{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Lectura de archivo, calculo de percentiles y graficado de histograma\n",
    "\n",
    "## Integrantes:\n",
    "\n",
    "* Vanesa Pantano\n",
    "* Alejandro Godoy\n",
    "\n",
    "## Descripción:\n",
    "\n",
    "Vamos a leer los datos de precipitacion diarios de estaciones de Argentina, y nos vamos a quedar con el mes seleccionado y realizaremos un histograma de la estacion Azul\n",
    "\n",
    "[Este](https://github.com/pewen/wpc/tree/master/Trabajos_finales/Pantano_Godoy/Precipitacion.txt) es el archivo que analizamos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Leo Archivo\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "fname='../Precipitacion.txt'\n",
    "#f=open('../Precipitacion_2.txt','r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#leo con np fromtxt\n",
    "#datos=np.genfromtxt(fname,dtype=None,skip_header=1,usecols = (4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#Leo con Pandas\n",
    "#data = pd.read_csv(fname, skiprows=1, header=None, sep='\\t')\n",
    "data = pd.read_csv(fname, header=0, index_col=0, sep='\\t', dtype=float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           anio   mes   dia  Azul  BahiaBlanca  'Bella Vista'  'Buenos Aires'  \\\n",
      "nro                                                                             \n",
      "1.0      1970.0   1.0   1.0   0.0         10.0            0.0             0.0   \n",
      "2.0      1970.0   1.0   2.0   9.4       -999.0            0.9            13.5   \n",
      "3.0      1970.0   1.0   3.0   0.0          0.0           87.4             1.4   \n",
      "4.0      1970.0   1.0   4.0   3.2         49.0            0.0             0.2   \n",
      "5.0      1970.0   1.0   5.0  13.6          3.7            0.0            27.4   \n",
      "6.0      1970.0   1.0   6.0   0.0          0.0            0.0             0.0   \n",
      "7.0      1970.0   1.0   7.0   0.5          9.4           38.3            11.6   \n",
      "8.0      1970.0   1.0   8.0   0.0          0.0            5.5             0.0   \n",
      "9.0      1970.0   1.0   9.0   0.0          0.0            0.0             0.0   \n",
      "10.0     1970.0   1.0  10.0   0.0          0.0            0.0             0.0   \n",
      "11.0     1970.0   1.0  11.0   0.0          0.0            0.0             0.0   \n",
      "12.0     1970.0   1.0  12.0   0.0          0.0            0.0             0.0   \n",
      "13.0     1970.0   1.0  13.0   0.0       -999.0           13.0             0.4   \n",
      "14.0     1970.0   1.0  14.0   0.0          0.0            0.0             0.0   \n",
      "15.0     1970.0   1.0  15.0   0.0          4.4            0.0             0.0   \n",
      "16.0     1970.0   1.0  16.0   0.0          0.0            0.0             0.0   \n",
      "17.0     1970.0   1.0  17.0   6.5          0.0            0.0             0.0   \n",
      "18.0     1970.0   1.0  18.0   0.6          0.0            0.0             0.0   \n",
      "19.0     1970.0   1.0  19.0   0.0          0.0            0.0             0.0   \n",
      "20.0     1970.0   1.0  20.0   0.0          0.0            0.0             0.0   \n",
      "21.0     1970.0   1.0  21.0   0.0          8.0            0.0             1.6   \n",
      "22.0     1970.0   1.0  22.0   0.0          0.0            0.0             0.0   \n",
      "23.0     1970.0   1.0  23.0  55.7          0.0           19.5            13.8   \n",
      "24.0     1970.0   1.0  24.0   0.0         20.0            0.0            23.4   \n",
      "25.0     1970.0   1.0  25.0   0.0          0.0            0.0             0.0   \n",
      "26.0     1970.0   1.0  26.0   0.0          0.0            0.0            29.5   \n",
      "27.0     1970.0   1.0  27.0   0.0          0.0            0.0             0.0   \n",
      "28.0     1970.0   1.0  28.0   0.2          0.0           60.3             0.6   \n",
      "29.0     1970.0   1.0  29.0   0.0          0.0            0.0             0.0   \n",
      "30.0     1970.0   1.0  30.0   0.0          0.0            0.0             0.0   \n",
