Practico2-grupo2.ipynb

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    "<a href=\"https://colab.research.google.com/github/caropilardiaz/Mentoria-Imagenes_Drones/blob/master/2_PracticoAyC.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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   "source": [
    "## Diplomatura en Ciencias de Datos, Aprendizaje Automático y sus Aplicaciones"
   ]
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   "source": [
    "## Mentoria Diplomatura en Ciencia de Datos 2020\n",
    "### \"Detección del desarrollo del cultivo con imágenes de Drones\"\n"
   ]
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    "### Analisis y Curación de datos\n",
    "Se propone la elaboración de un informe o presentacion, en formato jupyter notebook que responda a las cuestiones solicitadas en cada seccion de este notebook.El informe debe contener los resultado obtenidos de cada items.\n",
    "\n"
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   "source": [
    "En este práctico partiremos de los datos crudos \"Dron1.csv\" como al inicio del práctico de visualización, e incluiremos algunos más. La idea general es dejar preparado un único dataset que nos permita alimentar futuros modelos de aprendizaje automático.\n",
    "\n",
    "Deberán incluir la información meteorológica \"clima_2018.csv\" pertinente en el dataset final.Para unificar los reportes, se recomienda utilizar el método \"merge\" de pandas ó el que ustedes elijan.\n",
    "\n",
    "Es importante que cada decisión que tomen sobre los datos quede debidamente documentada.\n",
    "\n",
    "Se recomienda trabajar empleando algún checklist para asegurarse de cumplir todas las etapas del proceso de curación. Pueden utilizar el checklist que vieron en clase, o algún otro que consideren más apropiado (en las referencias tienen uno a modo de ejemplo).\n",
    "\n",
    "### ACLARACIONES ###\n",
    "\n",
    "\n",
    "\n",
    "#### Chequeos puntuales por campo\n",
    "Campo **\"RDTO\"**:Es una variable contínua que representa uno de los targets para algoritmos con salidas de variables contínuas\n",
    "\n",
    "Campo **\"Conj de datos\"**: Verán que en este campo aparecen dos categorias que se asocian al momento de siembra diferente dentro del mismo ensayo. Las categorías \"1rasiembra\", \"2dasiembra\" indican agronómicamente siembra temprana y siembra tardía no puede haber un tipo distinto de categoría.\n",
    "\n",
    "Campo **\"ciclo\"**: Este campo también indica categorías bipuntuales.Cada genotipo tiene un determinado ciclo fenológico, ésta variable indica a que ciclo pertenece cada uno.Son grupos de interés y se encuentran tanto en fechas tempranas como en tardías. \n",
    "\n",
    "Campo **\"Roya\"**: Noten que este campo en particular contiene muchos valores pertencientes a la categoría nulos que significa ausencia de la enfermedad. Deberán determinar que hacer si es necesario incorporarla o no.\n",
    "\n",
    "Campo **\"Manchas Foliares\"**: No presenta variabilidad ni valores contundentes, significa que el cultivo en general no adolece de la enfermedad. Deberán decidir y documentar.\n",
    "\n",
    "Campo **\"Fusariosis, Carbón y Adversidad\"**:Observa que las categorías son muy diferentes en cardinalidad significa que no presenta enfermedades el cultivo. Decidir y documentar acerca de éstas variables.Acá deberán evaluar si conviene modificar el campo. Por ejemplo, mantener las categorías  y recategorizar las demás como \"Otras\". En cualquier caso, justifiquen la decisión tomada.\n",
    "\n",
    "Campo **\"Zadok\"**; Es nuestro otro target y es una variable categórica la variable zadok describe el estadío fenológico en que se encuentran las variedades e inclusive el ensayo discrimina dos estadíos fenológicos de la misma variedad utilizando fechas de siembras diferentes. Observar y documentar.\n",
    " \n",
    "Campo **\"Fecha espigazón\"**: Esta es la fecha en la que se medió el comienzo de la espigazón para cada variedad. Corroborar que la misma es anterior a la fecha de madurez.Verificar que las fechas pertenecen al rango temporal correspondiente (en este caso,sólo al año 2018). Son datos cargados manualmente con muchos errores los 2016 7 2015 agregar a 2018, \n",
    "\n",
    "Campo **\"Fecha madurez\"**: Fecha que se mide manualmente en todas la variedades. Datos muy sucios pero que se deben corresponder a fechas posteriores a las fechas de espigazón, durante el 2018.Los 2016 y 2015 agregar a 2018.\n",
    "\n",
    "Campo **\"Variedades\"**: Este campo indica los genotipos que se usaron en el ensayo, es interesante observar que las mismas variedades fueron implantadas en una fecha y en la otra. Deberán observar que variedades coincide exactamente con la variable parcela, decidir y documentar acerca del tratamiento de las mismas.\n",
    "\n",
    "Campos **\"Rep, Fila y Col\"**: Van a ver que estos campos son bastante irrelevantes. Acá la recomendación es distinguir sólo si pertenece a la variedad o no y en que zadok está la misma variedad,en definitiva tenemos 3 parcelas con la misma variedad en la primera fecha de siembra, y 3 parcelas con exactamente la misma variedad en la segunda fecha de siembra pero en distinto estadío Zadok. \n"
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   "source": [
    "### Incorporación de información climática\n",
    "El dataset \"climaReporte_2018.csv\" contiene información climática segmentada por día. Esta información es de carácter público y fue obtenida del Sistema de gestión Clima del Dpto de información agronómica de BCCBA,  https://clima.bccba.org.ar/accounts/login/?next=/ . Determinen qué información puede ser relevante para la problemática de la mentoría e incorporenla al dataset agronómico obteniendo un dataset final.\n",
    "\n"
   ]
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   "source": [
    "### Referencias\n",
    "https://dimewiki.worldbank.org/wiki/Checklist:_Data_Cleaning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\"C:/Users/Juanca/Desktop/gaspar/DiploDatos/Mentoria-Imagenes_Drones-master/practico 1/Dron1.csv\""
   ]
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  {
   "cell_type": "markdown",
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   "source": [
    "## **Importamos paquetes**"
   ]
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  {
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   "source": [
    "# Importación de las librerías necesarias\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "# Puede que nos sirvan también\n",
    "import matplotlib as mpl\n",
    "mpl.get_cachedir()\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
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    "colab_type": "code",
    "id": "mUlBEUUjpb0S"
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   "source": [
    "pd.set_option('display.max_columns', 150)\n",
    "pd.set_option('display.max_rows', 150)\n",
    "pd.set_option('max_colwidth', 151)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "P31Kyi_HrQF5"
   },
   "outputs": [],
   "source": [
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "id": "rhqhCGhvqfOJ",
    "outputId": "4478e382-ae38-4453-9ac7-a7e1b6139e37"
   },
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'google'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-4-d5df0069828e>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mgoogle\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolab\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mdrive\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0mdrive\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmount\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'/content/drive'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'google'"
     ]
    }
   ],
   "source": [
    "from google.colab import drive\n",
    "drive.mount('/content/drive')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {},
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   "source": [
    "DATA_DIRECTORY = 'C:/Users/Franco/Desktop/Mentoria-Imagenes_Drones/'\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "tTRQ3gfm6aIj"
   },
   "source": [
    "## Consigna para Curación y Exploración del Dataset"
   ]
  },
  {
   "cell_type": "markdown",
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   "source": [
    "## I. Rutina de Curación\n",
    "Inicialmente, con el objetivo de preparar los datos que alimentarán futuros modelos de aprendizaje automático (ML), se propone seguir la siguiente checklist para la limpieza de los datos de nuestro proyecto. Esta checklist es la misma que utilizaron en el primer práctico de la materia y nos será de utilidad como guía para curar el dataset. A modo de ayuda, en esta notebook encontrarán una especie de template que sigue la checklist y que deberán ir completando.\n",
    "\n",
    "Cada decisión tomada deberá quedar registrada de manera explícita y clara. Luego de pasar por todos los puntos de la checklist propuesta, deberán almacenar en un nuevo archivo los datos resultantes. A los fines de realizar este práctico, se utilizará el dataset original, pero descartando todas aquellas columnas que se hayan calculado en base a features preexistentes, ya que éstas están relacionadas a decisiones que adoptaremos más adelante, como por ejemplo, sobre si es necesario crear nuevas features y si incluirlas o no. Recuerden que la ciencia de datos es un proceso circular, continuo y no lineal. Es decir, si los datos requieren de mayor procesamiento para satisfacer las necesidades de algoritmos de ML (cualesquiera de ellos), vamos a volver a la etapa inicial para, por ejemplo, crear nuevas features, tomar decisiones diferentes sobre valores faltantes o valores atípicos (outliers), descartar features, entre otras.\n",
    "### **1. Importación de Datos**\n",
    "#### 1.1 Cargamos datos agronómicos"
   ]
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    "colab_type": "code",
    "id": "CruaXEklp5Bx",
    "outputId": "3fcf0862-93f3-4f1a-9ecd-a6dcf1658ad0"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Franco\\anaconda3\\lib\\site-packages\\IPython\\core\\interactiveshell.py:3063: DtypeWarning: Columns (35) have mixed types.Specify dtype option on import or set low_memory=False.\n",
      "  interactivity=interactivity, compiler=compiler, result=result)\n"
     ]
    }
   ],
   "source": [
    "#Editar con el path correspondiente a sus datos\n",
    "dfa = pd.read_csv(os.path.join(DATA_DIRECTORY,'Dron1.csv'))\n",
    "\n",
    "#, parse_dates = [\"Fecha de espigaz?\", \"Fecha de madurez\"]"
   ]
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   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
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     "base_uri": "https://localhost:8080/",
     "height": 343
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    "colab_type": "code",
    "id": "y2uq8hd9sKJ0",
    "outputId": "4be11d63-875d-48e1-e029-05a7aba4b1db"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(38920, 45)\n"
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       "      <th>Longitude</th>\n",
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       "      <td>2</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>30/9/2015</td>\n",
       "      <td>30/11/2015</td>\n",
       "      <td>61</td>\n",
       "      <td>1.5</td>\n",
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       "      <td>65.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>72.1</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1120</td>\n",
       "      <td>9.5</td>\n",
       "      <td>1179</td>\n",
       "      <td>2357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12641</th>\n",
       "      <td>-2.057.312.188.783.290</td>\n",
       "      <td>-2.120.846.057.207.520</td>\n",
       "      <td>1er Siembra</td>\n",
       "      <td>4470</td>\n",
       "      <td>CC</td>\n",
       "      <td>Variedad_T</td>\n",
       "      <td>1</td>\n",
       "      <td>43</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>55100</td>\n",
       "      <td>12710</td>\n",
       "      <td>61700</td>\n",
       "      <td>34010</td>\n",
       "      <td>16720</td>\n",
       "      <td>-0.5736</td>\n",
       "      <td>-0.3408</td>\n",
       "      <td>-0.8604</td>\n",
       "      <td>0.5942</td>\n",
       "      <td>0.1363</td>\n",
       "      <td>1.3155</td>\n",
       "      <td>0.2710</td>\n",
       "      <td>-0.7100</td>\n",
       "      <td>10.4344</td>\n",
       "      <td>-0.6584</td>\n",
       "      <td>-0.9186</td>\n",
       "      <td>-1.0886</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>dos/uno</td>\n",
       "      <td>0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>14/9/2015</td>\n",
       "      <td>19/11/2015</td>\n",
       "      <td>66</td>\n",
       "      <td>1.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>71.8</td>\n",
       "      <td>45.0</td>\n",
       "      <td>1920</td>\n",
       "      <td>9.3</td>\n",
       "      <td>2025</td>\n",
       "      <td>4050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21400</th>\n",
       "      <td>-2.057.278.313.523.210</td>\n",
       "      <td>-2.120.799.349.550.930</td>\n",
       "      <td>2daSiembra</td>\n",
       "      <td>1058</td>\n",
       "      <td>CL</td>\n",
       "      <td>Variedad_E</td>\n",
       "      <td>1</td>\n",
       "      <td>77</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1</td>\n",
       "      <td>42</td>\n",
       "      <td>52000</td>\n",
       "      <td>13300</td>\n",
       "      <td>52900</td>\n",
       "      <td>38320</td>\n",
       "      <td>19775</td>\n",
       "      <td>-0.4558</td>\n",
       "      <td>-0.3192</td>\n",
       "      <td>-0.6837</td>\n",
       "      <td>0.7004</td>\n",
       "      <td>0.1958</td>\n",
       "      <td>1.4868</td>\n",
       "      <td>0.3738</td>\n",
       "      <td>-0.6616</td>\n",
       "      <td>10.5537</td>\n",
       "      <td>-0.5982</td>\n",
       "      <td>-0.8811</td>\n",
       "      <td>-1.1350</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6/10/2018</td>\n",
       "      <td>4/12/2018</td>\n",
       "      <td>59</td>\n",
       "      <td>1.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>74.9</td>\n",
       "      <td>31.0</td>\n",
       "      <td>3180</td>\n",
       "      <td>8.3</td>\n",
       "      <td>3391</td>\n",
       "      <td>6782</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Longitude                Latitude Conjunto de datos  \\\n",
       "32570  -2.057.284.987.665.580  -2.120.817.923.929.080        2daSiembra   \n",
       "13218  -2.057.313.491.054.710  -2.120.847.103.560.110       1er Siembra   \n",
       "10828  -2.057.310.531.788.150  -2.120.838.319.705.720       1er Siembra   \n",
       "12641  -2.057.312.188.783.290  -2.120.846.057.207.520       1er Siembra   \n",
       "21400  -2.057.278.313.523.210  -2.120.799.349.550.930        2daSiembra   \n",
       "\n",
       "         ID  Ciclos    Variedad  Rep  Parcela  ZADOCK  fila  columna   Azul  \\\n",
       "32570  12228     CC  Variedad_C    2      120     5.8     2       36  58000   \n",
       "13218   5047     CC  Variedad_S    1       45     6.1     1       12  46400   \n",
       "10828   2657     CC  Variedad_I    1       36     5.9     1        3  70200   \n",
       "12641   4470     CC  Variedad_T    1       43     6.6     1       10  55100   \n",
       "21400   1058     CL  Variedad_E    1       77     5.1     1       42  52000   \n",
       "\n",
       "       Verde   Rojo  Borde rojo  Infra Rojo    NDVI    NDRE    SAVI    SCCI  \\\n",
       "32570  14270  57800       37580       17746 -0.5302 -0.3585 -0.7953  0.6762   \n",
       "13218  93300  51200       22330       10162 -0.6688 -0.3745 -1.0032  0.5600   \n",
       "10828  17700  10890       46440       17917  0.2439 -0.4432  0.3659 -1.8169   \n",
       "12641  12710  61700       34010       16720 -0.5736 -0.3408 -0.8604  0.5942   \n",
       "21400  13300  52900       38320       19775 -0.4558 -0.3192 -0.6837  0.7004   \n",
       "\n",
       "        GNDVI     GVI     RVI  RedEdgeVI     LNVI    GRVI   MGRVI   NGRVI  \\\n",
       "32570  0.1086  1.2436  0.3070    -0.7503  10.5342 -0.6040 -0.8851 -1.1298   \n",
       "13218 -0.8036  0.1089  0.1985    -0.7873  10.0137  0.2913  0.5371  1.8618   \n",
       "10828  0.0061  1.0123  1.6453    -0.9524  10.7459  0.2382  0.4508  2.2182   \n",
       "12641  0.1363  1.3155  0.2710    -0.7100  10.4344 -0.6584 -0.9186 -1.0886   \n",
       "21400  0.1958  1.4868  0.3738    -0.6616  10.5537 -0.5982 -0.8811 -1.1350   \n",
       "\n",
       "       Roya (%) Manchas Foliares Fusariosis  Carbon (%)  Adversidades  \\\n",
       "32570         0             cero       cero           0          0.00   \n",
       "13218         1             cero    uno/uno           0          0.00   \n",
       "10828         2             cero       cero           0          0.50   \n",
       "12641         0             cero    dos/uno           0          0.02   \n",
       "21400         0             cero       cero           0          0.00   \n",
       "\n",
       "      Fecha de espigaz? Fecha de madurez dias entre fechas  Vuelco  Altura  \\\n",
       "32570         30/9/2015       30/11/2015                 61     1.5    85.0   \n",
       "13218         16/9/2015       28/11/2015                 73     2.0    85.0   \n",
       "10828         15/9/2018       19/11/2018                 65     1.0    65.0   \n",
       "12641         14/9/2015       19/11/2015                 66     1.0    70.0   \n",
       "21400         6/10/2018        4/12/2018                 59     1.0    75.0   \n",
       "\n",
       "       Aspecto   Peso hecto  Peso de 1000 granos  p grano   hum  PAJUST  RDTO  \n",
       "32570       2.0        80.4                 32.0     2970  10.4    3094  6189  \n",
       "13218       3.0        74.9                 42.0     1545   9.5    1626  3252  \n",
       "10828       2.0        72.1                 35.0     1120   9.5    1179  2357  \n",
       "12641       2.0        71.8                 45.0     1920   9.3    2025  4050  \n",
       "21400       4.0        74.9                 31.0     3180   8.3    3391  6782  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(dfa.shape)\n",
    "dfa.sample(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "PO3p8gcruHZR"
   },
   "source": [
    "#### 1.2.Cargamos dataset de información climática\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "3K6QMzu7uUby"
   },
   "outputs": [],
   "source": [
    "#Editar con el path correspondiente a sus datos\n",
    "dfc = pd.read_csv(os.path.join(DATA_DIRECTORY,'ClimaReporte_2018.csv'), parse_dates = [\"Fecha\"])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 309
    },
    "colab_type": "code",
    "id": "5m-t0WW1wRpE",
    "outputId": "ad628646-0414-4ba1-e070-50ca16561675"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(122, 20)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "\n",
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Fecha</th>\n",
       "      <th>Tem. [°C] Prom</th>\n",
       "      <th>Tem. [°C] Mín</th>\n",
       "      <th>Tem. [°C] Máx</th>\n",
