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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a1HHqbVNTU1paWtKtW7eMHDmyY3hb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\nGPQoeSMc9ABBC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KE2fvx4nx+Li4vTf/7znxCmgW3bt2/X\n+PHjve7FFtu8eXMIE8FJ9u3bpxEjRvgcgIqPj+fOuJAxRv369fP58aKiIm3fvj2EieBkX331VZnn\nnZiYGO50Cg/6Aid4//33lZCQ4PVjOTk5Wrx4cYgTwcnoCwJBXxAI+hLd2M+tnKgfxl25cqVOnDjh\n8+MHDhzQokWLQpgIKO3qq69WWlpaqcdjYmJ09dVXa9OmTerdu7eFZAg3VatW1eDBg0sMz7lcLnXo\n0EHr1q3T1KlTLaaD09AXlKdv375eX7R0zTXXaMaMGapZs6aFVLCpRYsWqlatWqnHY2Ji5HK51KtX\nL+3cuVO9evWykA42pKWllTlsU1hYqH379mnQoEEhTIVQO3nypM9hTOnMC2Fnz56tpUuXhjAVQuVf\n//qXz43bgoIC/fOf/+RdXiLYgQMHNHnyZJ8v1nG5XFq1alWIU8GmkSNHlvmirPj4eIZxo9gTTzxR\n5t11jDEM40Jvv/22MjIyyrzO2LFjR+gCwbEKCgrUu3fvMt/BJz4+nuFKSKIvcAZjjN59912f66HY\n2FjNnj07xKngVPQFgaAvCAR9iW7s51Ze1A/jLly40OeTQtKZwYHJkyeHMBFQmsvl0h/+8AfPHSjj\n4uIUFxenyy67TMnJybrooossJ0Q4eeSRRzz/7XK5NHDgQH3xxReaMGGCBg8erDfffNNiOjgNfUFZ\nbrvtNiUnJ0s6c+EVFxenyZMnKyEhQbfeequOHTtmOSFCLSYmRh06dCjxxEV8fLzi4+M1cOBAvfXW\nW6pRo4bFhAi1tLQ0n3c2S0xMlMvlUteuXfXMM8+EOBlCad++fT7vkHy2Rx55xK/PQ3hZsGBBmYNV\nLpdLM2bMCGEihNJrr71W5jtOFRQU6MsvvwxhIti0du1azZ8/v8x3UpCk77//PkSJ4CRr167V7Nmz\nyxywLCgo4I6nUe7EiRMaPnx4uWvGAwcO+LwOQfR49913tXnz5jKPK263mxeGQRJ9gTNkZGRoz549\nPj9eWFiojz76SDk5OSFMBaeiLwgEfUEg6Et0Yz+38qJ+GPejjz4q80mhoqIiLV26lFc6wrquXbuq\nsLBQCQkJql+/vr744gt98MEHWrt2rV566SXb8RBGGjRooHvvvVeS9Pjjj2vSpElyuVwaMmSInn32\nWQ0aNIhXMsGDvqAsVapU0R//+EdJUnJyshYuXKiBAwfqww8/1IkTJ9SnTx+e/IpCHTt29LxwyOVy\nqXfv3hoyZIjeeecdnjiPQunp6aUei4uLU1JSkoYOHart27frs88+U5s2bSykQ6h4u56OjY1VYmKi\npF/e8aNHjx5l3i0R4efw4cP69ttvy/ycwsJCvfHGG2Vu8CE8HT9+XK+//nqZAw3SmbsXHjlyJESp\nYNPatWs9A3RxcXFeb5BQUFCgDRs2hDoaHOLaa6/13IwgMTHR899n27ZtW6hjwUFiYmL0+9//XnXq\n1JF05kU9SUlJpdaQBQUF2r9/v42IcJDmzZvr1ltvVUpKiqSS1yDFCgoKtHv3bhvx4DD0BU4wd+7c\nMm8iJp3p4YIFC0KUCE5GXxAI+oJA0JfoxX5ucET1MO7OnTu1detWxcXFeTb3vL39iNvtZqob1nXp\n0kVVqlRRjx499N1336ldu3a64oor9Oqrr+r555/XmjVrbEdEGHn11Vf1/vvva+zYsSU2q59//nk9\n/vjj6tOnj/7xj39YTAgnoS8oy+DBg3XTTTdp7dq16tKliySpbt26WrBggZYuXapnn33WckKEWseO\nHXX69GnVq1dP//u//6vp06drzJgxaty4sR5++GHuehllateuLenMk+axsbGqWbOmunbtKpfLpSee\neEKNGze2nBChUDyMGxcXJ0lKSkrSxRdfrDZt2mjx4sU6evSo1q9frzFjxtiMifNgyZIlcrvdio+P\n9+y7eBu4PnjwIC+CjkBut1s33HCDLrnkklKDDAkJCUpISJDL5ZIxRqtXr7aUEqE0cOBAHTt2TCtX\nrtTkyZP14IMPqkaNGqpWrZrnc2JjY7kzbpRq1aqVvvrqK+Xk5GjNmjV69dVXVbt2bTVo0MBz7oiN\njVVmZibXFFEsOTlZc+bMUVZWlnbu3KnZs2fr0ksvVcOGDRUbGyvplzXnrl27bEaFA1x//fX65JNP\nlJ2dre+++07PPvusateurfr160s6M8wdExOjnTt3Wk4KJ6AvcILybiImnbnO+vTTT0OUCE5GXxAI\n+oJA0JfoxX5ucMTZDmBTrVq1NGrUKElS9erVlZKSos8++0wbNmzQW2+9pZSUFCUnJys5OVkNGza0\nnBbRrmbNmjp8+LCSkpJKPD5w4EB99tln6tmzp7755htdcMEFlhIinNSvX99zt9NzvfLKKzpx4oQe\neOABJScn65ZbbglxOjgNfUFZrr32Wv3v//6v18dnzpype++9V82bN9f9999vIR1saNOmjebOnatu\n3bqpatWqks5coM2YMUPt2rXTzJkz1bdvX7shETLp6elKTExUo0aN9MQTT6hnz55yu91q1KiRJk+e\nzMB+lGjWrJnuv/9+tWzZUu3atVPLli310ksvaebMmZ4XciAyXXXVVRowYICSk5NVo0YNpaamasqU\nKWrUqJGefvppz2M1atTwnDMQOWrUqFFiU/7gwYPq0aOH8vPz1b17d+3YsUM//fST9u7dq5o1a1pM\nilCqXr26rr/+el1//fVas2aNpk6dqq1btyo5OVnfffedNm7c6PVmCYgeCQkJat26tWJjY7Vv3z5t\n3rxZ9evX19q1a5WRkaHjx49zJ31Iki666CLVr19ff/rTn/T666/rvvvuU0ZGhlauXKmtW7eqUaNG\ntiPCIVwul5o3b64vv/xSubm5Onz4sPbt26cVK1ZoxYoVqlevnu2IcBD6Apvmzp1b4m3BN2zYoBdf\nfFHvvPOOkpOTPY9fffXVNuLBYegLAkFfEAj6Er3Yzw0Ol+Fl5CX87W9/0/Tp03m7K4SVAwcO6Oqr\nr9btt9+uqVOn2o6DCOB2u9W7d2998MEH+te//qXf/va3tiPBwegLyjJy5Ei99tpr+vLLL9W6dWvb\ncWDZkCFDNGvWLG3evNnztqKIfIcPH1bNmjVLDE0888wzeuutt7Rz505VqVLFYjrYsmzZMnXq1EmZ\nmZmeOw0hOtx1112qUqWK5syZYzsKLLjuuuvUsWNHjR071nYUOMD06dM1dOhQHT9+nAFclDJlyhSN\nGjVKR44cYfgWPn399ddq2bKlNm3apGbNmtmOA4fr2bOnjh49qoULF9qOgjBAX+AES5YsUdeuXZWd\nna0aNWrYjgOHoy8IBH1BIOhLdGM/N2AZ7HKeo1q1asrJybEdAwhIenq6pk2bprfeeksLFiywHQcR\nICYmRjNnztStt96qbt26ae3atbYjwcHoC8ry4osvqkuXLrrjjjt4+2no5ZdfVo0aNfToo4/ajoIQ\nqlWrVqkBikGDBuno0aMM40Wx6667TvHx8VqxYoXtKAixlJQUHTt2zHYMWLJr1y7efQoeGzduVLNm\nzRjEhVcZGRlq2bIlg7go06pVq5SamqorrrjCdhSEgRUrVqhdu3a2YyBM0BcAAACA/dyKYKfzHAzj\nIlx169ZN/fv3V79+/bRv3z7bcRABYmNjNWvWLLVv315dunTRN998YzsSHIy+wJeYmBjNmjVLtWrV\n0u233678/HzbkWBR1apV9dZbb2n+/Pn68MMPbceBRfXq1VOPHj00YcIE8WYt0Sk5OVnXXnutVq5c\naTsKQoxh3Oh18uRJ7d+/XxdddJHtKHCIjRs36qqrrrIdAw6VkZHBu6ugXKtWrVLr1q0Z2ka5du3a\npV27dql9+/a2oyAM0BcAAACA/dyKYhj3HNWqVVNeXp7cbrftKEDAJkyYoFq1aqlv374MNSAoEhIS\nNH/+fLVo0UK/+93vtGXLFtuR4GD0Bb5ccMEF+uSTT7Rz504NGDDAdhxYdtNNN6lXr14aNGiQsrOz\nbceBRcOHD9emTZu0ZMkS21FgSfv27bkzbhRiGDd67dmzR8YYNm/hwTAufDl+/Li+//57tWrVynYU\nONyqVavUtm1b2zEQBlasWKHExESOK/ALfQEAAADYz60ohnHPUa1aNRljlJubazsKELCqVatq9uzZ\n+uKLL/TGG2/YjoMIkZSUpAULFqhRo0bq0qWLfv75Z9uR4GD0Bb5cfPHF+uCDDzRv3jz9/e9/tx0H\nlk2YMEFut1tPPPGE7Siw6Morr1SnTp00YcIE21FgSbt27bRhwwadOHHCdhSEEMO40WvXrl2SxOYt\nJElZWVk6dOgQw7jwat26dXK73WrTpo3tKHCwrKws/fTTTwzjwi8rV65Uy5YtlZSUZDsKwgB9AQAA\nANjPrSiGcc9RrVo1SVJOTo7lJEDFtGzZUs8++6yGDx+ujRs32o6DCFG9enUtWbJEaWlp6ty5s/bu\n3Ws7EhyMvsCXDh06aNy4cXryySf16aef2o4Di2rWrKnXX39dM2bM0Oeff247Dix67LHHtHjxYm3Y\nsMF2FFjQvn17ud1urVq1ynYUhBDDuNFr165dSk5OVu3atW1HgQMU7zUE/w0AACAASURBVFkxjAtv\nMjIydOGFF6pevXq2o8DBVq9erdjYWIa24ZcVK1aoffv2tmMgTNAXAAAAgP3cimIY9xwM4yISjBo1\nStddd5369Omj06dP246DCFGjRg199tlnio+P10033aT9+/fbjgQHoy/wZfDgwerfv7/uv/9+bdq0\nyXYcWPTHP/5Rt99+ux5++GHelSKK/e53v1OzZs30+uuv244CC9LT09WkSROtWLHCdhSEUEpKinJy\ncuR2u21HQYjt2rVLDRs2tB0DDrFx40alp6crPT3ddhQ40Nq1a9W6dWvbMeBwq1at0hVXXKHq1avb\njgKHO3LkiL777ju1a9fOdhSEAfoCAAAAnMF+bsUwjHsOhnERCWJiYvTOO+9o+/bteu6552zHQQRJ\nT0/X0qVLderUKXXt2lXZ2dm2I8HB6At8mTRpklq2bKnbbrtNhw4dsh0HFr3xxhs6evSoRo8ebTsK\nLHG5XBo6dKhmz56trKws23FgQfv27RnGjTIpKSlyu906ceKE7SgIsV27dvGWZvDYuHEjd8WFTxkZ\nGWrVqpXtGHC4VatWqW3btrZjIAwUvxMHdzqFP+gLAAAAcAb7uRXDMO45GMZFpGjcuLEmTZqksWPH\natmyZbbjIIJceOGFWrp0qQ4ePKhbbrmF4yXKRF/gTXx8vObPn6+YmBj16NFDhYWFtiPBknr16ulv\nf/ubJkyYoHXr1tmOA