      "...         ...   ...   ...   ...          ...            ...             ...   \n",
      "14946.0  2010.0  12.0   2.0   0.0          0.0         -999.0             1.4   \n",
      "14947.0  2010.0  12.0   3.0   0.0          0.0         -999.0             0.0   \n",
      "14948.0  2010.0  12.0   4.0   0.5          0.0         -999.0             0.0   \n",
      "14949.0  2010.0  12.0   5.0   0.0          0.0         -999.0             0.0   \n",
      "14950.0  2010.0  12.0   6.0   2.0          0.0         -999.0             0.0   \n",
      "14951.0  2010.0  12.0   7.0   0.5          0.0         -999.0             0.0   \n",
      "14952.0  2010.0  12.0   8.0   0.0          0.0         -999.0             0.0   \n",
      "14953.0  2010.0  12.0   9.0   2.0          0.0         -999.0             0.0   \n",
      "14954.0  2010.0  12.0  10.0   2.0          0.0         -999.0            11.3   \n",
      "14955.0  2010.0  12.0  11.0   0.0          0.0         -999.0            28.0   \n",
      "14956.0  2010.0  12.0  12.0   0.0          0.0         -999.0             0.0   \n",
      "14957.0  2010.0  12.0  13.0   0.0          0.0         -999.0             0.0   \n",
      "14958.0  2010.0  12.0  14.0   0.0          0.0         -999.0             0.0   \n",
      "14959.0  2010.0  12.0  15.0   0.0          0.0         -999.0             0.0   \n",
      "14960.0  2010.0  12.0  16.0   0.0          3.0         -999.0             0.0   \n",
      "14961.0  2010.0  12.0  17.0   0.1          0.0         -999.0             1.4   \n",
      "14962.0  2010.0  12.0  18.0   0.0          0.0         -999.0             0.0   \n",
      "14963.0  2010.0  12.0  19.0   0.0          0.0         -999.0             0.0   \n",
      "14964.0  2010.0  12.0  20.0   0.0          0.0         -999.0             0.0   \n",
      "14965.0  2010.0  12.0  21.0   0.0          0.0         -999.0             0.0   \n",
      "14966.0  2010.0  12.0  22.0   0.0          0.0         -999.0             0.0   \n",
      "14967.0  2010.0  12.0  23.0   3.0          5.0         -999.0             0.0   \n",
      "14968.0  2010.0  12.0  24.0   0.0          0.0         -999.0             0.0   \n",
      "14969.0  2010.0  12.0  25.0   0.0          0.0         -999.0             0.0   \n",
      "14970.0  2010.0  12.0  26.0   0.0          0.0         -999.0             0.0   \n",
      "14971.0  2010.0  12.0  27.0   0.0          0.0         -999.0             0.0   \n",
      "14972.0  2010.0  12.0  28.0   0.0          0.0         -999.0             0.0   \n",
      "14973.0  2010.0  12.0  29.0   0.0       -999.0         -999.0             0.0   \n",
      "14974.0  2010.0  12.0  30.0   0.0          0.0         -999.0             0.0   \n",
      "14975.0  2010.0  12.0  31.0   0.0          0.0         -999.0             0.0   \n",
      "\n",
      "         'Caseros'  'Ceres'  'Concordia'       ...        'Pergamino'  \\\n",
      "nro                                            ...                      \n",
      "1.0            0.0      0.0          0.0       ...                0.0   \n",
      "2.0           46.8     29.2          2.0       ...                0.0   \n",
      "3.0            4.0      0.9          0.0       ...                0.0   \n",
      "4.0            0.0      0.0          0.0       ...                2.8   \n",
      "5.0           65.0     10.0        155.0       ...                0.9   \n",
      "6.0           46.1      0.9         11.0       ...                0.0   \n",
      "7.0           49.6      0.0         11.5       ...                2.3   \n",
      "8.0           14.9      3.9          6.2       ...                0.0   \n",
      "9.0            0.0      0.0          0.0       ...                0.0   \n",
      "10.0           0.0      0.0          0.0       ...                0.0   \n",
      "11.0           0.0      0.0          0.0       ...                0.0   \n",
      "12.0           0.0      0.0          0.0       ...                1.7   \n",
      "13.0           3.8      0.0          8.0       ...                0.0   \n",
      "14.0           0.0      0.0          0.0       ...                0.0   \n",