       "      <th>Presion [hPa] Prom</th>\n",
       "      <th>Presion [hPa] Mín</th>\n",
       "      <th>Presion [hPa] Máx</th>\n",
       "      <th>Temp suelo [°C] Prom</th>\n",
       "      <th>Temp suelo [°C] Mín</th>\n",
       "      <th>Temp suelo [°C] Máx</th>\n",
       "      <th>Lluvia Acum[mm]</th>\n",
       "      <th>Máx Inten. de Lluvia [mm/10min]</th>\n",
       "      <th>Inten de Lluvia [mm/h]</th>\n",
       "      <th>Vel de Viento [Km/h] Prom</th>\n",
       "      <th>Vel de Viento [Km/h] Máx</th>\n",
       "      <th>Hum [%HR] Prom</th>\n",
       "      <th>Hum [%HR] Mín</th>\n",
       "      <th>Hum [%HR] Máx</th>\n",
       "      <th>Raf. de Viento [km/h Prom</th>\n",
       "      <th>Raf. de Viento [km/h Máx</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2018-02-10</td>\n",
       "      <td>11.515</td>\n",
       "      <td>0.42</td>\n",
       "      <td>21.71</td>\n",
       "      <td>980.360</td>\n",
       "      <td>975.625</td>\n",
       "      <td>985.000</td>\n",
       "      <td>16.828</td>\n",
       "      <td>14.2</td>\n",
       "      <td>19.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.672</td>\n",
       "      <td>20.539</td>\n",
       "      <td>57.518</td>\n",
       "      <td>29.72</td>\n",
       "      <td>90.07</td>\n",
       "      <td>14.667</td>\n",
       "      <td>34.541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2018-07-10</td>\n",
       "      <td>19.943</td>\n",
       "      <td>8.10</td>\n",
       "      <td>30.90</td>\n",
       "      <td>972.830</td>\n",
       "      <td>966.875</td>\n",
       "      <td>977.500</td>\n",
       "      <td>20.410</td>\n",
       "      <td>17.7</td>\n",
       "      <td>23.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.026</td>\n",
       "      <td>28.948</td>\n",
       "      <td>48.975</td>\n",
       "      <td>22.17</td>\n",
       "      <td>85.43</td>\n",
       "      <td>23.250</td>\n",
       "      <td>61.376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>2018-12-21</td>\n",
       "      <td>20.906</td>\n",
       "      <td>12.32</td>\n",
       "      <td>28.73</td>\n",
       "      <td>975.516</td>\n",
       "      <td>971.875</td>\n",
       "      <td>978.750</td>\n",
       "      <td>-15.021</td>\n",
       "      <td>-15.5</td>\n",
       "      <td>-14.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.299</td>\n",
       "      <td>22.732</td>\n",
       "      <td>64.670</td>\n",
       "      <td>33.92</td>\n",
       "      <td>92.86</td>\n",
       "      <td>18.776</td>\n",
       "      <td>37.578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2018-09-24</td>\n",
       "      <td>17.084</td>\n",
       "      <td>9.86</td>\n",
       "      <td>25.37</td>\n",
       "      <td>980.747</td>\n",
       "      <td>976.250</td>\n",
       "      <td>985.625</td>\n",
       "      <td>22.174</td>\n",
       "      <td>19.8</td>\n",
       "      <td>24.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.714</td>\n",
       "      <td>19.030</td>\n",
       "      <td>42.020</td>\n",
       "      <td>24.45</td>\n",
       "      <td>61.39</td>\n",
       "      <td>18.614</td>\n",
       "      <td>35.929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>2018-11-15</td>\n",
       "      <td>24.032</td>\n",
       "      <td>11.85</td>\n",
       "      <td>34.96</td>\n",
       "      <td>972.248</td>\n",
       "      <td>966.250</td>\n",
       "      <td>979.375</td>\n",
       "      <td>-23.280</td>\n",
       "      <td>-23.6</td>\n",
       "      <td>-23.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.471</td>\n",
       "      <td>32.267</td>\n",
       "      <td>47.299</td>\n",
       "      <td>17.65</td>\n",
       "      <td>83.49</td>\n",
       "      <td>30.599</td>\n",
       "      <td>61.376</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Fecha  Tem. [°C] Prom  Tem. [°C] Mín  Tem. [°C] Máx  \\\n",
       "31  2018-02-10          11.515           0.42          21.71   \n",
       "36  2018-07-10          19.943           8.10          30.90   \n",
       "111 2018-12-21          20.906          12.32          28.73   \n",
       "23  2018-09-24          17.084           9.86          25.37   \n",
       "75  2018-11-15          24.032          11.85          34.96   \n",
       "\n",
       "     Presion [hPa] Prom  Presion [hPa] Mín  Presion [hPa] Máx  \\\n",
       "31              980.360            975.625            985.000   \n",
       "36              972.830            966.875            977.500   \n",
       "111             975.516            971.875            978.750   \n",
       "23              980.747            976.250            985.625   \n",
       "75              972.248            966.250            979.375   \n",
       "\n",
       "     Temp suelo [°C] Prom  Temp suelo [°C] Mín  Temp suelo [°C] Máx  \\\n",
       "31                 16.828                 14.2                 19.9   \n",
       "36                 20.410                 17.7                 23.8   \n",
       "111               -15.021                -15.5                -14.6   \n",
       "23                 22.174                 19.8                 24.8   \n",
       "75                -23.280                -23.6                -23.0   \n",
       "\n",
       "     Lluvia Acum[mm]  Máx Inten. de Lluvia [mm/10min]  Inten de Lluvia [mm/h]  \\\n",
       "31               0.0                              0.0                     0.0   \n",
       "36               0.0                              0.0                     0.0   \n",
       "111              0.0                              0.0                     0.0   \n",
       "23               0.0                              0.0                     0.0   \n",
       "75               0.0                              0.0                     0.0   \n",
       "\n",
       "     Vel de Viento [Km/h] Prom  Vel de Viento [Km/h] Máx  Hum [%HR] Prom  \\\n",
       "31                       8.672                    20.539          57.518   \n",
       "36                      14.026                    28.948          48.975   \n",
       "111                     10.299                    22.732          64.670   \n",
       "23                      10.714                    19.030          42.020   \n",
       "75                      17.471                    32.267          47.299   \n",
       "\n",
       "     Hum [%HR] Mín  Hum [%HR] Máx  Raf. de Viento [km/h Prom  \\\n",
       "31           29.72          90.07                     14.667   \n",
       "36           22.17          85.43                     23.250   \n",
       "111          33.92          92.86                     18.776   \n",
       "23           24.45          61.39                     18.614   \n",
       "75           17.65          83.49                     30.599   \n",
       "\n",
       "     Raf. de Viento [km/h Máx  \n",
       "31                     34.541  \n",
       "36                     61.376  \n",
       "111                    37.578  \n",
       "23                     35.929  \n",
       "75                     61.376  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(dfc.shape)\n",
    "dfc.sample(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "4AiPw4520nOb"
   },
   "source": [
    "#### Tipos de datos que tenemos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 799
    },
    "colab_type": "code",
    "id": "Oa4DKwwZ_rWg",
    "outputId": "a84fc7d9-3306-4fe7-eb61-79ef6d09f896"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Longitude               object\n",
       "Latitude                object\n",
       "Conjunto de datos       object\n",
       "ID                       int64\n",
       "Ciclos                  object\n",
       "Variedad                object\n",
       "Rep                      int64\n",
       "Parcela                  int64\n",
       "ZADOCK                 float64\n",
       "fila                     int64\n",
       "columna                  int64\n",
       "Azul                     int64\n",
       "Verde                    int64\n",
       "Rojo                     int64\n",
       "Borde rojo               int64\n",
       "Infra Rojo               int64\n",
       "NDVI                   float64\n",
       "NDRE                   float64\n",
       "SAVI                   float64\n",
       "SCCI                   float64\n",
       "GNDVI                  float64\n",
       "GVI                    float64\n",
       "RVI                    float64\n",
       "RedEdgeVI              float64\n",
       "LNVI                   float64\n",
       "GRVI                   float64\n",
       "MGRVI                  float64\n",
       "NGRVI                  float64\n",
       "Roya (%)                 int64\n",
       "Manchas Foliares        object\n",
       "Fusariosis              object\n",
       "Carbon (%)               int64\n",
       "Adversidades           float64\n",
       "Fecha de espigaz?       object\n",
       "Fecha de madurez        object\n",
       "dias entre fechas      object\n",
       "Vuelco                 float64\n",
       "Altura                 float64\n",
       "Aspecto                float64\n",
       "Peso hecto             float64\n",
       "Peso de 1000 granos    float64\n",
       "p grano                  int64\n",
       "hum                    float64\n",
       "PAJUST                   int64\n",
       "RDTO                     int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfa.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 374
    },
    "colab_type": "code",
    "id": "pbKZpQ8p9LLV",
    "outputId": "9b8189be-96ff-440f-bfa2-fc49206a62fa"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Fecha                              datetime64[ns]\n",
       "Tem. [°C] Prom                            float64\n",
       "Tem. [°C] Mín                             float64\n",
       "Tem. [°C] Máx                             float64\n",
       "Presion [hPa] Prom                        float64\n",
       "Presion [hPa] Mín                         float64\n",
       "Presion [hPa] Máx                         float64\n",
       "Temp suelo [°C] Prom                      float64\n",
       "Temp suelo [°C] Mín                       float64\n",
       "Temp suelo [°C] Máx                       float64\n",
       "Lluvia Acum[mm]                           float64\n",
       "Máx Inten. de Lluvia [mm/10min]           float64\n",
       "Inten de Lluvia [mm/h]                    float64\n",
       "Vel de Viento [Km/h] Prom                 float64\n",
       "Vel de Viento [Km/h] Máx                  float64\n",
       "Hum [%HR] Prom                            float64\n",
       "Hum [%HR] Mín                             float64\n",
       "Hum [%HR] Máx                             float64\n",
       "Raf. de Viento [km/h Prom                 float64\n",
       "Raf. de Viento [km/h Máx                  float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfc.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "vO_5FuDp08kZ"
   },
   "source": [
    "#### 1.3. Asegurar la Existencia de IDs o Claves Únicas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "qB0U_BFoCgq4"
   },
   "source": [
    "##### El siguiente paso implica chequear que no existen datos duplicados y que las claves, si existen, son únicas."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Se fija el ID como índice\n",
    "\n",
    "(NOTA: Se observa que la variable ID tiene un espacio en su string \"ID \")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "U4wWxIcFDUAf"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Conjunto de datos</th>\n",
       "      <th>Ciclos</th>\n",
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       "      <th>fila</th>\n",
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       "      <th>Azul</th>\n",
       "      <th>Verde</th>\n",
       "      <th>Rojo</th>\n",
       "      <th>Borde rojo</th>\n",
       "      <th>Infra Rojo</th>\n",
       "      <th>NDVI</th>\n",
       "      <th>NDRE</th>\n",
       "      <th>SAVI</th>\n",
       "      <th>SCCI</th>\n",
       "      <th>GNDVI</th>\n",
       "      <th>GVI</th>\n",
       "      <th>RVI</th>\n",
       "      <th>RedEdgeVI</th>\n",
       "      <th>LNVI</th>\n",
       "      <th>GRVI</th>\n",
       "      <th>MGRVI</th>\n",
       "      <th>NGRVI</th>\n",
       "      <th>Roya (%)</th>\n",
       "      <th>Manchas Foliares</th>\n",
       "      <th>Fusariosis</th>\n",
       "      <th>Carbon (%)</th>\n",
       "      <th>Adversidades</th>\n",
       "      <th>Fecha de espigaz?</th>\n",
       "      <th>Fecha de madurez</th>\n",
       "      <th>dias entre fechas</th>\n",
       "      <th>Vuelco</th>\n",
       "      <th>Altura</th>\n",
       "      <th>Aspecto</th>\n",
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       "      <th>hum</th>\n",
       "      <th>PAJUST</th>\n",
       "      <th>RDTO</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [Longitude, Latitude, Conjunto de datos, Ciclos, Variedad, Rep, Parcela, ZADOCK, fila, columna, Azul, Verde, Rojo, Borde rojo, Infra Rojo, NDVI, NDRE, SAVI, SCCI, GNDVI, GVI, RVI, RedEdgeVI, LNVI, GRVI, MGRVI, NGRVI, Roya (%), Manchas Foliares, Fusariosis, Carbon (%), Adversidades, Fecha de espigaz?, Fecha de madurez, dias entre fechas, Vuelco, Altura, Aspecto , Peso hecto, Peso de 1000 granos, p grano, hum, PAJUST, RDTO]\n",
       "Index: []"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Se fija ID como índice\n",
    "dfa = dfa.set_index(\"ID \")\n",
    "\n",
    "#Encontrar Duplicados\n",
    "duplicates = dfa.duplicated(keep= False)\n",
    "dfa[duplicates]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count     38920\n",
       "unique    22398\n",
       "top       18555\n",
       "freq          2\n",
       "Name: ID , dtype: object"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Luego se verifica si el ID tiene duplicados.\n",
    "\n",
    "pd.Series(dfa.index,dtype=str).describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
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       "      <th>Rojo</th>\n",
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       "      <th>GNDVI</th>\n",
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       "      <th>LNVI</th>\n",
       "      <th>GRVI</th>\n",
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       "      <th>Adversidades</th>\n",
       "      <th>Fecha de espigaz?</th>\n",
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       "      <th>dias entre fechas</th>\n",
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       "      <th>Aspecto</th>\n",
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       "      <th>hum</th>\n",
       "      <th>PAJUST</th>\n",
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       "    <tr>\n",
       "      <th>ID</th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th>12203</th>\n",
       "      <td>-2.057.297.803.054.350</td>\n",
       "      <td>-2.120.827.812.446.900</td>\n",
       "      <td>1er Siembra</td>\n",
       "      <td>CL</td>\n",
       "      <td>Variedad_J</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.4</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>47700</td>\n",
       "      <td>12170</td>\n",
       "      <td>50100</td>\n",
       "      <td>33200</td>\n",
       "      <td>16748</td>\n",
       "      <td>-0.4989</td>\n",
       "      <td>-0.3294</td>\n",
       "      <td>-0.7484</td>\n",
       "      <td>0.6602</td>\n",
       "      <td>0.1583</td>\n",
       "      <td>1.3762</td>\n",
       "      <td>0.3343</td>\n",
       "      <td>-0.6843</td>\n",
       "      <td>10.4103</td>\n",
       "      <td>-0.6091</td>\n",
       "      <td>-0.8886</td>\n",
       "      <td>-1.1254</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3/10/2018</td>\n",
       "      <td>28/11/2018</td>\n",
       "      <td>56</td>\n",
       "      <td>4.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2645</td>\n",
       "      <td>9.5</td>\n",
       "      <td>2783</td>\n",
       "      <td>5567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12204</th>\n",
       "      <td>-2.057.297.676.715.260</td>\n",
       "      <td>-2.120.827.773.572.710</td>\n",
       "      <td>1er Siembra</td>\n",
       "      <td>CL</td>\n",
       "      <td>Variedad_J</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.4</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>52300</td>\n",
       "      <td>11770</td>\n",
       "      <td>49500</td>\n",
       "      <td>32220</td>\n",
       "      <td>17738</td>\n",
       "      <td>-0.4724</td>\n",
       "      <td>-0.2899</td>\n",
       "      <td>-0.7086</td>\n",
       "      <td>0.6137</td>\n",
       "      <td>0.2023</td>\n",
       "      <td>1.5071</td>\n",
       "      <td>0.3583</td>\n",
       "      <td>-0.5969</td>\n",
       "      <td>10.3803</td>\n",
       "      <td>-0.6158</td>\n",
       "      <td>-0.8930</td>\n",
       "      <td>-1.1199</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3/10/2018</td>\n",
       "      <td>28/11/2018</td>\n",
       "      <td>56</td>\n",
       "      <td>4.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2645</td>\n",
       "      <td>9.5</td>\n",
       "      <td>2783</td>\n",
       "      <td>5567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12205</th>\n",
       "      <td>-2.057.297.550.375.270</td>\n",
       "      <td>-2.120.827.734.699.420</td>\n",
       "      <td>1er Siembra</td>\n",
       "      <td>CL</td>\n",
       "      <td>Variedad_J</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.4</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>56100</td>\n",
       "      <td>14200</td>\n",
       "      <td>59400</td>\n",
       "      <td>38940</td>\n",
       "      <td>18662</td>\n",
       "      <td>-0.5219</td>\n",
       "      <td>-0.3520</td>\n",
       "      <td>-0.7828</td>\n",
       "      <td>0.6746</td>\n",
       "      <td>0.1358</td>\n",
       "      <td>1.3142</td>\n",
       "      <td>0.3142</td>\n",
       "      <td>-0.7355</td>\n",
       "      <td>10.5698</td>\n",
       "      <td>-0.6141</td>\n",
       "      <td>-0.8919</td>\n",
       "      <td>-1.1212</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3/10/2018</td>\n",
       "      <td>28/11/2018</td>\n",
       "      <td>56</td>\n",
       "      <td>4.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2645</td>\n",
       "      <td>9.5</td>\n",
       "      <td>2783</td>\n",
       "      <td>5567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12206</th>\n",
       "      <td>-2.057.297.971.508.270</td>\n",
       "      <td>-2.120.827.735.509.350</td>\n",
       "      <td>1er Siembra</td>\n",
       "      <td>CL</td>\n",
       "      <td>Variedad_J</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.4</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>50300</td>\n",
       "      <td>12960</td>\n",
       "      <td>49000</td>\n",
       "      <td>35890</td>\n",
       "      <td>17884</td>\n",
       "      <td>-0.4652</td>\n",
       "      <td>-0.3348</td>\n",