0t69+6t1NRUvfHGG7ajwIL27dtr9erVvKNHFElJSZEkHTt2zHIShBqbtzgb\nw7jwZe/evdqzZw93xkWZTp8+rXXr1jGMC7+sXLlSV1xxhWrWrGk7CsIAfQEAAADOYD+3YhjGPQfD\nuIgkvXv31h//+Ef16dNHR44csR0HEeTSSy/V4sWLtXXrVt1xxx06efKk7UhwMPoCb2rVqqUPPvhA\nq1ev1vDhw23HgUX9+/fXjTfeqH79+qmgoMB2HFiQmJioAQMGaPLkycrNzbUdByHWvn175efn65tv\nvrEdBSHCMG704m3NUKyoqEibN29mGBdeZWRkKCYmhjvjokzffvut8vPzGcaFX1asWMFdTuE3+gIA\nAACcwX5uxTCMe47k5GTFxMQwjIuIMWXKFMXExOjRRx+1HQUR5sorr9Tnn3+ur7/+Wvfeey8DVCgT\nfYE3V199td577z1NmjRJ06ZNsx0HlrhcLr3xxhvaunWrXn31VdtxYMmgQYOUn5+vWbNm2Y6CEGvS\npInq1aunFStW2I6CEGEYNzoZY7R7927upABJ0rZt25Sfn88wLrzKyMjQ5ZdfrgsuuMB2FDjYqlWr\nVLNmTTVt2tR2FDjcyZMnlZGRoXbt2tmOgjBAXwAAAIAz2M+tOIZxz+FyuVS1alWGcRExatSooffe\ne0/vv/++5syZYzsOIsw111yjhQsXatmyZerRo4eKiopsR4KD0Rd4c8cdd+i5557T4MGD9cUXX9iO\nA0uaNGmi0aNHa8yYMdq8ebPtOLAgLS1NPXv21Pjx4+V2u23HQYhdf/31Wrlype0YCBGGcaPToUOH\nlJeXx+YtJEkbN25UTEyMmjdvbjsKHCgjI0OtW7e2HQMOt2rVKl133XVyuVy2o8DhvvrqK506dYo7\nncIv9AUAAAA4g/3cimMY14tq1aoxjIuI0rFjRw0bNkwDBw7Uzp07bcdBhGnbtq0++ugjLVy4UP36\n9WOABmWiL/Dmueee0913363u3bvrp59+sh0Hljz22GO66qqrODZEseHDh2vbtm1atGiR7SgIsXbt\n2mn58uUyxtiOghBISkpSQkICw7hRZteuXZLE5i0knRnGveSSS1S1alXbUeAwbrdb69atU6tWrWxH\ngcP95z//Udu2bW3HQBhYsWKFLrzwQjVu3Nh2FIQB+gIAAACcwX5uxTGM6wXDuIhEL774oi6++GI9\n8MAD3I0SQdepUyfNmzdPc+bM0ZAhQ2zHgcPRF5zL5XLp7bffVuPGjXXXXXcpNzfXdiRYEBcXpxkz\nZuirr77SlClTbMeBBU2bNlXXrl01YcIE21EQYu3bt9ehQ4f0448/2o6CEKlevTrDuFFm165dcrlc\natiwoe0ocICNGzfqqquush0DDvTDDz/o2LFj3BkXZcrMzNTOnTsZxoVfVq5cqXbt2tmOgTBBXwAA\nAIAz2M+tOIZxvahWrRpDIIg4iYmJmjNnjr766iuNHTvWdhxEoG7dumnu3LmaMmWKnn32Wdtx4HD0\nBedKSkrSP//5T2VlZalXr17cGTVKXX311Ro+fLiefPJJ/fzzz7bjwILHHntMy5Yt0zfffGM7CkLo\n2muvVbVq1bRixQrbURAiKSkpDONGmV27dqlOnTpKTEy0HQUOwDAufMnIyFBSUpJatGhhOwocbM2a\nNYqNjdV1111nOwoczu12a8WKFQxXwi/0BQAAAPgF+7kVxzCuF9wZF5GqWbNmevnll/Xcc88pIyPD\ndhxEoLvvvlszZszQiy++qL/97W+248Dh6AvOddFFF+mDDz7QokWL9MILL9iOA0v++te/qlGjRho0\naJDtKLDg5ptv1jXXXMPdcaNMXFycrrvuOoZxowjDuNFn165dvKUZJEm5ubn66aefGMaFV2vXrtU1\n11yj+Ph421HgYKtWrVLz5s11wQUX2I4Ch9uyZYuys7PVoUMH21EQBugLAAAA8Av2cyuOYVwvGMZF\nJPvLX/6izp07q0+fPsrLy7MdBxGoT58+mjhxokaOHKnx48fbjgOHoy841/XXX6+pU6fqhRde0Lx5\n82zHgQWJiYmaPn26Fi9erNmzZ9uOAwuGDh2q999/X7t377YdBSHUvn17hnGjCMO40WfXrl1q1KiR\n7RhwgM2bN8vtdjOMC68yMjLUunVr2zHgcKtWrVLbtm1tx0AYWL58uVJSUnT11VfbjoIwQF8AAACA\nX7CfW3EM43rBMC4imcvl0ltvvaVDhw5pxIgRtuMgQj366KN64YUXNHz4cE2fPt12HDgcfcG5+vTp\no0cffVQPPvig1q1bZzsOLGjbtq3+/Oc/a8iQITpw4IDtOAixHj16qHbt2nrjjTdsR0EItW/fXtu2\nbdO+fftsR0EIMIwbfbiTAopt3LhRVatW1SWXXGI7Chzm1KlT2rBhg1q1amU7Chzs9On/n707j6uy\nTv/Hf50FkF1cQM09BTFTcykVDbWMsbJcKidzyfxaZlO2W+M0zrTXxzFbxyzL1MqcmbJcMi0VBRcs\nykgR9xDNBVECWZRzrt8f/CTQA5z7nPt9v9/3fV7Px8PHPMbk3Bder+vy5u3t4Rz98MMPeBgXvJKe\nnk59+/Ylux1/FQr1Q14AAAAAAP6A81zf4SsKD/AwLlhdixYt6L333qN///vftGLFCtnlgEU988wz\nNH36dJoyZQotWbJEdjmgOOQFLjZ79mwaOHAgjRo1io4fPy67HJDg5ZdfprCwMHr44YdllwIGCw4O\npgceeIDeffddfF0WQPr27UtOp5PS09NllwIGwMO4gSc3N5datWoluwxQQFZWFiUmJpLD4ZBdCijm\np59+onPnzuGdcaFOP/30E5WVleFhXPBKWloaJSUlyS4DTAJ5AQAAAAD4A85zfYeHcT3Aw7gQCIYP\nH0733HMP3XPPPXTs2DHZ5YBFvfTSSzRt2jQaP348HvyGeiEvUJ3D4aCPP/6YQkJCaOTIkVReXi67\nJDBYZGQkvfvuu/Tpp5/Sl19+KbscMNj9999P586dowULFsguBQwSHh5O3bt3x8O4AQIP4waWsrIy\nOn78ON5JAYio8mHcK6+8UnYZoKCMjAxq3LgxdejQQXYpoLDNmzdTkyZNqGPHjrJLAcUdPnyYDh06\nRP3795ddCpgA8gIAAAAA8Aec5/oHD+N6gIdxIVC8/vrrFBMTQxMnTiRmll0OWNSsWbNowoQJNGrU\nKPrmm29klwOKQ16gupiYGFq+fDnt2rWL7rvvPtnlgARDhw6lMWPG0NSpU+nMmTOyywEDNWrUiCZM\nmECzZ88ml8sluxwwSP/+/SktLU12GWAAPIwbWPLy8oiZcXgLRISHcaF2GRkZ1KtXL7LZbLJLAYVt\n2bKFrrnmGuQE6pWenk7BwcF0zTXXyC4FTAB5AQAAAAD4A85z/YOHcT0IDw/Hw7gQEMLDw+njjz+m\n7777jubNmye7HLAom81Gc+fOpZEjR9LIkSNp06ZNsksChSEvcLGEhARasmQJLV68mF5//XXZ5YAE\nb7zxBlVUVNBf//pX2aWAwR5++GH69ddf6auvvpJdChgkKSmJfvrpJyoqKpJdCgiGh3EDS25uLhER\nDm+Bjh8/TidOnMDDuOBRRkYGXX311bLLAMVt2bKF+vbtK7sMMIH09HTq0aMHhYaGyi4FTAB5AQAA\nAAD4A85z/YOHcT3AO+NCIOnVqxfNmDGDHn30UcrJyZFdDliUw+GghQsX0uDBg2nYsGH0ww8/yC4J\nFIa8wMVSUlLoxRdfpMcee4xWrVoluxwwWOPGjWn27Nn07rvv0saNG2WXAwbq2LEj3XzzzTR79mzZ\npYBBBgwYQBUVFbRt2zbZpYBgeBg3sOTm5lJYWBg1adJEdikgWVZWFhERde3aVXIloJrTp0/T3r17\nqXfv3rJLAYXl5eXR4cOHqV+/frJLARNIS0uj/v37yy4DTAJ5AQAAAAD4A85z/YOHcT3Aw7gQaGbM\nmEHdunWjMWPG0Llz52SXAxYVFBRES5cupR49etDQoUNp165dsksChSEvcLEnn3ySJkyYQGPHjqU9\ne/bILgcMdtddd9HNN99MkydPptLSUtnlgIEeffRRSktLw8OZASIuLo46dOhAaWlpsksBwaKjo6mo\nqIjcbrfsUsAAubm51KpVK3xLcaCsrCyKjY2luLg42aWAYrZv307MjG8PDnXaunUrOZ1OvIMy1Kuw\nsJB+/vlnSkpKkl0KmADyAgAAAABQE85z/YOHcT2IjIzEw7gQUJxOJy1evJj27dtHzz77rOxywMJC\nQ0NpxYoVlJCQQDfccAMdOHBAdkmgMOQFLvb2229TfHw83XLLLXTmzBnZ5YDB3nzzTfrtt9/oueee\nk10KGCg5OZmuvvpqmjNnjuxSwCD9+/fHw7gBIDo6mtxuN85eAkRubi6+pRkQUeXDuF26dJFdBigo\nIyOD2rRpQ7GxsbJLAYVt2bKFunTpQuHh4bJLAcVt2bKFmBnvdApeQV4AAAAAAGrCea5/8DCuBxER\nEeRyufCuWxBQ2rdvT6+99hq99NJLlJqaKrscsLCwsDBasWIFNWvWjAYNGkS//vqr7JJAYcgLVNeg\nQQNatmwZnT17lkaPHk0ul0t2SWCg1q1b00svvUT/93//Rz/88IPscsBA06ZNo//+97/4MyBA9O/f\nn7Zu3Urnz5+XXQoIFB0dTUSV70IF1ofDW7ggKyuLrrzyStllgIK2b9+OdzuFem3ZsoX69u0ruwww\ngbS0NOrUqRO+pSp4BXkBAAAAAKgJ57n+wcO4HkRERBAR4R1aIODcc889dNttt9HEiRPp999/l10O\nWFh0dDR9/fXXFBERQUOGDKFjx47JLgkUhrxAdc2aNaMvv/yS0tLSaPr06bLLAYPdf//91LdvX5o0\naRIe1Asgd9xxB7Vo0YLefPNN2aWAAfr3709nz56ln376SXYpIBAexg0sF76tGQQ2t9tNu3btwsO4\n4FFGRgYexoU6lZeXU2ZmJh7GBa+kpaXhXU7Ba8gLAAAAAEBNOM/1Dx7G9QAP40Igmzt3LlVUVNCD\nDz4ouxSwuKZNm9KaNWvI5XJRSkoKFRQUyC4JFIa8QHU9evSgefPm0b/+9S96//33ZZcDBrLb7fT+\n++9TTk4OzZ49W3Y5YBCn00kPPPAAzZs3Dw/uBYD4+HiKjY2ltLQ02aWAQHgYN3AwMx0+fBjvpAC0\nf/9+KikpwcO4cInc3Fw6duwYHsaFOv34449UXl6Oh3GhXufOnaOMjAxKSkqSXQqYAPICAAAAAFAT\nznP9h4dxPcDDuBDIYmJiaP78+bRo0SJasmSJ7HLA4i677DJav349FRYW0o033khFRUWySwKFIS9Q\n3V133UXTp0+nBx54gDZu3Ci7HDBQfHw8/e1vf6OZM2dSdna27HLAIFOmTCGbzUYffPCB7FJAMJvN\nRklJSZSeni67FBAID+MGjvz8fCopKcHhLVBWVhbZ7Xa64oorZJcCisnIyCCn00m9evWSXQoobPPm\nzdS0aVO6/PLLZZcCivvhhx+otLQU73QKXkFeAAAAAABqwnmu//Awrgd4GBcC3ZAhQ2jatGl0//33\nU25uruxywOJat25Na9eupV9//ZWGDh1KZ8+elV0SKAx5gepefPFFSklJoTvuuIMOHz4suxww0PTp\n0+mKK66g+++/n5hZdjlggKioKJo4cSK9/vrrVFFRIbscECwpKQnvjGtxYWFhFBQUhIdxA8CFMwUc\n3kJWVha1a9eOwsPDZZcCitm+fTt17tyZwsLCZJcCCtuyZQv16dOHbDab7FJAcWlpadSiRQs8uA1e\nQV4AAAAAAGrCea7/8DCuB3gYF4Do5ZdfptatW9O4cePI7XbLLgcsrmPHjvTNN99QdnY2jRgxgsrL\ny2WXBApDXuACu91OH3/8MTVt2pRuvfVWPJwdQJxOJ82fP582b95M8+bNk10OGOThhx+mvLw8+vzz\nz2WXAoL179+fjh8/Tnv37pVdCggUFRWFh3EDQG5uLtlsNmrVqpXsUkCyrKwsuvLKK2WXAQrKyMig\nq6++WnYZoLjNmzdT3759ZZcBJpCenk5JSUmyywCTQF4AAAAAAGrCea7/8DCuBxcexj1x4gSdPn2a\nTp8+jXdfgoATEhJCn3zyCWVkZNBrr71m+PV///13zF+A6dq1K61atYq2bt1Kd955p9J9Rz7lQ17g\ngsjISPrqq6/o8OHDNGHCBCXeJbWsrKyq5yUlJbLLsazu3bvTww8/TE8++STl5eUZck3Ms1xt27al\n4cOH06xZs3R5PfRTXT169KCwsLB63x0X+9bcoqOj6cyZM1U9PHPmjOySwA+1zWNubi7FxsZSgwYN\nJFYHonmzj/EwbmBxu91e7XeXy0Xff/899e7d28DqQBXe3o8fPnyYjh49Sv369TOwOlCFt/uEiIiZ\n8XBlgENewErcbnfVG4fhH7JCfZAX0AJ5AS2QF+vCea44NlbhiQVJDh06RDt27KDs7GzatWsX7dq1\niw4dOkRlZWUe31nN6XRSZGQkNWzYkBITE+mKK66o+t9u3bpRSEiIhM8CQKzZs2fTX//6V9q2bRt1\n69ZNt9fF/EFt1q9fTzfddBPddttttGDBArLbjf93I8ineSAvcMF3331Hf/rTn+gf//gHzZgxQ+i1\nCgsLKTMzk3bv3k2//PIL7d69m7Kzs6u+aPEkOjqaGjRoQPHx8ZSYmEidO3emzp07U/fu3alp06ZC\n67Wy0tJS6tq1KyUkJNCKFSv8fj3Ms/o2b95MSUlJlJaWVu9fmKGf5jZ48GBq2bIlTZw4EfvWxCoq\nKujnn3+umsHs7GzauXMn5efnU2FhocfvwhIaGkoNGjSg1q1b15jFLl26UEJCgoTPAoh8v/8hIgoL\nC6Nhw4ZhHk3M3/vfjh070oIFC+ivf/0rPfTQQ+i/BdS134uLi+n8+fOXfIyn/R4eHk6PPvoo/fjj\nj9S9e3cJnwmIpNf9+G+//UYzZ86kwsJCCgsLk/CZgEh67ZPExEQKDQ2lm266ib7//nvq2bOnhM8G\nRENewEr0zDO+XrY+5AW0QF5AC+TFunCeK01GQD2Mu2/fPtqwYQNt3LiRNmzYQIcPHyan00lt27al\nTp06UadOnahdu3bUoEEDioyMpMjISHI6nUREVFRURKWlpVRcXEz5+fm0e/duysnJoZycHCosLKTQ\n0FC65ppraODAgZScnEx9+/bFX9aCJbjdbrrhhhvot99+o++//55CQ0N9eh3MH2ixZs0auuWWW2jS\npEn01ltvkc1mE3o95NPckBe44I033qCHH36YPvvsM7r99tt1e90zZ85U9Ts1NZV27NhBLpeL4uLi\nKDExkeLj4ykhIYEiIiKoYcOG1KBBg6q/ICwrK6PS0lI6c+YMlZSU0J49eygnJ4f27NlDhw8fJpvN\nRp07d67qeXJyMsXGxupWeyBITU2lQYMG0aeffkqjR4/W9LGYZ3Pq168fNW/enP73v//V+Hn00/yq\n79sVK1bQ/v37ye12Y9+aSEVFBWVkZFBqaipt3LiR0tLSqLi4mMLDwykhIaHqR/PmzSksLIxCQ0Or\nDvjcbjcVFhbS2bNnqaysjA4dOkR79uyh3bt30/79++ncuXMUFxdHycnJdO2119LAgQPpiiuukPwZ\nWxfufwKb3v3Pzs6mHTt2UEFBAfpvUtjv4A2R9+PBwcHUr18/3I9bgOh9EhUVRSkpKZScnIx9YgHI\nC1gJ7qdAC+QFtEBeQAvkxbpwnquMDGKLO3nyJL/xxhvcq1cvJiIODg7mgQMH8vPPP8/btm3j8vJy\nv6+Rl5fHixYt4vHjx3Pz5s2ZiLhRo0Y8depU3rJliw6fBYBceXl53LhxY542bZqmj8P8gT8+//xz\ndjqd/PDDDwt5feTTWpAXuOC+++7jiIgI3rFjh1+vc+7cOf7qq6941KhRHBISwkTEiYmJ/OCDD/JX\nX33Fp0+f9rvWoqIiXrNmDT/xxBPcvXt3ttls7HA4+MYbb+QlS5ZwaWmp39cIFJMnT+YmTZrwiRMn\n6v21mGfzW7p0Kdvtdt63bx/6aQHYt9bw888/82OPPcbNmjVjIuImTZrwHXfcwe+99x7v37/f79c/\nf/4879ixg2fNmsUpKSkcGhrKRMSdO3fmV155hfPy8nT4LADzGNjQf/AE+x3qg/tx8Bb2CWiBvICV\nIM+gBfICWiAvoAXyYk04z1PSNss+jJuWlsYjRozg4OBgDgkJ4ZEjR/Lnn3/OxcXFwq+9Y8cOnjFj\nBrdp04aJiDt16sSzZ8825NoAonz++edss9l45cqV9f5azB/oZeHChWy32/m5557T7TWRT+tCXoC5\n8ouOgQMHcps2bbx6MPNiR44c4ccff5xjY2OZiLhnz548Z84