      "15.0           0.0      0.0          0.0       ...                0.0   \n",
      "16.0           0.0      0.0          0.0       ...                0.0   \n",
      "17.0           0.0      0.6          0.0       ...                0.0   \n",
      "18.0           0.0      1.7          0.0       ...                0.0   \n",
      "19.0           0.0      0.0          0.0       ...                0.0   \n",
      "20.0           0.0      0.0          0.0       ...                0.0   \n",
      "21.0           0.0      8.0          1.0       ...               32.0   \n",
      "22.0           0.0      0.0          0.0       ...                0.0   \n",
      "23.0          15.5     28.4         21.5       ...               26.0   \n",
      "24.0           0.0      0.0          0.0       ...                0.0   \n",
      "25.0           0.0      0.0          0.0       ...                0.0   \n",
      "26.0           0.0      0.0          0.0       ...                0.2   \n",
      "27.0           0.0      0.0          0.0       ...                0.0   \n",
      "28.0          22.7      0.6          9.0       ...                3.3   \n",
      "29.0           0.0      0.0          0.0       ...                0.0   \n",
      "30.0           0.0      0.0          0.0       ...                0.0   \n",
      "...            ...      ...          ...       ...                ...   \n",
      "14946.0     -999.0      0.0          0.0       ...                0.0   \n",
      "14947.0     -999.0      0.0          0.0       ...                0.0   \n",
      "14948.0     -999.0      0.0          0.0       ...                0.0   \n",
      "14949.0     -999.0      0.0          0.0       ...                0.0   \n",
      "14950.0     -999.0      0.0          0.0       ...                0.0   \n",
      "14951.0     -999.0      0.0          0.0       ...                0.0   \n",
      "14952.0     -999.0      0.0          0.0       ...                0.0   \n",
      "14953.0     -999.0      0.0          0.0       ...                2.5   \n",
      "14954.0     -999.0     33.0          0.0       ...               11.0   \n",
      "14955.0     -999.0     15.0          3.0       ...                0.0   \n",
      "14956.0     -999.0      0.0       -999.0       ...                0.0   \n",
      "14957.0     -999.0      0.0          0.0       ...                0.0   \n",
      "14958.0     -999.0      0.0          0.0       ...                0.0   \n",
      "14959.0     -999.0      0.0          0.0       ...                0.0   \n",
      "14960.0     -999.0      0.0          0.0       ...                0.0   \n",
      "14961.0     -999.0      0.0          0.0       ...                2.0   \n",
      "14962.0     -999.0     74.0         10.0       ...                1.0   \n",
      "14963.0     -999.0      4.0         17.0       ...                0.0   \n",
      "14964.0     -999.0      0.0          0.0       ...                0.0   \n",
      "14965.0     -999.0      0.0          0.0       ...                0.0   \n",
      "14966.0     -999.0      0.0          0.0       ...                0.0   \n",
      "14967.0     -999.0      4.0         32.0       ...               16.0   \n",
      "14968.0     -999.0      0.0         47.0       ...                0.0   \n",
      "14969.0     -999.0      0.0          0.0       ...                0.0   \n",
      "14970.0     -999.0      0.0          0.0       ...                0.0   \n",
      "14971.0     -999.0      0.0          0.0       ...                0.0   \n",
      "14972.0     -999.0      0.0          0.0       ...                0.0   \n",
      "14973.0     -999.0      0.0          0.0       ...                0.0   \n",
      "14974.0     -999.0      0.0          0.0       ...                0.0   \n",
      "14975.0     -999.0      0.0          3.0       ...                0.0   \n",
      "\n",
      "         'Posadas'  'Reconquista'  'Rio Cuarto'  'Rosario'  'San Luis'  \\\n",
      "nro                                                                      \n",
      "1.0           12.4            0.0           0.1        0.0        12.6   \n",