       "      <td>-0.6978</td>\n",
       "      <td>0.7198</td>\n",
       "      <td>0.1596</td>\n",
       "      <td>1.3799</td>\n",
       "      <td>0.3650</td>\n",
       "      <td>-0.6966</td>\n",
       "      <td>10.4882</td>\n",
       "      <td>-0.5817</td>\n",
       "      <td>-0.8692</td>\n",
       "      <td>-1.1504</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3/10/2018</td>\n",
       "      <td>28/11/2018</td>\n",
       "      <td>56</td>\n",
       "      <td>4.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2645</td>\n",
       "      <td>9.5</td>\n",
       "      <td>2783</td>\n",
       "      <td>5567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12207</th>\n",
       "      <td>-2.057.297.845.168.280</td>\n",
       "      <td>-2.120.827.696.635.160</td>\n",
       "      <td>1er Siembra</td>\n",
       "      <td>CL</td>\n",
       "      <td>Variedad_J</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.4</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>52300</td>\n",
       "      <td>13080</td>\n",
       "      <td>53000</td>\n",
       "      <td>34950</td>\n",
       "      <td>18014</td>\n",
       "      <td>-0.4927</td>\n",
       "      <td>-0.3198</td>\n",
       "      <td>-0.7390</td>\n",
       "      <td>0.6491</td>\n",
       "      <td>0.1587</td>\n",
       "      <td>1.3772</td>\n",
       "      <td>0.3399</td>\n",
       "      <td>-0.6628</td>\n",
       "      <td>10.4617</td>\n",
       "      <td>-0.6041</td>\n",
       "      <td>-0.8852</td>\n",
       "      <td>-1.1297</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3/10/2018</td>\n",
       "      <td>28/11/2018</td>\n",
       "      <td>56</td>\n",
       "      <td>4.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2645</td>\n",
       "      <td>9.5</td>\n",
       "      <td>2783</td>\n",
       "      <td>5567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18573</th>\n",
       "      <td>-2.057.283.002.672.780</td>\n",
       "      <td>-2.120.819.117.678.180</td>\n",
       "      <td>2daSiembra</td>\n",
       "      <td>CC</td>\n",
       "      <td>Variedad_D</td>\n",
       "      <td>3</td>\n",
       "      <td>143</td>\n",
       "      <td>5.9</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>71500</td>\n",
       "      <td>16070</td>\n",
       "      <td>86500</td>\n",
       "      <td>43810</td>\n",
       "      <td>18228</td>\n",
       "      <td>-0.6519</td>\n",
       "      <td>-0.4124</td>\n",
       "      <td>-0.9778</td>\n",
       "      <td>0.6326</td>\n",
       "      <td>0.0629</td>\n",
       "      <td>1.1343</td>\n",
       "      <td>0.2107</td>\n",
       "      <td>-0.8769</td>\n",
       "      <td>10.6876</td>\n",
       "      <td>-0.6867</td>\n",
       "      <td>-0.9333</td>\n",
       "      <td>-1.0715</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29/9/2015</td>\n",
       "      <td>28/11/2015</td>\n",
       "      <td>60</td>\n",
       "      <td>2.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>78.9</td>\n",
       "      <td>35.0</td>\n",
       "      <td>2860</td>\n",
       "      <td>9.7</td>\n",
       "      <td>3003</td>\n",
       "      <td>6006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18574</th>\n",
       "      <td>-2.057.282.876.332.790</td>\n",
       "      <td>-2.120.819.078.803.990</td>\n",
       "      <td>2daSiembra</td>\n",
       "      <td>CC</td>\n",
       "      <td>Variedad_D</td>\n",
       "      <td>3</td>\n",
       "      <td>143</td>\n",
       "      <td>5.9</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>66900</td>\n",
       "      <td>14510</td>\n",
       "      <td>77400</td>\n",
       "      <td>38050</td>\n",
       "      <td>15120</td>\n",
       "      <td>-0.6732</td>\n",
       "      <td>-0.4313</td>\n",
       "      <td>-1.0097</td>\n",
       "      <td>0.6407</td>\n",
       "      <td>0.0206</td>\n",
       "      <td>1.0420</td>\n",
       "      <td>0.1953</td>\n",
       "      <td>-0.9229</td>\n",
       "      <td>10.5467</td>\n",
       "      <td>-0.6843</td>\n",
       "      <td>-0.9321</td>\n",
       "      <td>-1.0728</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29/9/2015</td>\n",
       "      <td>28/11/2015</td>\n",
       "      <td>60</td>\n",
       "      <td>2.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>78.9</td>\n",
       "      <td>35.0</td>\n",
       "      <td>2860</td>\n",
       "      <td>9.7</td>\n",
       "      <td>3003</td>\n",
       "      <td>6006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18575</th>\n",
       "      <td>-2.057.282.750.803.630</td>\n",
       "      <td>-2.120.819.039.930.700</td>\n",
       "      <td>2daSiembra</td>\n",
       "      <td>CC</td>\n",
       "      <td>Variedad_D</td>\n",
       "      <td>3</td>\n",
       "      <td>143</td>\n",
       "      <td>5.9</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>61800</td>\n",
       "      <td>14780</td>\n",
       "      <td>90300</td>\n",
       "      <td>40600</td>\n",
       "      <td>14391</td>\n",
       "      <td>-0.7251</td>\n",
       "      <td>-0.4766</td>\n",
       "      <td>-1.0876</td>\n",
       "      <td>0.6573</td>\n",
       "      <td>-0.0133</td>\n",
       "      <td>0.9737</td>\n",
       "      <td>0.1594</td>\n",
       "      <td>-1.0372</td>\n",
       "      <td>10.6115</td>\n",
       "      <td>-0.7187</td>\n",
       "      <td>-0.9478</td>\n",
       "      <td>-1.0551</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29/9/2015</td>\n",
       "      <td>28/11/2015</td>\n",
       "      <td>60</td>\n",
       "      <td>2.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>78.9</td>\n",
       "      <td>35.0</td>\n",
       "      <td>2860</td>\n",
       "      <td>9.7</td>\n",
       "      <td>3003</td>\n",
       "      <td>6006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18576</th>\n",
       "      <td>-2.057.283.045.595.750</td>\n",
       "      <td>-2.120.819.001.866.450</td>\n",
       "      <td>2daSiembra</td>\n",
       "      <td>CC</td>\n",
       "      <td>Variedad_D</td>\n",
       "      <td>3</td>\n",
       "      <td>143</td>\n",
       "      <td>5.9</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>74300</td>\n",
       "      <td>16310</td>\n",
       "      <td>95100</td>\n",
       "      <td>44440</td>\n",
       "      <td>17460</td>\n",
       "      <td>-0.6898</td>\n",
       "      <td>-0.4359</td>\n",
       "      <td>-1.0346</td>\n",
       "      <td>0.6319</td>\n",
       "      <td>0.0341</td>\n",
       "      <td>1.0705</td>\n",
       "      <td>0.1836</td>\n",
       "      <td>-0.9342</td>\n",
       "      <td>10.7019</td>\n",
       "      <td>-0.7072</td>\n",
       "      <td>-0.9429</td>\n",
       "      <td>-1.0606</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29/9/2015</td>\n",
       "      <td>28/11/2015</td>\n",
       "      <td>60</td>\n",
       "      <td>2.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>78.9</td>\n",
       "      <td>35.0</td>\n",
       "      <td>2860</td>\n",
       "      <td>9.7</td>\n",
       "      <td>3003</td>\n",
       "      <td>6006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18577</th>\n",
       "      <td>-2.057.282.919.256.650</td>\n",
       "      <td>-2.120.818.962.992.260</td>\n",
       "      <td>2daSiembra</td>\n",
       "      <td>CC</td>\n",
       "      <td>Variedad_D</td>\n",
       "      <td>3</td>\n",
       "      <td>143</td>\n",
       "      <td>5.9</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>69900</td>\n",
       "      <td>14890</td>\n",
       "      <td>90300</td>\n",
       "      <td>39330</td>\n",
       "      <td>14450</td>\n",
       "      <td>-0.7241</td>\n",
       "      <td>-0.4626</td>\n",
       "      <td>-1.0862</td>\n",
       "      <td>0.6389</td>\n",
       "      <td>-0.0150</td>\n",
       "      <td>0.9704</td>\n",
       "      <td>0.1600</td>\n",
       "      <td>-1.0013</td>\n",
       "      <td>10.5797</td>\n",
       "      <td>-0.7169</td>\n",
       "      <td>-0.9471</td>\n",
       "      <td>-1.0559</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29/9/2015</td>\n",
       "      <td>28/11/2015</td>\n",
       "      <td>60</td>\n",
       "      <td>2.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>78.9</td>\n",
       "      <td>35.0</td>\n",
       "      <td>2860</td>\n",
       "      <td>9.7</td>\n",
       "      <td>3003</td>\n",
       "      <td>6006</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>33044 rows × 44 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Longitude                Latitude Conjunto de datos  \\\n",
       "ID                                                                        \n",
       "12203  -2.057.297.803.054.350  -2.120.827.812.446.900       1er Siembra   \n",
       "12204  -2.057.297.676.715.260  -2.120.827.773.572.710       1er Siembra   \n",
       "12205  -2.057.297.550.375.270  -2.120.827.734.699.420       1er Siembra   \n",
       "12206  -2.057.297.971.508.270  -2.120.827.735.509.350       1er Siembra   \n",
       "12207  -2.057.297.845.168.280  -2.120.827.696.635.160       1er Siembra   \n",
       "...                       ...                     ...               ...   \n",
       "18573  -2.057.283.002.672.780  -2.120.819.117.678.180        2daSiembra   \n",
       "18574  -2.057.282.876.332.790  -2.120.819.078.803.990        2daSiembra   \n",
       "18575  -2.057.282.750.803.630  -2.120.819.039.930.700        2daSiembra   \n",
       "18576  -2.057.283.045.595.750  -2.120.819.001.866.450        2daSiembra   \n",
       "18577  -2.057.282.919.256.650  -2.120.818.962.992.260        2daSiembra   \n",
       "\n",
       "      Ciclos    Variedad  Rep  Parcela  ZADOCK  fila  columna   Azul  Verde  \\\n",
       "ID                                                                            \n",
       "12203     CL  Variedad_J    1        1     5.4     1       14  47700  12170   \n",
       "12204     CL  Variedad_J    1        1     5.4     1       14  52300  11770   \n",
       "12205     CL  Variedad_J    1        1     5.4     1       14  56100  14200   \n",
       "12206     CL  Variedad_J    1        1     5.4     1       14  50300  12960   \n",
       "12207     CL  Variedad_J    1        1     5.4     1       14  52300  13080   \n",
       "...      ...         ...  ...      ...     ...   ...      ...    ...    ...   \n",
       "18573     CC  Variedad_D    3      143     5.9     3       36  71500  16070   \n",
       "18574     CC  Variedad_D    3      143     5.9     3       36  66900  14510   \n",
       "18575     CC  Variedad_D    3      143     5.9     3       36  61800  14780   \n",
       "18576     CC  Variedad_D    3      143     5.9     3       36  74300  16310   \n",
       "18577     CC  Variedad_D    3      143     5.9     3       36  69900  14890   \n",
       "\n",
       "        Rojo  Borde rojo  Infra Rojo    NDVI    NDRE    SAVI    SCCI   GNDVI  \\\n",
       "ID                                                                             \n",
       "12203  50100       33200       16748 -0.4989 -0.3294 -0.7484  0.6602  0.1583   \n",
       "12204  49500       32220       17738 -0.4724 -0.2899 -0.7086  0.6137  0.2023   \n",
       "12205  59400       38940       18662 -0.5219 -0.3520 -0.7828  0.6746  0.1358   \n",
       "12206  49000       35890       17884 -0.4652 -0.3348 -0.6978  0.7198  0.1596   \n",
       "12207  53000       34950       18014 -0.4927 -0.3198 -0.7390  0.6491  0.1587   \n",
       "...      ...         ...         ...     ...     ...     ...     ...     ...   \n",
       "18573  86500       43810       18228 -0.6519 -0.4124 -0.9778  0.6326  0.0629   \n",
       "18574  77400       38050       15120 -0.6732 -0.4313 -1.0097  0.6407  0.0206   \n",
       "18575  90300       40600       14391 -0.7251 -0.4766 -1.0876  0.6573 -0.0133   \n",
       "18576  95100       44440       17460 -0.6898 -0.4359 -1.0346  0.6319  0.0341   \n",
       "18577  90300       39330       14450 -0.7241 -0.4626 -1.0862  0.6389 -0.0150   \n",
       "\n",
       "          GVI     RVI  RedEdgeVI     LNVI    GRVI   MGRVI   NGRVI  Roya (%)  \\\n",
       "ID                                                                            \n",
       "12203  1.3762  0.3343    -0.6843  10.4103 -0.6091 -0.8886 -1.1254         0   \n",
       "12204  1.5071  0.3583    -0.5969  10.3803 -0.6158 -0.8930 -1.1199         0   \n",
       "12205  1.3142  0.3142    -0.7355  10.5698 -0.6141 -0.8919 -1.1212         0   \n",
       "12206  1.3799  0.3650    -0.6966  10.4882 -0.5817 -0.8692 -1.1504         0   \n",
       "12207  1.3772  0.3399    -0.6628  10.4617 -0.6041 -0.8852 -1.1297         0   \n",
       "...       ...     ...        ...      ...     ...     ...     ...       ...   \n",
       "18573  1.1343  0.2107    -0.8769  10.6876 -0.6867 -0.9333 -1.0715         0   \n",
       "18574  1.0420  0.1953    -0.9229  10.5467 -0.6843 -0.9321 -1.0728         0   \n",
       "18575  0.9737  0.1594    -1.0372  10.6115 -0.7187 -0.9478 -1.0551         0   \n",
       "18576  1.0705  0.1836    -0.9342  10.7019 -0.7072 -0.9429 -1.0606         0   \n",
       "18577  0.9704  0.1600    -1.0013  10.5797 -0.7169 -0.9471 -1.0559         0   \n",
       "\n",
       "      Manchas Foliares Fusariosis  Carbon (%)  Adversidades Fecha de espigaz?  \\\n",
       "ID                                                                              \n",
       "12203             cero       cero           0           0.0         3/10/2018   \n",
       "12204             cero       cero           0           0.0         3/10/2018   \n",
       "12205             cero       cero           0           0.0         3/10/2018   \n",
       "12206             cero       cero           0           0.0         3/10/2018   \n",
       "12207             cero       cero           0           0.0         3/10/2018   \n",
       "...                ...        ...         ...           ...               ...   \n",
       "18573             cero       cero           0           0.0         29/9/2015   \n",
       "18574             cero       cero           0           0.0         29/9/2015   \n",
       "18575             cero       cero           0           0.0         29/9/2015   \n",
       "18576             cero       cero           0           0.0         29/9/2015   \n",
       "18577             cero       cero           0           0.0         29/9/2015   \n",
       "\n",
       "      Fecha de madurez dias entre fechas  Vuelco  Altura  Aspecto   \\\n",
       "ID                                                                    \n",
       "12203       28/11/2018                 56     4.5    85.0       4.0   \n",
       "12204       28/11/2018                 56     4.5    85.0       4.0   \n",
       "12205       28/11/2018                 56     4.5    85.0       4.0   \n",
       "12206       28/11/2018                 56     4.5    85.0       4.0   \n",
       "12207       28/11/2018                 56     4.5    85.0       4.0   \n",
       "...                ...                ...     ...     ...       ...   \n",
       "18573       28/11/2015                 60     2.0    85.0       2.0   \n",
       "18574       28/11/2015                 60     2.0    85.0       2.0   \n",
       "18575       28/11/2015                 60     2.0    85.0       2.0   \n",
       "18576       28/11/2015                 60     2.0    85.0       2.0   \n",
       "18577       28/11/2015                 60     2.0    85.0       2.0   \n",
       "\n",
       "       Peso hecto  Peso de 1000 granos  p grano  hum  PAJUST  RDTO  \n",
       "ID                                                                  \n",
       "12203        75.0                 36.0     2645  9.5    2783  5567  \n",
       "12204        75.0                 36.0     2645  9.5    2783  5567  \n",
       "12205        75.0                 36.0     2645  9.5    2783  5567  \n",
       "12206        75.0                 36.0     2645  9.5    2783  5567  \n",
       "12207        75.0                 36.0     2645  9.5    2783  5567  \n",
       "...           ...                  ...      ...  ...     ...   ...  \n",
       "18573        78.9                 35.0     2860  9.7    3003  6006  \n",
       "18574        78.9                 35.0     2860  9.7    3003  6006  \n",
       "18575        78.9                 35.0     2860  9.7    3003  6006  \n",
       "18576        78.9                 35.0     2860  9.7    3003  6006  \n",
       "18577        78.9                 35.0     2860  9.7    3003  6006  \n",
       "\n",
       "[33044 rows x 44 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfa[dfa.index.duplicated(keep= False)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Se puede observar que no hay filas u observaciones duplicadas**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "TCA-32DqDJFq"
   },
   "source": [
    "#### 1.4. Despersonalizar Datos si hiciera falta y Guardarlos en un Nuevo Archivo"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "u2u5cHkNDis4"
   },
   "source": [
    " Nunca Modificar los Datos Crudos u Originales"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "No existen datos personales que deban ser despersonalizados."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "dpgsBnow08ke"
   },
   "source": [
    "#### **2. Pasos de Limpieza Necesarios**\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "UAodJbMcyUu5"
   },
   "source": [
    "#### 2.1.Etiquetas de Variables/Columnas y Problemas de Codificación/Encoding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "NGzA-Fu0yDII"
   },
   "outputs": [],
   "source": [
    "import chardet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "ename": "InvalidURL",