czs3NFVBtTcePH+d58+bxgAED2Gaz\nccOGDXnKlCm8b98+4dc2u8LCQm7ZsiWPHz++1l+DebaO8+fPc/PmzblHjx7op4lh35pfeXk5v/fe\ne3zVVVcxEXGzZs34kUce4YyMDHa5XEKvXVpayl9//TWPHTuWw8PD2eFwcEpKCq9atUroda0K8xjY\n0H+4GPY7eANfX4E3sE9AC+QFrAR5Bi2QF9ACeQEtkBfrwnme0qz3MO6GDRt48ODBVWF75513+NSp\nU1JqcblcvGHDBr7nnnu4QYMGHBsby6+88goXFRVJqQfAXxMmTODmzZvzyZMnPf53zB+I8PbbbzMR\n8auvvurX6yCfgQF5AWbm/Px8bt++Pffv39/rd+HJzc3lv/zlL1W/x0899RTv3LlTcKW1O3DgAD/7\n7LPcpk0bdjqdPH78eM7JyZFWjxksX76ciYi//vrrGj+PebYW9NP8sG/Nr6ysjN9++21u3bo1O51O\nHj16NK9cuZLPnz8vpZ6ioiL+6KOPODk5mYmIe/fuzV999RW73W4p9ZgJ5jGwof9wMex38Abux8Eb\n2CegBfICVoI8gxbIC2iBvIAWyIt14TzPFKzzMG5mZiZfe+21TER83XXX8dq1a2WXVMOxY8f4qaee\n4ujoaG7cuDH/61//krboAHxVVFTEHTt25OHDh9f4ecwfiPbaa6+xzWbjuXPnav5Y5DPwIC/AzPzT\nTz9xeHg4T5w4sc5fd/r0af7LX/7CwcHB3LZtW37zzTe5pKTEoCrrd+7cOV6wYAF37tyZHQ4Hjxs3\njo8ePSq7LGXdfvvt3Lp1a/79998xzxaDfpof9q35ud1unj9/Pl922WUcGhrKDzzwAB88eFB2WTVs\n3bqVhw8fzna7na+66iresGGD7JKUhHkMbOg/XAz7HbyB+3HwBvYJaIG8gJUgz6AF8gJaIC+gBfJi\nXTjPMxXzP4x75swZfuihh9jhcPCQIUM4IyNDdkl1OnPmDD/33HMcHh7OXbt25U2bNskuC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yWzGP5p9Hf6D/gd1/T7DfrbPfRcH9uDXux42AfYJ9ogXygrxYCfKMPGuBvCAvWiAvyIsW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OEtg4j+3DeQwAAALVgQMH9OOPP/K9kE1iYmKUk5NjOoZr0Ed70Uf4EvNqL+bVWei7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\nWrWqFixYoAkTJmjMmDHq06ePDh4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DuPCftLQ0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\nAABy6P8BRVhJeP2xYh8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.visualize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "408.04368506224063"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Estos algoritmos ya existen en dask.dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dd.DataFrame<from-de..., npartitions=250>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import dask.dataframe as dd\n",
    "\n",
    "df = dd.read_csv('data/minute/aapl/2012-*.csv', \n",
    "                 parse_dates=['timestamp'])\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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iM/Vll8Vkp0cfHQsF33df+ccsWRIdsU87rfxZ8w89NNbyat48qnwPPrjiSJ/3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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fcc18120f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "result = (df.groupby(df.timestamp.dt.date)\n",
    "            .close\n",
    "            .mean()\n",
    "            .compute()\n",
    "            .plot(figsize=(10, 4), rot=25))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Series de tiempo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df = dd.read_csv('data/minute/aapl/2012-01-0*.csv', \n",
    "                 parse_dates=['timestamp'])\n",
    "\n",
    "# Lo siento, no tan eficiente\n",