      "2.0            1.2           92.0           0.3        2.3         0.0   \n",
      "3.0            0.9           43.9          87.9        0.0        69.0   \n",
      "4.0            0.0            0.0          16.0       42.5        11.8   \n",
      "5.0            0.0            0.0           3.0        1.0         0.0   \n",
      "6.0            5.7            0.5           0.0        0.0         0.0   \n",
      "7.0            0.0          107.1           0.0        4.0         0.0   \n",
      "8.0            7.6           79.3           0.0        0.0         0.0   \n",
      "9.0            0.0            0.0           0.0        0.0         1.4   \n",
      "10.0           0.0            0.0           0.0        0.0         0.0   \n",
      "11.0           0.0            0.0           0.0        0.0         0.0   \n",
      "12.0           0.0            0.0           8.3        2.3        17.0   \n",
      "13.0           0.0            0.0           0.0        3.2         0.0   \n",
      "14.0           0.0            0.0           0.0        0.0         0.0   \n",
      "15.0           0.0            0.0           0.0        0.0         0.0   \n",
      "16.0           0.0            0.0           0.0        0.0         0.0   \n",
      "17.0           0.0            0.0          23.0        0.0        13.2   \n",
      "18.0           0.0            0.0           0.0        0.0         0.0   \n",
      "19.0        -999.0            0.0          37.0        0.0         0.0   \n",
      "20.0           0.0            0.0           0.0        0.0         0.0   \n",
      "21.0           0.0           10.2           0.0       28.5         0.0   \n",
      "22.0           0.0            0.0           0.4        0.0        10.5   \n",
      "23.0           0.0           24.5          17.0       63.0        30.0   \n",
      "24.0        -999.0            0.0           0.0        0.0         0.0   \n",
      "25.0           0.0            0.0          13.6        0.5        15.5   \n",
      "26.0           0.0            0.6           0.0        0.1         0.0   \n",
      "27.0           0.0            0.0           0.0        0.0         0.0   \n",
      "28.0           1.0           26.3           0.8       21.0        21.0   \n",
      "29.0          39.1            0.0           0.0        0.0         0.0   \n",
      "30.0           0.0            0.0           0.0        0.0         0.0   \n",
      "...            ...            ...           ...        ...         ...   \n",
      "14946.0       27.0            0.2        -999.0        0.5         0.0   \n",
      "14947.0       31.0            1.0          18.0       17.0         0.0   \n",
      "14948.0       61.0            0.0           9.0        0.6        16.0   \n",
      "14949.0        0.0            0.0           0.0        0.0         0.0   \n",
      "14950.0        0.0            0.0          23.0        0.0        18.0   \n",
      "14951.0        0.0            0.0           1.0        0.0         0.0   \n",
      "14952.0        0.0            0.0           0.0        0.0         0.0   \n",
      "14953.0        0.0            0.0        -999.0        0.6         0.0   \n",
      "14954.0       34.0           49.0           0.0       23.7         0.0   \n",
      "14955.0       46.0           77.0           0.0       23.2         0.0   \n",
      "14956.0       33.0            0.0           0.0        0.0         0.0   \n",
      "14957.0        0.0            0.0           0.0        0.0         0.0   \n",
      "14958.0        0.0            0.0           0.0        0.0         0.0   \n",
      "14959.0        0.0            0.0           0.0        0.0         0.0   \n",
      "14960.0        0.0            0.0           0.0        0.0         0.0   \n",
      "14961.0        0.0            0.0           9.0       16.5         0.0   \n",
      "14962.0        0.0            3.0        -999.0       12.6         0.0   \n",
      "14963.0       16.0           65.0           0.0        0.5         0.0   \n",
      "14964.0     -999.0            4.0           0.0        0.0         0.0   \n",