     "evalue": "Failed to parse: Longitude                Latitude Conjunto de datos  \\\nID                                                                        \n12203  -2.057.297.803.054.350  -2.120.827.812.446.900       1er Siembra   \n12204  -2.057.297.676.715.260  -2.120.827.773.572.710       1er Siembra   \n12205  -2.057.297.550.375.270  -2.120.827.734.699.420       1er Siembra   \n12206  -2.057.297.971.508.270  -2.120.827.735.509.350       1er Siembra   \n12207  -2.057.297.845.168.280  -2.120.827.696.635.160       1er Siembra   \n...                       ...                     ...               ...   \n18573  -2.057.283.002.672.780  -2.120.819.117.678.180        2daSiembra   \n18574  -2.057.282.876.332.790  -2.120.819.078.803.990        2daSiembra   \n18575  -2.057.282.750.803.630  -2.120.819.039.930.700        2daSiembra   \n18576  -2.057.283.045.595.750  -2.120.819.001.866.450        2daSiembra   \n18577  -2.057.282.919.256.650  -2.120.818.962.992.260        2daSiembra   \n\n      Ciclos    Variedad  Rep  Parcela  ZADOCK  fila  columna   Azul  Verde  \\\nID                                                                            \n12203     CL  Variedad_J    1        1     5.4     1       14  47700  12170   \n12204     CL  Variedad_J    1        1     5.4     1       14  52300  11770   \n12205     CL  Variedad_J    1        1     5.4     1       14  56100  14200   \n12206     CL  Variedad_J    1        1     5.4     1       14  50300  12960   \n12207     CL  Variedad_J    1        1     5.4     1       14  52300  13080   \n...      ...         ...  ...      ...     ...   ...      ...    ...    ...   \n18573     CC  Variedad_D    3      143     5.9     3       36  71500  16070   \n18574     CC  Variedad_D    3      143     5.9     3       36  66900  14510   \n18575     CC  Variedad_D    3      143     5.9     3       36  61800  14780   \n18576     CC  Variedad_D    3      143     5.9     3       36  74300  16310   \n18577     CC  Variedad_D    3      143     5.9     3       36  69900  14890   \n\n        Rojo  Borde rojo  Infra Rojo    NDVI    NDRE    SAVI    SCCI   GNDVI  \\\nID                                                                             \n12203  50100       33200       16748 -0.4989 -0.3294 -0.7484  0.6602  0.1583   \n12204  49500       32220       17738 -0.4724 -0.2899 -0.7086  0.6137  0.2023   \n12205  59400       38940       18662 -0.5219 -0.3520 -0.7828  0.6746  0.1358   \n12206  49000       35890       17884 -0.4652 -0.3348 -0.6978  0.7198  0.1596   \n12207  53000       34950       18014 -0.4927 -0.3198 -0.7390  0.6491  0.1587   \n...      ...         ...         ...     ...     ...     ...     ...     ...   \n18573  86500       43810       18228 -0.6519 -0.4124 -0.9778  0.6326  0.0629   \n18574  77400       38050       15120 -0.6732 -0.4313 -1.0097  0.6407  0.0206   \n18575  90300       40600       14391 -0.7251 -0.4766 -1.0876  0.6573 -0.0133   \n18576  95100       44440       17460 -0.6898 -0.4359 -1.0346  0.6319  0.0341   \n18577  90300       39330       14450 -0.7241 -0.4626 -1.0862  0.6389 -0.0150   \n\n          GVI     RVI  RedEdgeVI     LNVI    GRVI   MGRVI   NGRVI  Roya (%)  \\\nID                                                                            \n12203  1.3762  0.3343    -0.6843  10.4103 -0.6091 -0.8886 -1.1254         0   \n12204  1.5071  0.3583    -0.5969  10.3803 -0.6158 -0.8930 -1.1199         0   \n12205  1.3142  0.3142    -0.7355  10.5698 -0.6141 -0.8919 -1.1212         0   \n12206  1.3799  0.3650    -0.6966  10.4882 -0.5817 -0.8692 -1.1504         0   \n12207  1.3772  0.3399    -0.6628  10.4617 -0.6041 -0.8852 -1.1297         0   \n...       ...     ...        ...      ...     ...     ...     ...       ...   \n18573  1.1343  0.2107    -0.8769  10.6876 -0.6867 -0.9333 -1.0715         0   \n18574  1.0420  0.1953    -0.9229  10.5467 -0.6843 -0.9321 -1.0728         0   \n18575  0.9737  0.1594    -1.0372  10.6115 -0.7187 -0.9478 -1.0551         0   \n18576  1.0705  0.1836    -0.9342  10.7019 -0.7072 -0.9429 -1.0606         0   \n18577  0.9704  0.1600    -1.0013  10.5797 -0.7169 -0.9471 -1.0559         0   \n\n      Manchas Foliares Fusariosis  Carbon (%)  Adversidades Fecha de espigaz?  \\\nID                                                                              \n12203             cero       cero           0           0.0         3/10/2018   \n12204             cero       cero           0           0.0         3/10/2018   \n12205             cero       cero           0           0.0         3/10/2018   \n12206             cero       cero           0           0.0         3/10/2018   \n12207             cero       cero           0           0.0         3/10/2018   \n...                ...        ...         ...           ...               ...   \n18573             cero       cero           0           0.0         29/9/2015   \n18574             cero       cero           0           0.0         29/9/2015   \n18575             cero       cero           0           0.0         29/9/2015   \n18576             cero       cero           0           0.0         29/9/2015   \n18577             cero       cero           0           0.0         29/9/2015   \n\n      Fecha de madurez dias entre fechas  Vuelco  Altura  Aspecto   \\\nID                                                                    \n12203       28/11/2018                 56     4.5    85.0       4.0   \n12204       28/11/2018                 56     4.5    85.0       4.0   \n12205       28/11/2018                 56     4.5    85.0       4.0   \n12206       28/11/2018                 56     4.5    85.0       4.0   \n12207       28/11/2018                 56     4.5    85.0       4.0   \n...                ...                ...     ...     ...       ...   \n18573       28/11/2015                 60     2.0    85.0       2.0   \n18574       28/11/2015                 60     2.0    85.0       2.0   \n18575       28/11/2015                 60     2.0    85.0       2.0   \n18576       28/11/2015                 60     2.0    85.0       2.0   \n18577       28/11/2015                 60     2.0    85.0       2.0   \n\n       Peso hecto  Peso de 1000 granos  p grano  hum  PAJUST  RDTO  \nID                                                                  \n12203        75.0                 36.0     2645  9.5    2783  5567  \n12204        75.0                 36.0     2645  9.5    2783  5567  \n12205        75.0                 36.0     2645  9.5    2783  5567  \n12206        75.0                 36.0     2645  9.5    2783  5567  \n12207        75.0                 36.0     2645  9.5    2783  5567  \n...           ...                  ...      ...  ...     ...   ...  \n18573        78.9                 35.0     2860  9.7    3003  6006  \n18574        78.9                 35.0     2860  9.7    3003  6006  \n18575        78.9                 35.0     2860  9.7    3003  6006  \n18576        78.9                 35.0     2860  9.7    3003  6006  \n18577        78.9                 35.0     2860  9.7    3003  6006  \n\n[38920 rows x 44 columns]",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mLocationParseError\u001b[0m                        Traceback (most recent call last)",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\requests\\models.py\u001b[0m in \u001b[0;36mprepare_url\u001b[1;34m(self, url, params)\u001b[0m\n\u001b[0;32m    378\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--> 379\u001b[1;33m             \u001b[0mscheme\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mauth\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhost\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mport\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpath\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mquery\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfragment\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mparse_url\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0murl\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    380\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mLocationParseError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\urllib3\\util\\url.py\u001b[0m in \u001b[0;36mparse_url\u001b[1;34m(url)\u001b[0m\n\u001b[0;32m    391\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mValueError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mAttributeError\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--> 392\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0msix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mraise_from\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mLocationParseError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msource_url\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\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[0m\u001b[0;32m    393\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\urllib3\\packages\\six.py\u001b[0m in \u001b[0;36mraise_from\u001b[1;34m(value, from_value)\u001b[0m\n",
      "\u001b[1;31mLocationParseError\u001b[0m: Failed to parse: Longitude                Latitude Conjunto de datos  \\\nID                                                                        \n12203  -2.057.297.803.054.350  -2.120.827.812.446.900       1er Siembra   \n12204  -2.057.297.676.715.260  -2.120.827.773.572.710       1er Siembra   \n12205  -2.057.297.550.375.270  -2.120.827.734.699.420       1er Siembra   \n12206  -2.057.297.971.508.270  -2.120.827.735.509.350       1er Siembra   \n12207  -2.057.297.845.168.280  -2.120.827.696.635.160       1er Siembra   \n...                       ...                     ...               ...   \n18573  -2.057.283.002.672.780  -2.120.819.117.678.180        2daSiembra   \n18574  -2.057.282.876.332.790  -2.120.819.078.803.990        2daSiembra   \n18575  -2.057.282.750.803.630  -2.120.819.039.930.700        2daSiembra   \n18576  -2.057.283.045.595.750  -2.120.819.001.866.450        2daSiembra   \n18577  -2.057.282.919.256.650  -2.120.818.962.992.260        2daSiembra   \n\n      Ciclos    Variedad  Rep  Parcela  ZADOCK  fila  columna   Azul  Verde  \\\nID                                                                            \n12203     CL  Variedad_J    1        1     5.4     1       14  47700  12170   \n12204     CL  Variedad_J    1        1     5.4     1       14  52300  11770   \n12205     CL  Variedad_J    1        1     5.4     1       14  56100  14200   \n12206     CL  Variedad_J    1        1     5.4     1       14  50300  12960   \n12207     CL  Variedad_J    1        1     5.4     1       14  52300  13080   \n...      ...         ...  ...      ...     ...   ...      ...    ...    ...   \n18573     CC  Variedad_D    3      143     5.9     3       36  71500  16070   \n18574     CC  Variedad_D    3      143     5.9     3       36  66900  14510   \n18575     CC  Variedad_D    3      143     5.9     3       36  61800  14780   \n18576     CC  Variedad_D    3      143     5.9     3       36  74300  16310   \n18577     CC  Variedad_D    3      143     5.9     3       36  69900  14890   \n\n        Rojo  Borde rojo  Infra Rojo    NDVI    NDRE    SAVI    SCCI   GNDVI  \\\nID                                                                             \n12203  50100       33200       16748 -0.4989 -0.3294 -0.7484  0.6602  0.1583   \n12204  49500       32220       17738 -0.4724 -0.2899 -0.7086  0.6137  0.2023   \n12205  59400       38940       18662 -0.5219 -0.3520 -0.7828  0.6746  0.1358   \n12206  49000       35890       17884 -0.4652 -0.3348 -0.6978  0.7198  0.1596   \n12207  53000       34950       18014 -0.4927 -0.3198 -0.7390  0.6491  0.1587   \n...      ...         ...         ...     ...     ...     ...     ...     ...   \n18573  86500       43810       18228 -0.6519 -0.4124 -0.9778  0.6326  0.0629   \n18574  77400       38050       15120 -0.6732 -0.4313 -1.0097  0.6407  0.0206   \n18575  90300       40600       14391 -0.7251 -0.4766 -1.0876  0.6573 -0.0133   \n18576  95100       44440       17460 -0.6898 -0.4359 -1.0346  0.6319  0.0341   \n18577  90300       39330       14450 -0.7241 -0.4626 -1.0862  0.6389 -0.0150   \n\n          GVI     RVI  RedEdgeVI     LNVI    GRVI   MGRVI   NGRVI  Roya (%)  \\\nID                                                                            \n12203  1.3762  0.3343    -0.6843  10.4103 -0.6091 -0.8886 -1.1254         0   \n12204  1.5071  0.3583    -0.5969  10.3803 -0.6158 -0.8930 -1.1199         0   \n12205  1.3142  0.3142    -0.7355  10.5698 -0.6141 -0.8919 -1.1212         0   \n12206  1.3799  0.3650    -0.6966  10.4882 -0.5817 -0.8692 -1.1504         0   \n12207  1.3772  0.3399    -0.6628  10.4617 -0.6041 -0.8852 -1.1297         0   \n...       ...     ...        ...      ...     ...     ...     ...       ...   \n18573  1.1343  0.2107    -0.8769  10.6876 -0.6867 -0.9333 -1.0715         0   \n18574  1.0420  0.1953    -0.9229  10.5467 -0.6843 -0.9321 -1.0728         0   \n18575  0.9737  0.1594    -1.0372  10.6115 -0.7187 -0.9478 -1.0551         0   \n18576  1.0705  0.1836    -0.9342  10.7019 -0.7072 -0.9429 -1.0606         0   \n18577  0.9704  0.1600    -1.0013  10.5797 -0.7169 -0.9471 -1.0559         0   \n\n      Manchas Foliares Fusariosis  Carbon (%)  Adversidades Fecha de espigaz?  \\\nID                                                                              \n12203             cero       cero           0           0.0         3/10/2018   \n12204             cero       cero           0           0.0         3/10/2018   \n12205             cero       cero           0           0.0         3/10/2018   \n12206             cero       cero           0           0.0         3/10/2018   \n12207             cero       cero           0           0.0         3/10/2018   \n...                ...        ...         ...           ...               ...   \n18573             cero       cero           0           0.0         29/9/2015   \n18574             cero       cero           0           0.0         29/9/2015   \n18575             cero       cero           0           0.0         29/9/2015   \n18576             cero       cero           0           0.0         29/9/2015   \n18577             cero       cero           0           0.0         29/9/2015   \n\n      Fecha de madurez dias entre fechas  Vuelco  Altura  Aspecto   \\\nID                                                                    \n12203       28/11/2018                 56     4.5    85.0       4.0   \n12204       28/11/2018                 56     4.5    85.0       4.0   \n12205       28/11/2018                 56     4.5    85.0       4.0   \n12206       28/11/2018                 56     4.5    85.0       4.0   \n12207       28/11/2018                 56     4.5    85.0       4.0   \n...                ...                ...     ...     ...       ...   \n18573       28/11/2015                 60     2.0    85.0       2.0   \n18574       28/11/2015                 60     2.0    85.0       2.0   \n18575       28/11/2015                 60     2.0    85.0       2.0   \n18576       28/11/2015                 60     2.0    85.0       2.0   \n18577       28/11/2015                 60     2.0    85.0       2.0   \n\n       Peso hecto  Peso de 1000 granos  p grano  hum  PAJUST  RDTO  \nID                                                                  \n12203        75.0                 36.0     2645  9.5    2783  5567  \n12204        75.0                 36.0     2645  9.5    2783  5567  \n12205        75.0                 36.0     2645  9.5    2783  5567  \n12206        75.0                 36.0     2645  9.5    2783  5567  \n12207        75.0                 36.0     2645  9.5    2783  5567  \n...           ...                  ...      ...  ...     ...   ...  \n18573        78.9                 35.0     2860  9.7    3003  6006  \n18574        78.9                 35.0     2860  9.7    3003  6006  \n18575        78.9                 35.0     2860  9.7    3003  6006  \n18576        78.9                 35.0     2860  9.7    3003  6006  \n18577        78.9                 35.0     2860  9.7    3003  6006  \n\n[38920 rows x 44 columns]",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mInvalidURL\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-16-b82d709d6256>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mrequests\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mrawdata\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mrequests\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdfa\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[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mchardet\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdetect\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrawdata\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcontent\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m100000\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[0;32m      4\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\requests\\api.py\u001b[0m in \u001b[0;36mget\u001b[1;34m(url, params, **kwargs)\u001b[0m\n\u001b[0;32m     73\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     74\u001b[0m     \u001b[0mkwargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msetdefault\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'allow_redirects'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 75\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mrequest\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'get'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mparams\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\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     76\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     77\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\requests\\api.py\u001b[0m in \u001b[0;36mrequest\u001b[1;34m(method, url, **kwargs)\u001b[0m\n\u001b[0;32m     58\u001b[0m     \u001b[1;31m# cases, and look like a memory leak in others.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     59\u001b[0m     \u001b[1;32mwith\u001b[0m \u001b[0msessions\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mSession\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0msession\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 60\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0msession\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrequest\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0murl\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\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     61\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     62\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\requests\\sessions.py\u001b[0m in \u001b[0;36mrequest\u001b[1;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[0;32m    517\u001b[0m             \u001b[0mhooks\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mhooks\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    518\u001b[0m         )\n\u001b[1;32m--> 519\u001b[1;33m         \u001b[0mprep\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprepare_request\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mreq\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    520\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    521\u001b[0m         \u001b[0mproxies\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mproxies\u001b[0m \u001b[1;32mor\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~\\anaconda3\\lib\\site-packages\\requests\\sessions.py\u001b[0m in \u001b[0;36mprepare_request\u001b[1;34m(self, request)\u001b[0m\n\u001b[0;32m    460\u001b[0m             \u001b[0mauth\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmerge_setting\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mauth\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mauth\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[0;32m    461\u001b[0m             \u001b[0mcookies\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmerged_cookies\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 462\u001b[1;33m             \u001b[0mhooks\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmerge_hooks\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrequest\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhooks\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhooks\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[0m\u001b[0;32m    463\u001b[0m         )\n\u001b[0;32m    464\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mp\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\requests\\models.py\u001b[0m in \u001b[0;36mprepare\u001b[1;34m(self, method, url, headers, files, data, params, auth, cookies, hooks, json)\u001b[0m\n\u001b[0;32m    311\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    312\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprepare_method\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 313\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprepare_url\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mparams\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    314\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprepare_headers\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mheaders\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    315\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprepare_cookies\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcookies\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\requests\\models.py\u001b[0m in \u001b[0;36mprepare_url\u001b[1;34m(self, url, params)\u001b[0m\n\u001b[0;32m    379\u001b[0m             \u001b[0mscheme\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mauth\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhost\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mport\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpath\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mquery\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfragment\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mparse_url\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0murl\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    380\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mLocationParseError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 381\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mInvalidURL\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0margs\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    382\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    383\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mscheme\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mInvalidURL\u001b[0m: Failed to parse: Longitude                Latitude Conjunto de datos  \\\nID                                                                        \n12203  -2.057.297.803.054.350  -2.120.827.812.446.900       1er Siembra   \n12204  -2.057.297.676.715.260  -2.120.827.773.572.710       1er Siembra   \n12205  -2.057.297.550.375.270  -2.120.827.734.699.420       1er Siembra   \n12206  -2.057.297.971.508.270  -2.120.827.735.509.350       1er Siembra   \n12207  -2.057.297.845.168.280  -2.120.827.696.635.160       1er Siembra   \n...                       ...                     ...               ...   \n18573  -2.057.283.002.672.780  -2.120.819.117.678.180        2daSiembra   \n18574  -2.057.282.876.332.790  -2.120.819.078.803.990        2daSiembra   \n18575  -2.057.282.750.803.630  -2.120.819.039.930.700        2daSiembra   \n18576  -2.057.283.045.595.750  -2.120.819.001.866.450        2daSiembra   \n18577  -2.057.282.919.256.650  -2.120.818.962.992.260        2daSiembra   \n\n      Ciclos    Variedad  Rep  Parcela  ZADOCK  fila  columna   Azul  Verde  \\\nID                                                                            \n12203     CL  Variedad_J    1        1     5.4     1       14  47700  12170   \n12204     CL  Variedad_J    1        1     5.4     1       14  52300  11770   \n12205     CL  Variedad_J    1        1     5.4     1       14  56100  14200   \n12206     CL  Variedad_J    1        1     5.4     1       14  50300  12960   \n12207     CL  Variedad_J    1        1     5.4     1       14  52300  13080   \n...      ...         ...  ...      ...     ...   ...      ...    ...    ...   \n18573     CC  Variedad_D    3      143     5.9     3       36  71500  16070   \n18574     CC  Variedad_D    3      143     5.9     3       36  66900  14510   \n18575     CC  Variedad_D    3      143     5.9     3       36  61800  14780   \n18576     CC  Variedad_D    3      143     5.9     3       36  74300  16310   \n18577     CC  Variedad_D    3      143     5.9     3       36  69900  14890   \n\n        Rojo  Borde rojo  Infra Rojo    NDVI    NDRE    SAVI    SCCI   GNDVI  \\\nID                                                                             \n12203  50100       33200       16748 -0.4989 -0.3294 -0.7484  0.6602  0.1583   \n12204  49500       32220       17738 -0.4724 -0.2899 -0.7086  0.6137  0.2023   \n12205  59400       38940       18662 -0.5219 -0.3520 -0.7828  0.6746  0.1358   \n12206  49000       35890       17884 -0.4652 -0.3348 -0.6978  0.7198  0.1596   \n12207  53000       34950       18014 -0.4927 -0.3198 -0.7390  0.6491  0.1587   \n...      ...         ...         ...     ...     ...     ...     ...     ...   \n18573  86500       43810       18228 -0.6519 -0.4124 -0.9778  0.6326  0.0629   \n18574  77400       38050       15120 -0.6732 -0.4313 -1.0097  0.6407  0.0206   \n18575  90300       40600       14391 -0.7251 -0.4766 -1.0876  0.6573 -0.0133   \n18576  95100       44440       17460 -0.6898 -0.4359 -1.0346  0.6319  0.0341   \n18577  90300       39330       14450 -0.7241 -0.4626 -1.0862  0.6389 -0.0150   \n\n          GVI     RVI  RedEdgeVI     LNVI    GRVI   MGRVI   NGRVI  Roya (%)  \\\nID                                                                            \n12203  1.3762  0.3343    -0.6843  10.4103 -0.6091 -0.8886 -1.1254         0   \n12204  1.5071  0.3583    -0.5969  10.3803 -0.6158 -0.8930 -1.1199         0   \n12205  1.3142  0.3142    -0.7355  10.5698 -0.6141 -0.8919 -1.1212         0   \n12206  1.3799  0.3650    -0.6966  10.4882 -0.5817 -0.8692 -1.1504         0   \n12207  1.3772  0.3399    -0.6628  10.4617 -0.6041 -0.8852 -1.1297         0   \n...       ...     ...        ...      ...     ...     ...     ...       ...   \n18573  1.1343  0.2107    -0.8769  10.6876 -0.6867 -0.9333 -1.0715         0   \n18574  1.0420  0.1953    -0.9229  10.5467 -0.6843 -0.9321 -1.0728         0   \n18575  0.9737  0.1594    -1.0372  10.6115 -0.7187 -0.9478 -1.0551         0   \n18576  1.0705  0.1836    -0.9342  10.7019 -0.7072 -0.9429 -1.0606         0   \n18577  0.9704  0.1600    -1.0013  10.5797 -0.7169 -0.9471 -1.0559         0   \n\n      Manchas Foliares Fusariosis  Carbon (%)  Adversidades Fecha de espigaz?  \\\nID                                                                              \n12203             cero       cero           0           0.0         3/10/2018   \n12204             cero       cero           0           0.0         3/10/2018   \n12205             cero       cero           0           0.0         3/10/2018   \n12206             cero       cero           0           0.0         3/10/2018   \n12207             cero       cero           0           0.0         3/10/2018   \n...                ...        ...         ...           ...               ...   \n18573             cero       cero           0           0.0         29/9/2015   \n18574             cero       cero           0           0.0         29/9/2015   \n18575             cero       cero           0           0.0         29/9/2015   \n18576             cero       cero           0           0.0         29/9/2015   \n18577             cero       cero           0           0.0         29/9/2015   \n\n      Fecha de madurez dias entre fechas  Vuelco  Altura  Aspecto   \\\nID                                                                    \n12203       28/11/2018                 56     4.5    85.0       4.0   \n12204       28/11/2018                 56     4.5    85.0       4.0   \n12205       28/11/2018                 56     4.5    85.0       4.0   \n12206       28/11/2018                 56     4.5    85.0       4.0   \n12207       28/11/2018                 56     4.5    85.0       4.0   \n...                ...                ...     ...     ...       ...   \n18573       28/11/2015                 60     2.0    85.0       2.0   \n18574       28/11/2015                 60     2.0    85.0       2.0   \n18575       28/11/2015                 60     2.0    85.0       2.0   \n18576       28/11/2015                 60     2.0    85.0       2.0   \n18577       28/11/2015                 60     2.0    85.0       2.0   \n\n       Peso hecto  Peso de 1000 granos  p grano  hum  PAJUST  RDTO  \nID                                                                  \n12203        75.0                 36.0     2645  9.5    2783  5567  \n12204        75.0                 36.0     2645  9.5    2783  5567  \n12205        75.0                 36.0     2645  9.5    2783  5567  \n12206        75.0                 36.0     2645  9.5    2783  5567  \n12207        75.0                 36.0     2645  9.5    2783  5567  \n...           ...                  ...      ...  ...     ...   ...  \n18573        78.9                 35.0     2860  9.7    3003  6006  \n18574        78.9                 35.0     2860  9.7    3003  6006  \n18575        78.9                 35.0     2860  9.7    3003  6006  \n18576        78.9                 35.0     2860  9.7    3003  6006  \n18577        78.9                 35.0     2860  9.7    3003  6006  \n\n[38920 rows x 44 columns]"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "rawdata = requests.get(dfa)\n",
    "result = chardet.detect(rawdata.content[:100000])\n",
    "result"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Algunas columnas requieren cambio de nombres"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "GeG3xaLtz27w"
   },
   "source": [
    "#### 2.2.Tratamiento de Valores Faltantes\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "VLjQ7Dtg0Qgg"
   },
   "source": [
    "#### Para analizar los valores faltantes, primero deberán saber cuántos existen por campo y cuánto representan del total:\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 40
    },
    "colab_type": "code",
    "id": "46ExCSLV0UBI",
    "outputId": "aec67feb-1200-44c7-af75-5246a8da9ff9"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_17d1dc38_cb6d_11ea_a2c9_e8039a510cf2\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Cantidad_NaN</th>        <th class=\"col_heading level0 col1\" >Porcentaje_Nan_s_Total</th>    </tr></thead><tbody>\n",
       "        </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x1afa031fa08>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "valores_faltantes = pd.DataFrame([dfa.isnull().sum(),\n",
    "                                   dfa.isnull().sum()/len(dfa)]).transpose().rename(columns = {0:'Cantidad_NaN',1:'Porcentaje_Nan_s_Total'})\n",
    "\n",
    "valores_faltantes.loc[valores_faltantes['Cantidad_NaN']>0].style.format({'Porcentaje_Nan_s_Total':\"{:.2%}\"})\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "YBAoVqmmAF2I"
   },
   "source": [
    "#### 2.3.Codificación de Variables Categóricas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "1y3wtCUKB_BD"
   },
   "source": [
    "En el dataset agronómico, exiten categorías de enfermedades que se podrían cambiar la cardinalidad. Agrupando varios niveles y dejando el nivel cero.\n",
    "Encode variables: all categorical variables should be saved as labeled numeric variables, no strings\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Conjunto de datos</th>\n",
       "      <th>Ciclos</th>\n",
       "      <th>Variedad</th>\n",
       "      <th>Manchas Foliares</th>\n",
       "      <th>Fusariosis</th>\n",
       "      <th>Fecha de espigaz?</th>\n",
       "      <th>Fecha de madurez</th>\n",
       "      <th>dias entre fechas</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>38920</td>\n",
       "      <td>38920</td>\n",
       "      <td>38920</td>\n",
       "      <td>38920</td>\n",
       "      <td>38920</td>\n",
       "      <td>38920</td>\n",
       "      <td>38920</td>\n",
       "      <td>38920</td>\n",
       "      <td>38920</td>\n",
       "      <td>38920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>32911</td>\n",
       "      <td>38017</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>46</td>\n",
       "      <td>30</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>-2.057.280.671.865.550</td>\n",
       "      <td>-2.120.837.352.720.480</td>\n",
       "      <td>1er Siembra</td>\n",
       "      <td>CC</td>\n",
       "      <td>Variedad_K</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>14/9/2015</td>\n",
       "      <td>20/11/2015</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>20343</td>\n",
       "      <td>20383</td>\n",
       "      <td>3289</td>\n",
       "      <td>36586</td>\n",
       "      <td>33968</td>\n",
       "      <td>3962</td>\n",
       "      <td>5279</td>\n",
       "      <td>4774</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Longitude                Latitude Conjunto de datos  \\\n",
       "count                    38920                   38920             38920   \n",
       "unique                   32911                   38017                 2   \n",
       "top     -2.057.280.671.865.550  -2.120.837.352.720.480       1er Siembra   \n",
       "freq                         3                       2             20343   \n",
       "\n",
       "       Ciclos    Variedad Manchas Foliares Fusariosis Fecha de espigaz?  \\\n",
       "count   38920       38920            38920      38920             38920   \n",
       "unique      2          23                5          3                46   \n",
       "top        CC  Variedad_K             cero       cero         14/9/2015   \n",
       "freq    20383        3289            36586      33968              3962   \n",
       "\n",
       "       Fecha de madurez dias entre fechas  \n",
       "count             38920              38920  \n",
       "unique               30                 28  \n",
       "top          20/11/2015                 66  \n",
       "freq               5279               4774  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfa.describe(include= [\"object\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**En primer lugar codificamos las variable Variedad**\n",
    "- Hay variedades repetidas. En primera instancia se soluciona ese problema."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfa[\"Variedad\"] = dfa[\"Variedad\"].str.replace(\" \", \"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Variedad_J' 'Variedad_K' 'Variedad_L' 'Variedad_R' 'Variedad_E'\n",
      " 'Variedad_A' 'Variedad_N' 'Variedad_P' 'Variedad_B' 'Variedad_F'\n",
      " 'Variedad_G' 'Variedad_H' 'Variedad_I' 'Variedad_U' 'Variedad_Q'\n",
      " 'Variedad_C' 'Variedad_D' 'Variedad_T' 'Variedad_M' 'Variedad_O'\n",
      " 'Variedad_S']\n",
      "La cantidad de variedades es: 21\n"
     ]
    }
   ],
   "source": [
    "print(dfa.Variedad.unique())\n",
    "print(\"La cantidad de variedades es:\", len(dfa.Variedad.unique()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- En segundo lugar se codifica la variable _Variedad_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfa1= dfa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LabelEncoder()"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "column='Variedad'\n",
    "# Create a label (category) encoder object\n",
    "le = preprocessing.LabelEncoder()\n",
    "# Fit the encoder to the pandas column\n",
    "le.fit(dfa1[column])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Variedad_A': 0,\n",
       " 'Variedad_B': 1,\n",
       " 'Variedad_C': 2,\n",
       " 'Variedad_D': 3,\n",
       " 'Variedad_E': 4,\n",
       " 'Variedad_F': 5,\n",
       " 'Variedad_G': 6,\n",
       " 'Variedad_H': 7,\n",
       " 'Variedad_I': 8,\n",
       " 'Variedad_J': 9,\n",
       " 'Variedad_K': 10,\n",
       " 'Variedad_L': 11,\n",
       " 'Variedad_M': 12,\n",
       " 'Variedad_N': 13,\n",
       " 'Variedad_O': 14,\n",
       " 'Variedad_P': 15,\n",
       " 'Variedad_Q': 16,\n",
       " 'Variedad_R': 17,\n",
       " 'Variedad_S': 18,\n",
       " 'Variedad_T': 19,\n",
       " 'Variedad_U': 20}"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View encoder mapping\n",
    "dict(zip(le.classes_,le.transform(le.classes_)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Apply the fitted encoder to the pandas column\n",
    "dfa1[column] = le.transform(dfa1[column]) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Se convierte _Variedad_ a categórica."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfa1[\"Variedad\"] = dfa1[\"Variedad\"].astype(\"category\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Variedad</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>38920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>3289</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Variedad\n",
       "count      38920\n",
       "unique        21\n",
       "top           10\n",
       "freq        3289"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfa1.describe(include= [\"category\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1afa03a7108>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "plt.figure(figsize=(15, 6))\n",
    "sns.countplot(dfa1.Variedad)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Valores unicos manchas Foliares: ['cero' 'ocho/uno' 'ocho/dos' 'diez' 'ocho/diez']\n",
      "Valores unicos Fursoriasis: ['cero' 'uno/uno' 'dos/uno']\n"
     ]
    }
   ],
   "source": [
    "print(\"Valores unicos manchas Foliares:\", dfa[\"Manchas Foliares\"].unique())\n",
    "\n",
    "print(\"Valores unicos Fursoriasis:\", dfa[\"Fusariosis\"].unique())\n",
    "\n",
    "#En caso de que se decida conservar estas variables, los valores unicos en formas de strings deberán ser convertidos a numéricos"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Sobre la variable \"Conjunto de datos\", reemplazo los strings \"1erSiembra\" y \"2daSiembra\" por los int 1 y 2 respectivamente.\n",
    "- Sobre la variable \"Ciclos\", CC= 0 y CL= 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Conjunto de datos</th>\n",
       "      <th>Ciclos</th>\n",
       "      <th>Variedad</th>\n",
       "      <th>Rep</th>\n",
       "      <th>Parcela</th>\n",
       "      <th>ZADOCK</th>\n",
       "      <th>fila</th>\n",
       "      <th>columna</th>\n",
       "      <th>Azul</th>\n",
       "      <th>Verde</th>\n",
       "      <th>Rojo</th>\n",
       "      <th>Borde rojo</th>\n",
       "      <th>Infra Rojo</th>\n",
       "      <th>NDVI</th>\n",
       "      <th>NDRE</th>\n",
       "      <th>SAVI</th>\n",
       "      <th>SCCI</th>\n",
       "      <th>GNDVI</th>\n",
       "      <th>GVI</th>\n",
       "      <th>RVI</th>\n",
       "      <th>RedEdgeVI</th>\n",
       "      <th>LNVI</th>\n",
       "      <th>GRVI</th>\n",
       "      <th>MGRVI</th>\n",
       "      <th>NGRVI</th>\n",
       "      <th>Roya (%)</th>\n",
       "      <th>Manchas Foliares</th>\n",
       "      <th>Fusariosis</th>\n",
       "      <th>Carbon (%)</th>\n",
       "      <th>Adversidades</th>\n",
       "      <th>Fecha de espigaz?</th>\n",
       "      <th>Fecha de madurez</th>\n",
       "      <th>dias entre fechas</th>\n",
       "      <th>Vuelco</th>\n",
       "      <th>Altura</th>\n",
       "      <th>Aspecto</th>\n",
       "      <th>Peso hecto</th>\n",
       "      <th>Peso de 1000 granos</th>\n",
       "      <th>p grano</th>\n",
       "      <th>hum</th>\n",
       "      <th>PAJUST</th>\n",
       "      <th>RDTO</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></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>12203</th>\n",