    "df = df.set_index(df.timestamp).compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>timestamp</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>open</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>timestamp</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-01-03 09:00:00</th>\n",
       "      <td>2012-01-03 09:00:00</td>\n",
       "      <td>398.391</td>\n",
       "      <td>398.391</td>\n",
       "      <td>397.880</td>\n",
       "      <td>398.065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-03 09:02:00</th>\n",
       "      <td>2012-01-03 09:02:00</td>\n",
       "      <td>398.904</td>\n",
       "      <td>398.904</td>\n",
       "      <td>398.482</td>\n",
       "      <td>398.482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-03 09:04:00</th>\n",
       "      <td>2012-01-03 09:04:00</td>\n",
       "      <td>398.879</td>\n",
       "      <td>398.879</td>\n",
       "      <td>398.613</td>\n",
       "      <td>398.799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-03 09:06:00</th>\n",
       "      <td>2012-01-03 09:06:00</td>\n",
       "      <td>399.191</td>\n",
       "      <td>399.202</td>\n",
       "      <td>399.000</td>\n",
       "      <td>399.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-03 09:08:00</th>\n",
       "      <td>2012-01-03 09:08:00</td>\n",
       "      <td>399.018</td>\n",
       "      <td>399.070</td>\n",
       "      <td>398.935</td>\n",
       "      <td>399.070</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              timestamp    close     high      low     open\n",
       "timestamp                                                                  \n",
       "2012-01-03 09:00:00 2012-01-03 09:00:00  398.391  398.391  397.880  398.065\n",
       "2012-01-03 09:02:00 2012-01-03 09:02:00  398.904  398.904  398.482  398.482\n",
       "2012-01-03 09:04:00 2012-01-03 09:04:00  398.879  398.879  398.613  398.799\n",
       "2012-01-03 09:06:00 2012-01-03 09:06:00  399.191  399.202  399.000  399.000\n",
       "2012-01-03 09:08:00 2012-01-03 09:08:00  399.018  399.070  398.935  399.070"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'Series' object has no attribute 'visualize'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-18-d4b7e0b230f9>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m (df.close\n\u001b[1;32m----> 2\u001b[1;33m    \u001b[1;33m.\u001b[0m\u001b[0mrolling\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m    \u001b[1;33m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m    .visualize(rankdir=\"LR\"))\n",