      "14965.0     -999.0            0.0           0.0        0.0         0.0   \n",
      "14966.0       19.0            0.2           0.0        0.0         0.0   \n",
      "14967.0        6.0           22.0           1.0       29.0        20.0   \n",
      "14968.0       25.0            7.0           0.0        0.0         0.0   \n",
      "14969.0        0.0            0.0           0.0        0.0         0.0   \n",
      "14970.0        0.0            0.0           0.0        0.0         0.0   \n",
      "14971.0        0.0            0.0           0.0        0.0        16.6   \n",
      "14972.0        0.0            0.0          13.0        0.0         1.6   \n",
      "14973.0        0.0            0.0           0.0        0.0        22.1   \n",
      "14974.0       20.0            0.0           0.0        0.0         4.0   \n",
      "14975.0        2.0            0.0           0.0        0.0      -999.0   \n",
      "\n",
      "         'Sauce Viejo'  'Santa Rosa'  'Tandil'  'Tres Arroyos'  \n",
      "nro                                                             \n",
      "1.0                0.0          28.8       0.0             3.8  \n",
      "2.0                4.0           4.6      27.5             0.0  \n",
      "3.0                0.6           0.0       0.0             0.0  \n",
      "4.0                0.0          40.0       3.0            33.2  \n",
      "5.0                1.0           0.0      47.0            29.7  \n",
      "6.0                0.0           0.0       0.0             0.0  \n",
      "7.0               23.1           0.0       3.8             3.5  \n",
      "8.0                0.0           0.0       0.0             0.0  \n",
      "9.0                0.0           0.0       0.0             0.0  \n",
      "10.0               0.0           0.0       0.0             0.0  \n",
      "11.0               0.0           0.0       0.0             0.0  \n",
      "12.0               0.3           0.0       5.3             5.9  \n",
      "13.0               0.6           0.0       0.0             0.2  \n",
      "14.0               0.0           0.0       0.0             0.0  \n",
      "15.0               0.0           0.0       0.0             0.0  \n",
      "16.0               0.0           0.0       1.0             0.0  \n",
      "17.0               0.0           0.0       2.0             7.8  \n",
      "18.0               0.3           0.0       2.0             0.0  \n",
      "19.0               0.0          16.9       0.0             0.0  \n",
      "20.0               0.0          23.7       0.0             0.0  \n",
      "21.0              15.0           0.0       0.0             0.2  \n",
      "22.0               0.0           9.0       0.0             0.0  \n",
      "23.0              31.0          15.6      34.0             1.9  \n",
      "24.0               0.0           0.0       0.0             9.8  \n",
      "25.0               0.0           0.0      13.5             0.0  \n",
      "26.0               0.0           0.0       0.0             0.0  \n",
      "27.0               2.0           0.0       0.0             0.0  \n",
      "28.0              37.7           0.0       0.0             0.0  \n",
      "29.0               0.0           0.0       0.0             0.0  \n",
      "30.0               0.0           0.0       0.0             0.0  \n",
      "...                ...           ...       ...             ...  \n",
      "14946.0            0.0           0.0    -999.0          -999.0  \n",
      "14947.0            0.0           0.0    -999.0          -999.0  \n",
      "14948.0            0.0           0.0    -999.0          -999.0  \n",
      "14949.0            0.0           0.0    -999.0          -999.0  \n",
      "14950.0            0.0           0.4    -999.0          -999.0  \n",
      "14951.0            0.0           0.0    -999.0          -999.0  \n",
      "14952.0            0.0           0.0    -999.0          -999.0  \n",
      "14953.0            0.0           0.0    -999.0          -999.0  \n",
      "14954.0           10.5           0.0    -999.0          -999.0  \n",