       "      <td>-2.057.297.803.054.350</td>\n",
       "      <td>-2.120.827.812.446.900</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.4</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>47700</td>\n",
       "      <td>12170</td>\n",
       "      <td>50100</td>\n",
       "      <td>33200</td>\n",
       "      <td>16748</td>\n",
       "      <td>-0.4989</td>\n",
       "      <td>-0.3294</td>\n",
       "      <td>-0.7484</td>\n",
       "      <td>0.6602</td>\n",
       "      <td>0.1583</td>\n",
       "      <td>1.3762</td>\n",
       "      <td>0.3343</td>\n",
       "      <td>-0.6843</td>\n",
       "      <td>10.4103</td>\n",
       "      <td>-0.6091</td>\n",
       "      <td>-0.8886</td>\n",
       "      <td>-1.1254</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3/10/2018</td>\n",
       "      <td>28/11/2018</td>\n",
       "      <td>56</td>\n",
       "      <td>4.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2645</td>\n",
       "      <td>9.5</td>\n",
       "      <td>2783</td>\n",
       "      <td>5567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12204</th>\n",
       "      <td>-2.057.297.676.715.260</td>\n",
       "      <td>-2.120.827.773.572.710</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.4</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>52300</td>\n",
       "      <td>11770</td>\n",
       "      <td>49500</td>\n",
       "      <td>32220</td>\n",
       "      <td>17738</td>\n",
       "      <td>-0.4724</td>\n",
       "      <td>-0.2899</td>\n",
       "      <td>-0.7086</td>\n",
       "      <td>0.6137</td>\n",
       "      <td>0.2023</td>\n",
       "      <td>1.5071</td>\n",
       "      <td>0.3583</td>\n",
       "      <td>-0.5969</td>\n",
       "      <td>10.3803</td>\n",
       "      <td>-0.6158</td>\n",
       "      <td>-0.8930</td>\n",
       "      <td>-1.1199</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3/10/2018</td>\n",
       "      <td>28/11/2018</td>\n",
       "      <td>56</td>\n",
       "      <td>4.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2645</td>\n",
       "      <td>9.5</td>\n",
       "      <td>2783</td>\n",
       "      <td>5567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12205</th>\n",
       "      <td>-2.057.297.550.375.270</td>\n",
       "      <td>-2.120.827.734.699.420</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.4</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>56100</td>\n",
       "      <td>14200</td>\n",
       "      <td>59400</td>\n",
       "      <td>38940</td>\n",
       "      <td>18662</td>\n",
       "      <td>-0.5219</td>\n",
       "      <td>-0.3520</td>\n",
       "      <td>-0.7828</td>\n",
       "      <td>0.6746</td>\n",
       "      <td>0.1358</td>\n",
       "      <td>1.3142</td>\n",
       "      <td>0.3142</td>\n",
       "      <td>-0.7355</td>\n",
       "      <td>10.5698</td>\n",
       "      <td>-0.6141</td>\n",
       "      <td>-0.8919</td>\n",
       "      <td>-1.1212</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3/10/2018</td>\n",
       "      <td>28/11/2018</td>\n",
       "      <td>56</td>\n",
       "      <td>4.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2645</td>\n",
       "      <td>9.5</td>\n",
       "      <td>2783</td>\n",
       "      <td>5567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12206</th>\n",
       "      <td>-2.057.297.971.508.270</td>\n",
       "      <td>-2.120.827.735.509.350</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.4</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>50300</td>\n",
       "      <td>12960</td>\n",
       "      <td>49000</td>\n",
       "      <td>35890</td>\n",
       "      <td>17884</td>\n",
       "      <td>-0.4652</td>\n",
       "      <td>-0.3348</td>\n",
       "      <td>-0.6978</td>\n",
       "      <td>0.7198</td>\n",
       "      <td>0.1596</td>\n",
       "      <td>1.3799</td>\n",
       "      <td>0.3650</td>\n",
       "      <td>-0.6966</td>\n",
       "      <td>10.4882</td>\n",
       "      <td>-0.5817</td>\n",
       "      <td>-0.8692</td>\n",
       "      <td>-1.1504</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3/10/2018</td>\n",
       "      <td>28/11/2018</td>\n",
       "      <td>56</td>\n",
       "      <td>4.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2645</td>\n",
       "      <td>9.5</td>\n",
       "      <td>2783</td>\n",
       "      <td>5567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12207</th>\n",
       "      <td>-2.057.297.845.168.280</td>\n",
       "      <td>-2.120.827.696.635.160</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.4</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>52300</td>\n",
       "      <td>13080</td>\n",
       "      <td>53000</td>\n",
       "      <td>34950</td>\n",
       "      <td>18014</td>\n",
       "      <td>-0.4927</td>\n",
       "      <td>-0.3198</td>\n",
       "      <td>-0.7390</td>\n",
       "      <td>0.6491</td>\n",
       "      <td>0.1587</td>\n",
       "      <td>1.3772</td>\n",
       "      <td>0.3399</td>\n",
       "      <td>-0.6628</td>\n",
       "      <td>10.4617</td>\n",
       "      <td>-0.6041</td>\n",
       "      <td>-0.8852</td>\n",
       "      <td>-1.1297</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3/10/2018</td>\n",
       "      <td>28/11/2018</td>\n",
       "      <td>56</td>\n",
       "      <td>4.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2645</td>\n",
       "      <td>9.5</td>\n",
       "      <td>2783</td>\n",
       "      <td>5567</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Longitude                Latitude  Conjunto de datos  \\\n",
       "ID                                                                         \n",
       "12203  -2.057.297.803.054.350  -2.120.827.812.446.900                  1   \n",
       "12204  -2.057.297.676.715.260  -2.120.827.773.572.710                  1   \n",
       "12205  -2.057.297.550.375.270  -2.120.827.734.699.420                  1   \n",
       "12206  -2.057.297.971.508.270  -2.120.827.735.509.350                  1   \n",
       "12207  -2.057.297.845.168.280  -2.120.827.696.635.160                  1   \n",
       "\n",
       "       Ciclos Variedad  Rep  Parcela  ZADOCK  fila  columna   Azul  Verde  \\\n",
       "ID                                                                          \n",
       "12203       1        9    1        1     5.4     1       14  47700  12170   \n",
       "12204       1        9    1        1     5.4     1       14  52300  11770   \n",
       "12205       1        9    1        1     5.4     1       14  56100  14200   \n",
       "12206       1        9    1        1     5.4     1       14  50300  12960   \n",
       "12207       1        9    1        1     5.4     1       14  52300  13080   \n",
       "\n",
       "        Rojo  Borde rojo  Infra Rojo    NDVI    NDRE    SAVI    SCCI   GNDVI  \\\n",
       "ID                                                                             \n",
       "12203  50100       33200       16748 -0.4989 -0.3294 -0.7484  0.6602  0.1583   \n",
       "12204  49500       32220       17738 -0.4724 -0.2899 -0.7086  0.6137  0.2023   \n",
       "12205  59400       38940       18662 -0.5219 -0.3520 -0.7828  0.6746  0.1358   \n",
       "12206  49000       35890       17884 -0.4652 -0.3348 -0.6978  0.7198  0.1596   \n",
       "12207  53000       34950       18014 -0.4927 -0.3198 -0.7390  0.6491  0.1587   \n",
       "\n",
       "          GVI     RVI  RedEdgeVI     LNVI    GRVI   MGRVI   NGRVI  Roya (%)  \\\n",
       "ID                                                                            \n",
       "12203  1.3762  0.3343    -0.6843  10.4103 -0.6091 -0.8886 -1.1254         0   \n",
       "12204  1.5071  0.3583    -0.5969  10.3803 -0.6158 -0.8930 -1.1199         0   \n",
       "12205  1.3142  0.3142    -0.7355  10.5698 -0.6141 -0.8919 -1.1212         0   \n",
       "12206  1.3799  0.3650    -0.6966  10.4882 -0.5817 -0.8692 -1.1504         0   \n",
       "12207  1.3772  0.3399    -0.6628  10.4617 -0.6041 -0.8852 -1.1297         0   \n",
       "\n",
       "      Manchas Foliares Fusariosis  Carbon (%)  Adversidades Fecha de espigaz?  \\\n",
       "ID                                                                              \n",
       "12203             cero       cero           0           0.0         3/10/2018   \n",
       "12204             cero       cero           0           0.0         3/10/2018   \n",
       "12205             cero       cero           0           0.0         3/10/2018   \n",
       "12206             cero       cero           0           0.0         3/10/2018   \n",
       "12207             cero       cero           0           0.0         3/10/2018   \n",
       "\n",
       "      Fecha de madurez dias entre fechas  Vuelco  Altura  Aspecto   \\\n",
       "ID                                                                    \n",
       "12203       28/11/2018                 56     4.5    85.0       4.0   \n",
       "12204       28/11/2018                 56     4.5    85.0       4.0   \n",
       "12205       28/11/2018                 56     4.5    85.0       4.0   \n",
       "12206       28/11/2018                 56     4.5    85.0       4.0   \n",
       "12207       28/11/2018                 56     4.5    85.0       4.0   \n",
       "\n",
       "       Peso hecto  Peso de 1000 granos  p grano  hum  PAJUST  RDTO  \n",
       "ID                                                                  \n",
       "12203        75.0                 36.0     2645  9.5    2783  5567  \n",
       "12204        75.0                 36.0     2645  9.5    2783  5567  \n",
       "12205        75.0                 36.0     2645  9.5    2783  5567  \n",
       "12206        75.0                 36.0     2645  9.5    2783  5567  \n",
       "12207        75.0                 36.0     2645  9.5    2783  5567  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfa1= dfa.replace({\"1er Siembra\": 1, \"2daSiembra\": 2, \"CL\": 1, \"CC\" :0 })\n",
    "dfa1.head()\n",
    "# Los data type de Ciclos y Conjunto de Datos se conviertieron automáticamente a int64"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Problemas con las fechas de maduración y espigazón. \n",
    "- En primer lugar se convierte Fecha de espigazón a datetime object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fecha última de espigazón: 8/10/2018\n",
      "Fecha inicial de espigazón: 1/10/2015\n"
     ]
    }
   ],
   "source": [
    "print(\"Fecha última de espigazón:\", dfa1[\"Fecha de espigaz?\"].max())\n",
    "print(\"Fecha inicial de espigazón:\",dfa1[\"Fecha de espigaz?\"].min())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "object\n"
     ]
    }
   ],
   "source": [
    "print(dfa1[\"Fecha de espigaz?\"].dtype)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Se puede apreciar que existen fechas iniciales anteriores a 2018. A continuación se resuelve ese problema."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Se analiza luego la fecha de maduración."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fecha última de madurez: 4/12/2018\n",
      "Fecha inicial de madurez: 1/12/2015\n"
     ]
    }
   ],
   "source": [
    "print(\"Fecha última de madurez:\", dfa1[\"Fecha de madurez\"].max())\n",
    "print(\"Fecha inicial de madurez:\",dfa1[\"Fecha de madurez\"].min())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfa1[\"Fecha de madurez\"] = dfa1[\"Fecha de madurez\"].str.replace(\"2015\", \"2018\")\n",
    "dfa1[\"Fecha de madurez\"] = dfa1[\"Fecha de madurez\"].str.replace(\"2016\", \"2018\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fecha última de madurez: 4/12/2018\n",
      "Fecha inicial de madurez: 1/12/2018\n"
     ]
    }
   ],
   "source": [
    "print(\"Fecha última de madurez:\", dfa1[\"Fecha de madurez\"].max())\n",
    "print(\"Fecha inicial de madurez:\",dfa1[\"Fecha de madurez\"].min())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Detectamos que hay 305 casos en la que la fecha es \"02-dec\" y abajo corregimos ese problema\n",
    "dfa1[\"Fecha de madurez\"] = dfa1[\"Fecha de madurez\"].str.replace(\"2-Dec\", \"2/12/2018\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fecha última de madurez: 2018-12-28 00:00:00\n",
      "Fecha inicial de madurez: 2018-01-12 00:00:00\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Conjunto de datos</th>\n",
       "      <th>Ciclos</th>\n",
       "      <th>Variedad</th>\n",
       "      <th>Rep</th>\n",
       "      <th>Parcela</th>\n",
       "      <th>ZADOCK</th>\n",
       "      <th>fila</th>\n",
       "      <th>columna</th>\n",
       "      <th>Azul</th>\n",
       "      <th>Verde</th>\n",
       "      <th>Rojo</th>\n",
       "      <th>Borde rojo</th>\n",
       "      <th>Infra Rojo</th>\n",
       "      <th>NDVI</th>\n",
       "      <th>NDRE</th>\n",
       "      <th>SAVI</th>\n",
       "      <th>SCCI</th>\n",
       "      <th>GNDVI</th>\n",
       "      <th>GVI</th>\n",
       "      <th>RVI</th>\n",
       "      <th>RedEdgeVI</th>\n",
       "      <th>LNVI</th>\n",
       "      <th>GRVI</th>\n",
       "      <th>MGRVI</th>\n",
       "      <th>NGRVI</th>\n",
       "      <th>Roya (%)</th>\n",
       "      <th>Manchas Foliares</th>\n",
       "      <th>Fusariosis</th>\n",
       "      <th>Carbon (%)</th>\n",
       "      <th>Adversidades</th>\n",
       "      <th>Fecha de espigaz?</th>\n",
       "      <th>Fecha de madurez</th>\n",
       "      <th>dias entre fechas</th>\n",
       "      <th>Vuelco</th>\n",
       "      <th>Altura</th>\n",
       "      <th>Aspecto</th>\n",
       "      <th>Peso hecto</th>\n",
       "      <th>Peso de 1000 granos</th>\n",
       "      <th>p grano</th>\n",
       "      <th>hum</th>\n",
       "      <th>PAJUST</th>\n",
       "      <th>RDTO</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></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>12203</th>\n",
       "      <td>-2.057.297.803.054.350</td>\n",
       "      <td>-2.120.827.812.446.900</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.4</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>47700</td>\n",
       "      <td>12170</td>\n",
       "      <td>50100</td>\n",
       "      <td>33200</td>\n",
       "      <td>16748</td>\n",
       "      <td>-0.4989</td>\n",
       "      <td>-0.3294</td>\n",
       "      <td>-0.7484</td>\n",
       "      <td>0.6602</td>\n",
       "      <td>0.1583</td>\n",
       "      <td>1.3762</td>\n",
       "      <td>0.3343</td>\n",
       "      <td>-0.6843</td>\n",
       "      <td>10.4103</td>\n",
       "      <td>-0.6091</td>\n",
       "      <td>-0.8886</td>\n",
       "      <td>-1.1254</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3/10/2018</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>4.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2645</td>\n",
       "      <td>9.5</td>\n",
       "      <td>2783</td>\n",
       "      <td>5567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12204</th>\n",
       "      <td>-2.057.297.676.715.260</td>\n",
       "      <td>-2.120.827.773.572.710</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.4</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>52300</td>\n",
       "      <td>11770</td>\n",
       "      <td>49500</td>\n",
       "      <td>32220</td>\n",
       "      <td>17738</td>\n",
       "      <td>-0.4724</td>\n",
       "      <td>-0.2899</td>\n",
       "      <td>-0.7086</td>\n",
       "      <td>0.6137</td>\n",
       "      <td>0.2023</td>\n",
       "      <td>1.5071</td>\n",
       "      <td>0.3583</td>\n",
       "      <td>-0.5969</td>\n",
       "      <td>10.3803</td>\n",
       "      <td>-0.6158</td>\n",
       "      <td>-0.8930</td>\n",
       "      <td>-1.1199</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3/10/2018</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>4.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2645</td>\n",
       "      <td>9.5</td>\n",
       "      <td>2783</td>\n",
       "      <td>5567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12205</th>\n",
       "      <td>-2.057.297.550.375.270</td>\n",
       "      <td>-2.120.827.734.699.420</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.4</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>56100</td>\n",
       "      <td>14200</td>\n",
       "      <td>59400</td>\n",
       "      <td>38940</td>\n",
       "      <td>18662</td>\n",
       "      <td>-0.5219</td>\n",
       "      <td>-0.3520</td>\n",
       "      <td>-0.7828</td>\n",
       "      <td>0.6746</td>\n",
       "      <td>0.1358</td>\n",
       "      <td>1.3142</td>\n",
       "      <td>0.3142</td>\n",
       "      <td>-0.7355</td>\n",
       "      <td>10.5698</td>\n",
       "      <td>-0.6141</td>\n",
       "      <td>-0.8919</td>\n",
       "      <td>-1.1212</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3/10/2018</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>4.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2645</td>\n",
       "      <td>9.5</td>\n",
       "      <td>2783</td>\n",
       "      <td>5567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12206</th>\n",
       "      <td>-2.057.297.971.508.270</td>\n",
       "      <td>-2.120.827.735.509.350</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.4</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>50300</td>\n",
       "      <td>12960</td>\n",
       "      <td>49000</td>\n",
       "      <td>35890</td>\n",
       "      <td>17884</td>\n",
       "      <td>-0.4652</td>\n",
       "      <td>-0.3348</td>\n",
       "      <td>-0.6978</td>\n",
       "      <td>0.7198</td>\n",
       "      <td>0.1596</td>\n",
       "      <td>1.3799</td>\n",
       "      <td>0.3650</td>\n",
       "      <td>-0.6966</td>\n",
       "      <td>10.4882</td>\n",
       "      <td>-0.5817</td>\n",
       "      <td>-0.8692</td>\n",
       "      <td>-1.1504</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3/10/2018</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>4.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2645</td>\n",
       "      <td>9.5</td>\n",
       "      <td>2783</td>\n",
       "      <td>5567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12207</th>\n",
       "      <td>-2.057.297.845.168.280</td>\n",
       "      <td>-2.120.827.696.635.160</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.4</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>52300</td>\n",
       "      <td>13080</td>\n",
       "      <td>53000</td>\n",
       "      <td>34950</td>\n",
       "      <td>18014</td>\n",
       "      <td>-0.4927</td>\n",
       "      <td>-0.3198</td>\n",
       "      <td>-0.7390</td>\n",
       "      <td>0.6491</td>\n",
       "      <td>0.1587</td>\n",
       "      <td>1.3772</td>\n",
       "      <td>0.3399</td>\n",
       "      <td>-0.6628</td>\n",
       "      <td>10.4617</td>\n",
       "      <td>-0.6041</td>\n",
       "      <td>-0.8852</td>\n",
       "      <td>-1.1297</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3/10/2018</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>4.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2645</td>\n",