      "\u001b[1;32m/home/hmedrano/anaconda3/lib/python3.5/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m__getattr__\u001b[1;34m(self, name)\u001b[0m\n\u001b[0;32m   2670\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2671\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2672\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2673\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2674\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__setattr__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'Series' object has no attribute 'visualize'"
     ]
    }
   ],
   "source": [
    "(df.close\n",
    "   .rolling(10)\n",
    "   .mean()\n",
    "   .visualize(rankdir=\"LR\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'Series' object has no attribute 'visualize'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-21-d224e5010096>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m (df.close\n\u001b[1;32m----> 2\u001b[1;33m    \u001b[1;33m.\u001b[0m\u001b[0mresample\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrule\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mTimedelta\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mhours\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m4\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      3\u001b[0m    \u001b[1;33m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m    .visualize(rankdir=\"LR\"))\n",
      "\u001b[1;32m/home/hmedrano/anaconda3/lib/python3.5/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m__getattr__\u001b[1;34m(self, name)\u001b[0m\n\u001b[0;32m   2670\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2671\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2672\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2673\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2674\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__setattr__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'Series' object has no attribute 'visualize'"
     ]
    }
   ],
   "source": [
    "(df.close\n",
    "   .resample(rule=pd.Timedelta(hours=4))\n",
    "   .mean()\n",
    "   .visualize(rankdir=\"LR\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Minimizar el uso de memoria"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Carga en la lista df, todos los archivos!!\n",
    "dfs = []\n",
    "for fn in filenames:\n",
    "    dfs.append(pd.read_csv(fn, parse_dates=['timestamp']))\n",
    "    \n",
    "sums = []\n",
    "counts = []\n",
    "for df in dfs:\n",
    "    sums.append(df.close.sum())\n",
    "    counts.append(df.close.count())\n",
    "    \n",
    "sum(sums) / sum(counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sums = []\n",
    "counts = []\n",
    "\n",
    "# Carga un archivo csv en cada ciclo, minimizamos el uso de memoria..\n",
    "for fn in filenames:\n",
    "    df = pd.read_csv(fn, parse_dates=['timestamp'])\n",
    "    sums.append(df.close.sum())\n",
    "    counts.append(df.close.count())\n",
    "    \n",
    "sum(sums) / sum(counts)"
   ]
  }
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