      "14955.0           11.0           0.0    -999.0          -999.0  \n",
      "14956.0            0.0           0.0    -999.0          -999.0  \n",
      "14957.0            0.0           0.0    -999.0          -999.0  \n",
      "14958.0            0.0           0.0    -999.0          -999.0  \n",
      "14959.0            0.0           0.0    -999.0          -999.0  \n",
      "14960.0            0.0           2.1    -999.0          -999.0  \n",
      "14961.0            0.0           0.0    -999.0          -999.0  \n",
      "14962.0           22.0           0.0    -999.0          -999.0  \n",
      "14963.0           13.0           2.0    -999.0          -999.0  \n",
      "14964.0            0.0           0.0    -999.0          -999.0  \n",
      "14965.0            0.0           0.0    -999.0          -999.0  \n",
      "14966.0            0.0           0.0    -999.0          -999.0  \n",
      "14967.0            4.0           2.0    -999.0          -999.0  \n",
      "14968.0            0.0           0.0    -999.0          -999.0  \n",
      "14969.0            0.0           0.0    -999.0          -999.0  \n",
      "14970.0            0.0           0.0    -999.0          -999.0  \n",
      "14971.0            0.0           0.0    -999.0          -999.0  \n",
      "14972.0            0.0           4.0    -999.0          -999.0  \n",
      "14973.0            0.0           0.0    -999.0          -999.0  \n",
      "14974.0            0.0           3.2    -999.0          -999.0  \n",
      "14975.0            0.0           0.0    -999.0          -999.0  \n",
      "\n",
      "[14975 rows x 33 columns]\n"
     ]
    }
   ],
   "source": [
    "#Imprimo los datos por pantalla:\n",
    "print(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "data=data.replace(-999, np.nan)\n",
    "len(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "nro\n",
       "93.0        8.1\n",
       "101.0       7.4\n",
       "102.0       3.5\n",
       "110.0       3.6\n",
       "113.0      18.4\n",
       "114.0       1.6\n",
       "457.0       0.2\n",
       "460.0       2.6\n",
       "461.0       1.9\n",
       "466.0      14.0\n",
       "469.0      22.5\n",
       "470.0      65.7\n",
       "471.0      19.5\n",
       "475.0       0.2\n",
       "478.0       0.2\n",
       "482.0       0.6\n",
       "823.0      15.0\n",
       "829.0       5.3\n",
       "830.0       2.6\n",
       "834.0      32.6\n",
       "844.0       2.2\n",
       "1188.0      5.5\n",
       "1191.0      0.2\n",
       "1200.0      3.0\n",
       "1209.0      2.6\n",
       "1210.0     45.0\n",
       "1211.0      5.0\n",
       "1212.0      0.5\n",
       "1559.0      7.0\n",
       "1567.0     37.0\n",
       "           ... \n",
       "11796.0     3.0\n",
       "11799.0     0.2\n",
       "11802.0     5.0\n",
       "12880.0     5.0\n",
       "13242.0    10.0\n",
       "13252.0    32.0\n",
       "13253.0     0.4\n",
       "13258.0    24.0\n",
       "13259.0     0.4\n",
       "13261.0     0.4\n",
       "13267.0     6.0\n",
       "13269.0     1.0\n",
       "13605.0     8.0\n",
       "13613.0     6.0\n",
       "13614.0    15.0\n",
       "13615.0     9.0\n",
       "13620.0     5.0\n",
       "13621.0     0.6\n",
       "13623.0    53.0\n",
       "13625.0     3.0\n",
       "13626.0    19.0\n",
       "13634.0     1.0\n",
       "13980.0     0.2\n",
       "13981.0     2.6\n",
       "13998.0     0.1\n",
       "14336.0     3.0\n",
       "14338.0    40.0\n",
       "14352.0     4.0\n",
       "14712.0    16.0\n",
       "14714.0    17.0\n",
       "Name: Azul, dtype: float64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Datos del mes utilizado en el histograma para la estacion Azul\n",
    "mesh=4\n",
    "enero=data[data.mes==mesh]\n",
    "enero=enero.Azul[enero.Azul>0]\n",
    "len(enero)\n",
    "enero"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#Vemos el mes elegido\n",
    "if mesh == 1:\n",
    "    tmes=\"Mes de Enero\"\n",
    "    print(\"Mes de Enero\") \n",
    "elif mesh ==2: \n",
    "    tmes=\"Mes de Febrero\"\n",
    "    print(\"Mes de Febrero\")\n",
    "elif mesh ==3: \n",
    "    tmes=\"Mes de Marzo\"\n",