       "      <td>9.5</td>\n",
       "      <td>2783</td>\n",
       "      <td>5567</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Longitude                Latitude  Conjunto de datos  \\\n",
       "ID                                                                         \n",
       "12203  -2.057.297.803.054.350  -2.120.827.812.446.900                  1   \n",
       "12204  -2.057.297.676.715.260  -2.120.827.773.572.710                  1   \n",
       "12205  -2.057.297.550.375.270  -2.120.827.734.699.420                  1   \n",
       "12206  -2.057.297.971.508.270  -2.120.827.735.509.350                  1   \n",
       "12207  -2.057.297.845.168.280  -2.120.827.696.635.160                  1   \n",
       "\n",
       "       Ciclos Variedad  Rep  Parcela  ZADOCK  fila  columna   Azul  Verde  \\\n",
       "ID                                                                          \n",
       "12203       1        9    1        1     5.4     1       14  47700  12170   \n",
       "12204       1        9    1        1     5.4     1       14  52300  11770   \n",
       "12205       1        9    1        1     5.4     1       14  56100  14200   \n",
       "12206       1        9    1        1     5.4     1       14  50300  12960   \n",
       "12207       1        9    1        1     5.4     1       14  52300  13080   \n",
       "\n",
       "        Rojo  Borde rojo  Infra Rojo    NDVI    NDRE    SAVI    SCCI   GNDVI  \\\n",
       "ID                                                                             \n",
       "12203  50100       33200       16748 -0.4989 -0.3294 -0.7484  0.6602  0.1583   \n",
       "12204  49500       32220       17738 -0.4724 -0.2899 -0.7086  0.6137  0.2023   \n",
       "12205  59400       38940       18662 -0.5219 -0.3520 -0.7828  0.6746  0.1358   \n",
       "12206  49000       35890       17884 -0.4652 -0.3348 -0.6978  0.7198  0.1596   \n",
       "12207  53000       34950       18014 -0.4927 -0.3198 -0.7390  0.6491  0.1587   \n",
       "\n",
       "          GVI     RVI  RedEdgeVI     LNVI    GRVI   MGRVI   NGRVI  Roya (%)  \\\n",
       "ID                                                                            \n",
       "12203  1.3762  0.3343    -0.6843  10.4103 -0.6091 -0.8886 -1.1254         0   \n",
       "12204  1.5071  0.3583    -0.5969  10.3803 -0.6158 -0.8930 -1.1199         0   \n",
       "12205  1.3142  0.3142    -0.7355  10.5698 -0.6141 -0.8919 -1.1212         0   \n",
       "12206  1.3799  0.3650    -0.6966  10.4882 -0.5817 -0.8692 -1.1504         0   \n",
       "12207  1.3772  0.3399    -0.6628  10.4617 -0.6041 -0.8852 -1.1297         0   \n",
       "\n",
       "      Manchas Foliares Fusariosis  Carbon (%)  Adversidades Fecha de espigaz?  \\\n",
       "ID                                                                              \n",
       "12203             cero       cero           0           0.0         3/10/2018   \n",
       "12204             cero       cero           0           0.0         3/10/2018   \n",
       "12205             cero       cero           0           0.0         3/10/2018   \n",
       "12206             cero       cero           0           0.0         3/10/2018   \n",
       "12207             cero       cero           0           0.0         3/10/2018   \n",
       "\n",
       "      Fecha de madurez dias entre fechas  Vuelco  Altura  Aspecto   \\\n",
       "ID                                                                    \n",
       "12203       2018-11-28                 56     4.5    85.0       4.0   \n",
       "12204       2018-11-28                 56     4.5    85.0       4.0   \n",
       "12205       2018-11-28                 56     4.5    85.0       4.0   \n",
       "12206       2018-11-28                 56     4.5    85.0       4.0   \n",
       "12207       2018-11-28                 56     4.5    85.0       4.0   \n",
       "\n",
       "       Peso hecto  Peso de 1000 granos  p grano  hum  PAJUST  RDTO  \n",
       "ID                                                                  \n",
       "12203        75.0                 36.0     2645  9.5    2783  5567  \n",
       "12204        75.0                 36.0     2645  9.5    2783  5567  \n",
       "12205        75.0                 36.0     2645  9.5    2783  5567  \n",
       "12206        75.0                 36.0     2645  9.5    2783  5567  \n",
       "12207        75.0                 36.0     2645  9.5    2783  5567  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import datetime\n",
    "dfa1[\"Fecha de madurez\"] = pd.to_datetime(dfa1[\"Fecha de madurez\"])\n",
    "# Error: utOfBoundsDatetime: Out of bounds nanosecond timestamp: 1-12-02 00:00:00\n",
    "print(\"Fecha última de madurez:\", dfa1[\"Fecha de madurez\"].max())\n",
    "print(\"Fecha inicial de madurez:\",dfa1[\"Fecha de madurez\"].min())\n",
    "\n",
    "dfa1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfa1[\"Fecha de espigaz?\"] = dfa1[\"Fecha de espigaz?\"].str.replace(\"2015\", \"2018\")\n",
    "dfa1[\"Fecha de espigaz?\"] = dfa1[\"Fecha de espigaz?\"].str.replace(\"2016\", \"2018\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fecha última de espigazón: 2018-12-10 00:00:00\n",
      "Fecha inicial de espigazón: 2018-01-10 00:00:00\n"
     ]
    }
   ],
   "source": [
    "#cambiar el data type de Fecha de espigazón\n",
    "import datetime\n",
    "dfa1[\"Fecha de espigaz?\"] = pd.to_datetime(dfa1[\"Fecha de espigaz?\"])\n",
    "\n",
    "print(\"Fecha última de espigazón:\", dfa1[\"Fecha de espigaz?\"].max())\n",
    "print(\"Fecha inicial de espigazón:\",dfa1[\"Fecha de espigaz?\"].min())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "wpRyB35vEAZp"
   },
   "source": [
    "#### 2.4. No Cambiar los Nombres de las Variables de la Fuente de Origen\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "EUwpjdE9ESDZ"
   },
   "source": [
    "#### 2.5. Verificación de Consistencia de Datos"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Al examinar la ultima fecha de espigazon y la primer fecha de madurez vemos que son el 18/10/2018 y el 18/11/2018 respectivamente, por lo cual consideramos que los datos si son coherentes entre ellos. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ITN2buDqEavw"
   },
   "source": [
    "##### Este es el paso más analítico, en donde se deben aplicar reglas de integridad.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "a1DW1YeME9te"
   },
   "source": [
    "#### Template para tests de integridad  -- VER PORQUE NOS DA ERROR el TEST 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "8Mft66DSE9tf",
    "outputId": "7c23bc48-3542-4505-dbbc-46af7cf58558"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test 1: ERROR\n",
      "Test 2: EXITOSO\n"
     ]
    }
   ],
   "source": [
    "def test1(dfa1):\n",
    "    \"\"\"\n",
    "    Devuelve 0 si el test es exitoso, y 1 si el test falla\n",
    "    \"\"\"\n",
    "    \n",
    "    return 1\n",
    "\n",
    "def test2(dfa1):\n",
    "    \"\"\"\n",
    "    Devuelve 0 si el test es exitoso, y 1 si el test falla\n",
    "    \"\"\"\n",
    "    return 0\n",
    "\n",
    "def test_integridad(dfa1):\n",
    "    \"\"\"\n",
    "    Ejecuta uno por uno los tests e informa el resultado\n",
    "    \"\"\"\n",
    "        \n",
    "    print('Test 1: %s' % ('ERROR' if test1(dfa1) else 'EXITOSO'))\n",
    "    print('Test 2: %s' % ('ERROR' if test2(dfa1) else 'EXITOSO'))\n",
    "        \n",
    "    return\n",
    "\n",
    "test_integridad(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "a_aImhEWFheP"
   },
   "source": [
    "#### 2.6. Identificar y Documentar Valores Atípicos/Outliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Conjunto de datos</th>\n",
       "      <th>Ciclos</th>\n",
       "      <th>Rep</th>\n",
       "      <th>Parcela</th>\n",
       "      <th>ZADOCK</th>\n",
       "      <th>fila</th>\n",
       "      <th>columna</th>\n",
       "      <th>Azul</th>\n",
       "      <th>Verde</th>\n",
       "      <th>Rojo</th>\n",
       "      <th>Borde rojo</th>\n",
       "      <th>Infra Rojo</th>\n",
       "      <th>NDVI</th>\n",
       "      <th>NDRE</th>\n",
       "      <th>SAVI</th>\n",
       "      <th>SCCI</th>\n",
       "      <th>GNDVI</th>\n",
       "      <th>GVI</th>\n",
       "      <th>RVI</th>\n",
       "      <th>RedEdgeVI</th>\n",
       "      <th>LNVI</th>\n",
       "      <th>GRVI</th>\n",
       "      <th>MGRVI</th>\n",
       "      <th>NGRVI</th>\n",
       "      <th>Roya (%)</th>\n",
       "      <th>Carbon (%)</th>\n",
       "      <th>Adversidades</th>\n",
       "      <th>Vuelco</th>\n",
       "      <th>Altura</th>\n",
       "      <th>Aspecto</th>\n",
       "      <th>Peso hecto</th>\n",
       "      <th>Peso de 1000 granos</th>\n",
       "      <th>p grano</th>\n",
       "      <th>hum</th>\n",
       "      <th>PAJUST</th>\n",
       "      <th>RDTO</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "      <td>38920.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.477312</td>\n",
       "      <td>0.476285</td>\n",
       "      <td>2.015570</td>\n",
       "      <td>70.379496</td>\n",
       "      <td>5.776295</td>\n",
       "      <td>2.007143</td>\n",
       "      <td>24.081064</td>\n",
       "      <td>54136.002055</td>\n",
       "      <td>18604.489979</td>\n",
       "      <td>55272.557554</td>\n",
       "      <td>35321.392857</td>\n",
       "      <td>17004.025180</td>\n",
       "      <td>-0.512690</td>\n",
       "      <td>-0.347983</td>\n",
       "      <td>-0.769030</td>\n",
       "      <td>0.600881</td>\n",
       "      <td>0.067499</td>\n",
       "      <td>1.223538</td>\n",
       "      <td>0.333267</td>\n",
       "      <td>-0.728762</td>\n",
       "      <td>10.454134</td>\n",
       "      <td>-0.535522</td>\n",
       "      <td>-0.766393</td>\n",
       "      <td>-0.909293</td>\n",
       "      <td>0.601696</td>\n",
       "      <td>0.107837</td>\n",
       "      <td>0.318727</td>\n",
       "      <td>1.848869</td>\n",
       "      <td>83.710714</td>\n",
       "      <td>2.739376</td>\n",
       "      <td>75.157513</td>\n",
       "      <td>35.268602</td>\n",
       "      <td>2539.963258</td>\n",
       "      <td>9.799101</td>\n",
       "      <td>2669.068474</td>\n",
       "      <td>5326.818268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.499491</td>\n",
       "      <td>0.499444</td>\n",
       "      <td>0.823867</td>\n",
       "      <td>42.052894</td>\n",
       "      <td>0.811692</td>\n",
       "      <td>0.819920</td>\n",
       "      <td>13.820227</td>\n",
       "      <td>6738.960154</td>\n",
       "      <td>19970.612059</td>\n",
       "      <td>14307.772507</td>\n",
       "      <td>6606.948615</td>\n",
       "      <td>3031.438494</td>\n",
       "      <td>0.118843</td>\n",
       "      <td>0.054897</td>\n",
       "      <td>0.178264</td>\n",
       "      <td>7.863376</td>\n",
       "      <td>0.226914</td>\n",
       "      <td>0.335319</td>\n",
       "      <td>0.148410</td>\n",
       "      <td>0.126217</td>\n",
       "      <td>0.192727</td>\n",
       "      <td>0.281206</td>\n",
       "      <td>0.426882</td>\n",
       "      <td>4.164370</td>\n",
       "      <td>0.676084</td>\n",
       "      <td>0.900600</td>\n",
       "      <td>1.432656</td>\n",
       "      <td>0.876917</td>\n",
       "      <td>9.384046</td>\n",
       "      <td>0.662652</td>\n",
       "      <td>2.998912</td>\n",
       "      <td>6.817792</td>\n",
       "      <td>603.530414</td>\n",
       "      <td>0.687553</td>\n",
       "      <td>633.484297</td>\n",
       "      <td>1264.511058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.900000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>35300.000000</td>\n",
       "      <td>10000.000000</td>\n",
       "      <td>10000.000000</td>\n",
       "      <td>12500.000000</td>\n",
       "      <td>10000.000000</td>\n",
       "      <td>-0.815700</td>\n",
       "      <td>-0.634200</td>\n",
       "      <td>-1.223500</td>\n",
       "      <td>-1392.799600</td>\n",
       "      <td>-0.817400</td>\n",
       "      <td>0.100500</td>\n",
       "      <td>0.101500</td>\n",
       "      <td>-1.496700</td>\n",
       "      <td>9.433500</td>\n",
       "      <td>-0.792100</td>\n",
       "      <td>-0.973400</td>\n",
       "      <td>-775.000300</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>61.300000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>970.000000</td>\n",
       "      <td>7.900000</td>\n",
       "      <td>1023.000000</td>\n",
       "      <td>2046.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>5.400000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>49600.000000</td>\n",
       "      <td>12090.000000</td>\n",
       "      <td>46500.000000</td>\n",
       "      <td>30560.000000</td>\n",
       "      <td>14998.000000</td>\n",
       "      <td>-0.573700</td>\n",
       "      <td>-0.379400</td>\n",
       "      <td>-0.860500</td>\n",
       "      <td>0.620500</td>\n",
       "      <td>0.077500</td>\n",
       "      <td>1.167975</td>\n",
       "      <td>0.270900</td>\n",
       "      <td>-0.798600</td>\n",
       "      <td>10.327400</td>\n",
       "      <td>-0.639700</td>\n",
       "      <td>-0.907900</td>\n",
       "      <td>-1.140100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>73.700000</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>2175.000000</td>\n",
       "      <td>9.300000</td>\n",
       "      <td>2294.000000</td>\n",
       "      <td>4588.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>5.900000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>54200.000000</td>\n",
       "      <td>13430.000000</td>\n",
       "      <td>55100.000000</td>\n",
       "      <td>35230.000000</td>\n",
       "      <td>17139.000000</td>\n",
       "      <td>-0.519400</td>\n",
       "      <td>-0.345400</td>\n",
       "      <td>-0.779100</td>\n",
       "      <td>0.663300</td>\n",
       "      <td>0.126800</td>\n",
       "      <td>1.290500</td>\n",
       "      <td>0.316300</td>\n",
       "      <td>-0.720500</td>\n",
       "      <td>10.469700</td>\n",
       "      <td>-0.611000</td>\n",
       "      <td>-0.889800</td>\n",
       "      <td>-1.117150</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>85.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>75.700000</td>\n",
       "      <td>35.000000</td>\n",
       "      <td>2520.000000</td>\n",
       "      <td>9.900000</td>\n",
       "      <td>2655.000000</td>\n",
       "      <td>5274.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>107.000000</td>\n",
       "      <td>6.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>36.000000</td>\n",
       "      <td>58400.000000</td>\n",
       "      <td>14870.000000</td>\n",
       "      <td>63500.000000</td>\n",
       "      <td>39860.000000</td>\n",
       "      <td>19165.000000</td>\n",
       "      <td>-0.469800</td>\n",
       "      <td>-0.314800</td>\n",
       "      <td>-0.704700</td>\n",
       "      <td>0.712700</td>\n",
       "      <td>0.169000</td>\n",
       "      <td>1.406700</td>\n",
       "      <td>0.360700</td>\n",
       "      <td>-0.651700</td>\n",
       "      <td>10.593100</td>\n",
       "      <td>-0.581500</td>\n",
       "      <td>-0.869100</td>\n",
       "      <td>-1.091800</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>77.000000</td>\n",
       "      <td>39.000000</td>\n",
       "      <td>2880.000000</td>\n",
       "      <td>10.300000</td>\n",
       "      <td>3083.000000</td>\n",
       "      <td>6008.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>144.000000</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>48.000000</td>\n",
       "      <td>83800.000000</td>\n",
       "      <td>99900.000000</td>\n",
       "      <td>99900.000000</td>\n",
       "      <td>55230.000000</td>\n",
       "      <td>66870.000000</td>\n",
       "      <td>0.426600</td>\n",
       "      <td>0.666100</td>\n",
       "      <td>0.639900</td>\n",
       "      <td>380.486200</td>\n",
       "      <td>0.727800</td>\n",
       "      <td>6.347200</td>\n",
       "      <td>2.488100</td>\n",
       "      <td>1.607500</td>\n",
       "      <td>10.919300</td>\n",
       "      <td>0.650900</td>\n",
       "      <td>0.914400</td>\n",
       "      <td>157.358700</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>105.000000</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>81.500000</td>\n",
       "      <td>54.000000</td>\n",
       "      <td>4150.000000</td>\n",
       "      <td>11.800000</td>\n",
       "      <td>4362.000000</td>\n",
       "      <td>8725.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Conjunto de datos        Ciclos           Rep       Parcela  \\\n",
       "count       38920.000000  38920.000000  38920.000000  38920.000000   \n",
       "mean            1.477312      0.476285      2.015570     70.379496   \n",
       "std             0.499491      0.499444      0.823867     42.052894   \n",
       "min             1.000000      0.000000      1.000000      1.000000   \n",
       "25%             1.000000      0.000000      1.000000     33.000000   \n",
       "50%             1.000000      0.000000      2.000000     69.000000   \n",
       "75%             2.000000      1.000000      3.000000    107.000000   \n",
       "max             2.000000      1.000000      3.000000    144.000000   \n",
       "\n",
       "             ZADOCK          fila       columna          Azul         Verde  \\\n",
       "count  38920.000000  38920.000000  38920.000000  38920.000000  38920.000000   \n",
       "mean       5.776295      2.007143     24.081064  54136.002055  18604.489979   \n",
       "std        0.811692      0.819920     13.820227   6738.960154  19970.612059   \n",
       "min        3.900000      1.000000      1.000000  35300.000000  10000.000000   \n",
       "25%        5.400000      1.000000     12.000000  49600.000000  12090.000000   \n",
       "50%        5.900000      2.000000     23.000000  54200.000000  13430.000000   \n",
       "75%        6.500000      3.000000     36.000000  58400.000000  14870.000000   \n",
       "max        6.900000      3.000000     48.000000  83800.000000  99900.000000   \n",
       "\n",
       "               Rojo    Borde rojo    Infra Rojo          NDVI          NDRE  \\\n",
       "count  38920.000000  38920.000000  38920.000000  38920.000000  38920.000000   \n",
       "mean   55272.557554  35321.392857  17004.025180     -0.512690     -0.347983   \n",
       "std    14307.772507   6606.948615   3031.438494      0.118843      0.054897   \n",
       "min    10000.000000  12500.000000  10000.000000     -0.815700     -0.634200   \n",
       "25%    46500.000000  30560.000000  14998.000000     -0.573700     -0.379400   \n",
       "50%    55100.000000  35230.000000  17139.000000     -0.519400     -0.345400   \n",
       "75%    63500.000000  39860.000000  19165.000000     -0.469800     -0.314800   \n",
       "max    99900.000000  55230.000000  66870.000000      0.426600      0.666100   \n",
       "\n",