    "    print(\"Mes de Marzo\")\n",
    "elif mesh ==4: \n",
    "    tmes=\"Mes de Abril\"\n",
    "    print(\"Mes de Abril\")\n",
    "elif mesh ==5: \n",
    "    tmes=\"Mes de Mayo\"\n",
    "    print(\"Mes de Mayo\")\n",
    "elif mesh ==6: \n",
    "    tmes=\"Mes de Junio\"\n",
    "    print(\"Mes de Junio\")\n",
    "elif mesh ==7: \n",
    "    tmes=\"Mes de Julio\"\n",
    "    print(\"Mes de Julio\")\n",
    "elif mesh ==8: \n",
    "    tmes=\"Mes de Agosto\"\n",
    "    print(\"Mes de Agosto\")\n",
    "elif mesh ==9: \n",
    "    tmes=\"Mes de Septiembre\"\n",
    "    print(\"Mes de Septiembre\")\n",
    "elif mesh ==10: \n",
    "    tmes=\"Mes de Octubre\"\n",
    "    print(\"Mes de Octubre\")\n",
    "elif mesh ==11: \n",
    "    tmes=\"Mes de Noviembre\"\n",
    "    print(\"Mes de Noviembre\")\n",
    "elif mesh ==12: \n",
    "    tmes=\"Mes de Diciembre\"\n",
    "    print(\"Mes de Diciembre\")\n",
    "else:\n",
    "    print(\"Ese numero no corresponde a un mes\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#Calculo de Percentiles\n",
    "p10=np.percentile(enero,10)\n",
    "p20=np.percentile(enero,20)\n",
    "p30=np.percentile(enero,30)\n",
    "p40=np.percentile(enero,40)\n",
    "p50=np.percentile(enero,50)\n",
    "p60=np.percentile(enero,60)\n",
    "p70=np.percentile(enero,70)\n",
    "p80=np.percentile(enero,80)\n",
    "p90=np.percentile(enero,90)\n",
    "p100=np.percentile(enero,100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#Ejemplo\n",
    "print(p100)\n",
    "#Record historico de Azul del mes de enero:\n",
    "#anio\n",
    "var1=data[data.mes==mesh]\n",
    "a=var1.anio[var1.Azul==p100]\n",
    "aa=a.values[0]\n",
    "#mes\n",
    "mesh2=str(mesh)\n",
    "#dia\n",
    "var2=data[data.mes==mesh]\n",
    "d=var2.dia[var2.Azul==p100]\n",
    "dd=d.values[0]\n",
    "\n",
    "#fecha\n",
    "aa=np.array(aa,dtype=np.int)\n",
    "dd=np.array(dd,dtype=np.int)\n",
    "aa=str(aa)\n",
    "dd=str(dd)\n",
    "fecha=dd+\"/\"+mesh2+\"/\"+aa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#Plotear el histograma de la estacion 1\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.hist(enero, bins=12,facecolor='green', alpha=0.5)\n",
    "plt.title(\"Histograma de precipitacion de Azul - \" + tmes)\n",
    "plt.xlabel(\"Precipitacion\")\n",
    "plt.ylabel(\"Frecuencia\")\n",
    "\n",
    "#\n",
    "plt.text(p100-20, 25, \"Record\", fontsize = 14, weight='bold')\n",
    "plt.text(p100-25, 12, fecha, fontsize = 14)\n",
    "#plt.show()\n",
    "#Guardo\n",
    "#plt.savefig(\"hist_azul.eps\")\n",
    "plt.savefig(\"../output/hist_azul.png\",bbox_inches='tight')\n",
    "plt.show()\n",
    "#plt.close()\n",
    "\n",
    "# VIEJO\n",
    "#import potly.potly as py\n",
    "#ax.annotate(\"129\",xy=(125,10),arrowprops=dict(arrowstyle=\"->\"))\n",
    "#plt.hist(enero[:,1],bins=[0,20,40,60,80,100])\n",
    "#EJEMPLO FRANCO\n",
    "#a = np.array([[1, 2, 3], [4, 5, 6], [7, 8, 9]])\n",
    "#a\n",
    "#a[a > 4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "<link href='http://fonts.googleapis.com/css?family=Arvo:400,700,400italic' rel='stylesheet' type='text/css'>\n",
       "<link href='http://fonts.googleapis.com/css?family=PT+Mono' rel='stylesheet' type='text/css'>\n",
       "<link href='http://fonts.googleapis.com/css?family=Shadows+Into+Light' rel='stylesheet' type='text/css'>\n",
       "<link href='http://fonts.googleapis.com/css?family=Nixie+One' rel='stylesheet' type='text/css'>\n",
       "\n",
       "<style>\n",
       "@font-face {\n",
       "    font-family: \"Computer Modern\";\n",
       "    src: url('http://mirrors.ctan.org/fonts/cm-unicode/fonts/otf/cmunss.otf');\n",
       "}\n",
       "\n",
       "/* main background */\n",
       "#notebook_panel {\n",
       "    background: rgb(245,245,245);\n",
       "}\n",
       "\n",
       "/* centre the content */\n",
       "div #notebook {\n",
       "    background: #fff; /* white background for content */\n",
       "    width: 100%;\n",
       "    margin-right: 0px;\n",
       "    margin-left: 0px;\n",
       "    padding-left: 0em;\n",
       "}\n",
       "\n",
       "/* More space between bullet points */\n",
       "#notebook li {\n",
       "    margin-top:0.8em;\n",
       "}\n",
       "\n",
       "/* set cell width */\n",
       "div.cell {\n",
       "    width: 95%;\n",
       "}\n",
       "\n",
       "/* draw border around running cells */\n",
       "div.cell.border-box-sizing.code_cell.running {\n",
       "    border: 1px solid #111;\n",
       "}\n",
       "\n",
       "/* Put a solid color box around each cell and its output, \n",
       "   visually linking them*/\n",
       "div.cell.code_cell {\n",
       "    background-color: rgb(256,256,256);\n",
       "    border-radius: 0px;\n",
       "    padding: 0.5em;\n",
       "    margin-left:1em;\n",
       "    margin-top: 1em;\n",
       "}\n",
       "\n",
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       "    font-size: 145%;\n",
       "    font-weight: 400;\n",
       "    margin-left:0px;\n",
       "    margin-right:0px;\n",
       "}\n",
       "\n",
       "/* Formatting for header cells */\n",
       ".text_cell_render h1 {\n",
       "    font-family: 'Nixie One', serif;\n",
       "    font-style:regular;\n",
       "    font-weight: 400;\n",
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       "\n",
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       "    font-size: 30pt;\n",
       "    line-height: 100%;\n",
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       "\n",
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       "    font-family: 'Nixie One', serif;\n",
       "    margin-top:16px;\n",
       "    font-size: 22pt;\n",
       "    font-weight: 600;\n",
       "    margin-bottom: 3px;\n",
       "    font-style: regular;\n",
       "    color: rgb(102,102,0);\n",
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       "\n",
       ".text_cell_render h4 { /*Use this for captions*/\n",
       "    font-family: 'Nixie One', serif;\n",
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       "    text-align: center;\n",
       "    margin-top: 0em;\n",
       "    margin-bottom: 2em;\n",
       "    font-style: regular;\n",
       "}\n",
       "\n",
       ".text_cell_render h5 { /*Use this for small titles*/\n",
       "    font-family: 'Nixie One', sans-serif;\n",
       "    font-weight: 400;\n",
       "    font-size: 16pt;\n",
       "    color: rgb(163,0,0);\n",
       "    font-style: italic;\n",
       "    margin-bottom: .1em;\n",
       "    margin-top: 0.8em;\n",
       "    display: block;\n",
       "}\n",
       "\n",
       ".text_cell_render h6 { /*use this for copyright note*/\n",
       "    font-family: 'PT Mono', sans-serif;\n",
       "    font-weight: 300;\n",
       "    font-size: 9pt;\n",
       "    line-height: 100%;\n",
       "    color: grey;\n",
       "    margin-bottom: 1px;\n",
       "    margin-top: 1px;\n",
       "}\n",
       "\n",
       ".CodeMirror{\n",
       "    font-family: \"PT Mono\";\n",
       "    font-size: 100%;\n",
       "}\n",
       "\n",
       "</style>\n",
       "\n",
       "<script type=\"text/x-mathjax-config\">\n",
       "MathJax.Hub.Config({\n",
       "\t\t      TeX: {\n",
       "\t\t      extensions: [\"AMSmath.js\"],\n",
       "\t\t      equationNumbers: { autoNumber: \"AMS\", useLabelIds: true}\n",
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       "\t\t\t  inlineMath: [ ['$','$'], [\"\\\\(\",\"\\\\)\"] ],\n",
       "\t\t\t  displayMath: [ ['$$','$$'], [\"\\\\[\",\"\\\\]\"] ],\n",
       "\t\t\t  processEscapes: true,\n",
       "\t\t\t  processEnvironments: true\n",
       "\t\t      },\n",
       "\t\t      displayAlign: 'center',\n",
       "\t\t      \"HTML-CSS\": {\n",
       "\t\t\t  styles: {'.MathJax_Display': {\"margin\": 4}}\n",
       "\t\t      }\n",
       "\t\t  });\n",
       "</script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Este css es trabajo de @LorenaABarba y su grupo\n",
    "from IPython.core.display import HTML\n",
    "css_file = '../../css/personal.css'\n",
    "HTML(open(css_file, \"r\").read())"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
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