       "               SAVI          SCCI         GNDVI           GVI           RVI  \\\n",
       "count  38920.000000  38920.000000  38920.000000  38920.000000  38920.000000   \n",
       "mean      -0.769030      0.600881      0.067499      1.223538      0.333267   \n",
       "std        0.178264      7.863376      0.226914      0.335319      0.148410   \n",
       "min       -1.223500  -1392.799600     -0.817400      0.100500      0.101500   \n",
       "25%       -0.860500      0.620500      0.077500      1.167975      0.270900   \n",
       "50%       -0.779100      0.663300      0.126800      1.290500      0.316300   \n",
       "75%       -0.704700      0.712700      0.169000      1.406700      0.360700   \n",
       "max        0.639900    380.486200      0.727800      6.347200      2.488100   \n",
       "\n",
       "          RedEdgeVI          LNVI          GRVI         MGRVI         NGRVI  \\\n",
       "count  38920.000000  38920.000000  38920.000000  38920.000000  38920.000000   \n",
       "mean      -0.728762     10.454134     -0.535522     -0.766393     -0.909293   \n",
       "std        0.126217      0.192727      0.281206      0.426882      4.164370   \n",
       "min       -1.496700      9.433500     -0.792100     -0.973400   -775.000300   \n",
       "25%       -0.798600     10.327400     -0.639700     -0.907900     -1.140100   \n",
       "50%       -0.720500     10.469700     -0.611000     -0.889800     -1.117150   \n",
       "75%       -0.651700     10.593100     -0.581500     -0.869100     -1.091800   \n",
       "max        1.607500     10.919300      0.650900      0.914400    157.358700   \n",
       "\n",
       "           Roya (%)    Carbon (%)  Adversidades        Vuelco        Altura  \\\n",
       "count  38920.000000  38920.000000  38920.000000  38920.000000  38920.000000   \n",
       "mean       0.601696      0.107837      0.318727      1.848869     83.710714   \n",
       "std        0.676084      0.900600      1.432656      0.876917      9.384046   \n",
       "min        0.000000      0.000000      0.000000      1.000000     60.000000   \n",
       "25%        0.000000      0.000000      0.000000      1.000000     75.000000   \n",
       "50%        1.000000      0.000000      0.000000      2.000000     85.000000   \n",
       "75%        1.000000      0.000000      0.000000      2.000000     90.000000   \n",
       "max        3.000000     10.000000     10.000000      4.500000    105.000000   \n",
       "\n",
       "           Aspecto     Peso hecto  Peso de 1000 granos       p grano  \\\n",
       "count  38920.000000  38920.000000         38920.000000  38920.000000   \n",
       "mean       2.739376     75.157513            35.268602   2539.963258   \n",
       "std        0.662652      2.998912             6.817792    603.530414   \n",
       "min        1.000000     61.300000            19.000000    970.000000   \n",
       "25%        2.000000     73.700000            31.000000   2175.000000   \n",
       "50%        3.000000     75.700000            35.000000   2520.000000   \n",
       "75%        3.000000     77.000000            39.000000   2880.000000   \n",
       "max        4.500000     81.500000            54.000000   4150.000000   \n",
       "\n",
       "                hum        PAJUST          RDTO  \n",
       "count  38920.000000  38920.000000  38920.000000  \n",
       "mean       9.799101   2669.068474   5326.818268  \n",
       "std        0.687553    633.484297   1264.511058  \n",
       "min        7.900000   1023.000000   2046.000000  \n",
       "25%        9.300000   2294.000000   4588.000000  \n",
       "50%        9.900000   2655.000000   5274.000000  \n",
       "75%       10.300000   3083.000000   6008.000000  \n",
       "max       11.800000   4362.000000   8725.000000  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfa1.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Del practico de análisis y visualización se obtuvo que los índices SCCI y NGRVI tienen valores atípicos, al igual que las bandas espectrales verdes y roja."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "La correlación de Pearson entre el Indice de Vegeteación SCCI y el Rendimiento es: 0.0165\n",
      "La correlación de Pearson entre el Indice de Vegeteación NGRVI y el Rendimiento es: -0.0151\n"
     ]
    }
   ],
   "source": [
    "import scipy\n",
    "\n",
    "corr_SCCI_RDTO = scipy.stats.pearsonr(dfa1.SCCI, dfa1.RDTO)\n",
    "corr_NGRVI_RDTO = scipy.stats.pearsonr(dfa1.NGRVI, dfa1.RDTO)\n",
    "\n",
    "print(\"La correlación de Pearson entre el Indice de Vegeteación SCCI y el Rendimiento es:\", round(corr_SCCI_RDTO[0], 4))\n",
    "print(\"La correlación de Pearson entre el Indice de Vegeteación NGRVI y el Rendimiento es:\", round(corr_NGRVI_RDTO[0], 4))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Se puede observar una correlacion casi nula entre estos índices y el rendimiento.\n",
    "- El NGRVI es un indice modificado del MGVRVI por lo tanto, para no perder observaciones al eliminar outliers de esta variable se decide no incluirla en el estudio\n",
    "- Para el ínidce SCCI se decide remover outliers que se encuentren más allá de la media +- 2 desvíos estandar. Esto implica remover 71 filas del dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "### FUNCION DE LIMPIEZA ###\n",
    "# clean outliers function\n",
    "def clean_outliers(dataset, column_name, a):\n",
    "    \"\"\"Returns dataset removing the outlier rows from column @column_name.\"\"\"\n",
    "    interesting_col = dataset[column_name]\n",
    "    # Here we can remove the outliers from both ends, or even add more restrictions.\n",
    "    mask_outlier = (\n",
    "        np.abs(interesting_col - interesting_col.mean()) <= (a* interesting_col.std()))\n",
    "    return dataset[mask_outlier]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "71\n",
      "0.08332476875642343\n"
     ]
    }
   ],
   "source": [
    "dfa1_clean_prueba = clean_outliers(dfa1, \"SCCI\", 2) \n",
    "\n",
    "print(len(dfa1) - len(dfa1_clean_prueba))\n",
    "\n",
    "dfa1_clean_prueba =clean_outliers(dfa1_clean_prueba, \"Verde\", 3)\n",
    "dfa1_clean_prueba = clean_outliers(dfa1_clean_prueba, \"Rojo\", 3)\n",
    "\n",
    "print((len(dfa1) - len(dfa1_clean_prueba)) / len(dfa1))\n",
    "\n",
    "dfa1=dfa1_clean_prueba"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Removiendo los outliers de SCCI + Banda Espectral Roja + Banda Espectral Verde se quitan del datatset un 8,33% de las filas**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Luego observamos por posible outliers en las variables Target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1afa0916a08>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 6))\n",
    "dfa1.boxplot(column= \"RDTO\")\n",
    "\n",
    "#A priori se pueden observar valores atípicos en la variable target Rendimiento"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1afa20470c8>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 6))\n",
    "dfa1.boxplot(column= \"ZADOCK\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    }
   ],
   "source": [
    "dfa1_cleaned= clean_outliers(dfa1, \"RDTO\", 3)\n",
    "print(len(dfa1) - len(dfa1_cleaned))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Esto implica que el 100% de las observaciones se encuentran entre la media y 3 desviaciones estándar."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "cPuVXK0vFqPf"
   },
   "source": [
    "#### 2.7. Guardar el Set de Datos con un Nombre Informativo"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "OYczTc4uHdjg"
   },
   "source": [
    "#### **3.Chequeos por campo**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "vMNCsz3_Igm3"
   },
   "source": [
    "#### 3.1. Ordenar Variables/Columnas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "NRVutVwmIzvg"
   },
   "source": [
    "#### 3.2. Quitar Variables/Columnas Irrelevantes\n",
    "Como variable respuesta decidimos trabajar con las variables targets \"Rendimiento\" y \"ZADOCK\". En cuanto a las variables que consideramos innecesarias para este estudio son el \"Peso ajustado\", \"Peso hecto\", \"Peso de 1000 granos\", \"p grano\" y \"hum\" debido a que estas se utilizan en el calculo del Rendimiento por lo cual van a presentar alta correlacion con está.  Tambien se decidio descartar la altura, el nro de plantas caidas (vuelco)  y el aspecto. \n",
    "\n",
    "Las variables \"rep\",\"fila\", \"col\" y \"parcela\"  tambien se consideraron irrelevantes, lo que interesa en este practico es identificar las variedades con su rendimiento y estado fenologico al momento de tomar la imagen, estas variables nos identifican las repeticiones o/y lugar fisico de estas en el tereno. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfa2=dfa1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Conjunto de datos</th>\n",
       "      <th>Ciclos</th>\n",
       "      <th>Variedad</th>\n",
       "      <th>ZADOCK</th>\n",
       "      <th>Azul</th>\n",
       "      <th>Verde</th>\n",
       "      <th>Rojo</th>\n",
       "      <th>Borde rojo</th>\n",
       "      <th>Infra Rojo</th>\n",
       "      <th>NDVI</th>\n",
       "      <th>NDRE</th>\n",
       "      <th>SAVI</th>\n",
       "      <th>SCCI</th>\n",
       "      <th>GNDVI</th>\n",
       "      <th>GVI</th>\n",
       "      <th>RVI</th>\n",
       "      <th>RedEdgeVI</th>\n",
       "      <th>LNVI</th>\n",
       "      <th>GRVI</th>\n",
       "      <th>MGRVI</th>\n",
       "      <th>NGRVI</th>\n",
       "      <th>Roya (%)</th>\n",
       "      <th>Manchas Foliares</th>\n",
       "      <th>Fusariosis</th>\n",
       "      <th>Carbon (%)</th>\n",
       "      <th>Adversidades</th>\n",
       "      <th>Fecha de espigaz?</th>\n",
       "      <th>Fecha de madurez</th>\n",
       "      <th>dias entre fechas</th>\n",
       "      <th>RDTO</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></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>12203</th>\n",
       "      <td>-2.057.297.803.054.350</td>\n",
       "      <td>-2.120.827.812.446.900</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>47700</td>\n",
       "      <td>12170</td>\n",
       "      <td>50100</td>\n",
       "      <td>33200</td>\n",
       "      <td>16748</td>\n",
       "      <td>-0.4989</td>\n",
       "      <td>-0.3294</td>\n",
       "      <td>-0.7484</td>\n",
       "      <td>0.6602</td>\n",
       "      <td>0.1583</td>\n",
       "      <td>1.3762</td>\n",
       "      <td>0.3343</td>\n",
       "      <td>-0.6843</td>\n",
       "      <td>10.4103</td>\n",
       "      <td>-0.6091</td>\n",
       "      <td>-0.8886</td>\n",
       "      <td>-1.1254</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12204</th>\n",
       "      <td>-2.057.297.676.715.260</td>\n",
       "      <td>-2.120.827.773.572.710</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>52300</td>\n",
       "      <td>11770</td>\n",
       "      <td>49500</td>\n",
       "      <td>32220</td>\n",
       "      <td>17738</td>\n",
       "      <td>-0.4724</td>\n",
       "      <td>-0.2899</td>\n",
       "      <td>-0.7086</td>\n",
       "      <td>0.6137</td>\n",
       "      <td>0.2023</td>\n",
       "      <td>1.5071</td>\n",
       "      <td>0.3583</td>\n",
       "      <td>-0.5969</td>\n",
       "      <td>10.3803</td>\n",
       "      <td>-0.6158</td>\n",
       "      <td>-0.8930</td>\n",
       "      <td>-1.1199</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12205</th>\n",
       "      <td>-2.057.297.550.375.270</td>\n",
       "      <td>-2.120.827.734.699.420</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>56100</td>\n",
       "      <td>14200</td>\n",
       "      <td>59400</td>\n",
       "      <td>38940</td>\n",
       "      <td>18662</td>\n",
       "      <td>-0.5219</td>\n",
       "      <td>-0.3520</td>\n",
       "      <td>-0.7828</td>\n",
       "      <td>0.6746</td>\n",
       "      <td>0.1358</td>\n",
       "      <td>1.3142</td>\n",
       "      <td>0.3142</td>\n",
       "      <td>-0.7355</td>\n",
       "      <td>10.5698</td>\n",
       "      <td>-0.6141</td>\n",
       "      <td>-0.8919</td>\n",
       "      <td>-1.1212</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12206</th>\n",
       "      <td>-2.057.297.971.508.270</td>\n",
       "      <td>-2.120.827.735.509.350</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>50300</td>\n",
       "      <td>12960</td>\n",
       "      <td>49000</td>\n",
       "      <td>35890</td>\n",
       "      <td>17884</td>\n",
       "      <td>-0.4652</td>\n",
       "      <td>-0.3348</td>\n",
       "      <td>-0.6978</td>\n",
       "      <td>0.7198</td>\n",
       "      <td>0.1596</td>\n",
       "      <td>1.3799</td>\n",
       "      <td>0.3650</td>\n",
       "      <td>-0.6966</td>\n",
       "      <td>10.4882</td>\n",
       "      <td>-0.5817</td>\n",
       "      <td>-0.8692</td>\n",
       "      <td>-1.1504</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12207</th>\n",
       "      <td>-2.057.297.845.168.280</td>\n",
       "      <td>-2.120.827.696.635.160</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>52300</td>\n",
       "      <td>13080</td>\n",
       "      <td>53000</td>\n",
       "      <td>34950</td>\n",
       "      <td>18014</td>\n",
       "      <td>-0.4927</td>\n",
       "      <td>-0.3198</td>\n",
       "      <td>-0.7390</td>\n",
       "      <td>0.6491</td>\n",
       "      <td>0.1587</td>\n",
       "      <td>1.3772</td>\n",
       "      <td>0.3399</td>\n",
       "      <td>-0.6628</td>\n",
       "      <td>10.4617</td>\n",
       "      <td>-0.6041</td>\n",
       "      <td>-0.8852</td>\n",
       "      <td>-1.1297</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18573</th>\n",
       "      <td>-2.057.283.002.672.780</td>\n",
       "      <td>-2.120.819.117.678.180</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>5.9</td>\n",
       "      <td>71500</td>\n",
       "      <td>16070</td>\n",
       "      <td>86500</td>\n",
       "      <td>43810</td>\n",
       "      <td>18228</td>\n",
       "      <td>-0.6519</td>\n",
       "      <td>-0.4124</td>\n",
       "      <td>-0.9778</td>\n",
       "      <td>0.6326</td>\n",
       "      <td>0.0629</td>\n",
       "      <td>1.1343</td>\n",
       "      <td>0.2107</td>\n",
       "      <td>-0.8769</td>\n",
       "      <td>10.6876</td>\n",
       "      <td>-0.6867</td>\n",
       "      <td>-0.9333</td>\n",
       "      <td>-1.0715</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-29</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>60</td>\n",
       "      <td>6006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18574</th>\n",
       "      <td>-2.057.282.876.332.790</td>\n",
       "      <td>-2.120.819.078.803.990</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>5.9</td>\n",
       "      <td>66900</td>\n",
       "      <td>14510</td>\n",
       "      <td>77400</td>\n",
       "      <td>38050</td>\n",
       "      <td>15120</td>\n",
       "      <td>-0.6732</td>\n",
       "      <td>-0.4313</td>\n",
       "      <td>-1.0097</td>\n",
       "      <td>0.6407</td>\n",
       "      <td>0.0206</td>\n",
       "      <td>1.0420</td>\n",
       "      <td>0.1953</td>\n",
       "      <td>-0.9229</td>\n",
       "      <td>10.5467</td>\n",
       "      <td>-0.6843</td>\n",
       "      <td>-0.9321</td>\n",
       "      <td>-1.0728</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-29</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>60</td>\n",
       "      <td>6006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18575</th>\n",
       "      <td>-2.057.282.750.803.630</td>\n",
       "      <td>-2.120.819.039.930.700</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>5.9</td>\n",
       "      <td>61800</td>\n",
       "      <td>14780</td>\n",
       "      <td>90300</td>\n",
       "      <td>40600</td>\n",
       "      <td>14391</td>\n",
       "      <td>-0.7251</td>\n",
       "      <td>-0.4766</td>\n",
       "      <td>-1.0876</td>\n",
       "      <td>0.6573</td>\n",
       "      <td>-0.0133</td>\n",
       "      <td>0.9737</td>\n",
       "      <td>0.1594</td>\n",
       "      <td>-1.0372</td>\n",
       "      <td>10.6115</td>\n",
       "      <td>-0.7187</td>\n",
       "      <td>-0.9478</td>\n",
       "      <td>-1.0551</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-29</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>60</td>\n",
       "      <td>6006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18576</th>\n",
       "      <td>-2.057.283.045.595.750</td>\n",
       "      <td>-2.120.819.001.866.450</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>5.9</td>\n",
       "      <td>74300</td>\n",
       "      <td>16310</td>\n",
       "      <td>95100</td>\n",
       "      <td>44440</td>\n",
       "      <td>17460</td>\n",
       "      <td>-0.6898</td>\n",
       "      <td>-0.4359</td>\n",
       "      <td>-1.0346</td>\n",
       "      <td>0.6319</td>\n",
       "      <td>0.0341</td>\n",
       "      <td>1.0705</td>\n",
       "      <td>0.1836</td>\n",
       "      <td>-0.9342</td>\n",
       "      <td>10.7019</td>\n",
       "      <td>-0.7072</td>\n",
       "      <td>-0.9429</td>\n",
       "      <td>-1.0606</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-29</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>60</td>\n",
       "      <td>6006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18577</th>\n",
       "      <td>-2.057.282.919.256.650</td>\n",
       "      <td>-2.120.818.962.992.260</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>5.9</td>\n",
       "      <td>69900</td>\n",
       "      <td>14890</td>\n",
       "      <td>90300</td>\n",
       "      <td>39330</td>\n",
       "      <td>14450</td>\n",
       "      <td>-0.7241</td>\n",
       "      <td>-0.4626</td>\n",
       "      <td>-1.0862</td>\n",
       "      <td>0.6389</td>\n",
       "      <td>-0.0150</td>\n",
       "      <td>0.9704</td>\n",
       "      <td>0.1600</td>\n",
       "      <td>-1.0013</td>\n",
       "      <td>10.5797</td>\n",
       "      <td>-0.7169</td>\n",
       "      <td>-0.9471</td>\n",
       "      <td>-1.0559</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-29</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>60</td>\n",
       "      <td>6006</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>35677 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Longitude                Latitude  Conjunto de datos  \\\n",
       "ID                                                                         \n",
       "12203  -2.057.297.803.054.350  -2.120.827.812.446.900                  1   \n",
       "12204  -2.057.297.676.715.260  -2.120.827.773.572.710                  1   \n",
       "12205  -2.057.297.550.375.270  -2.120.827.734.699.420                  1   \n",
       "12206  -2.057.297.971.508.270  -2.120.827.735.509.350                  1   \n",
       "12207  -2.057.297.845.168.280  -2.120.827.696.635.160                  1   \n",
       "...                       ...                     ...                ...   \n",
       "18573  -2.057.283.002.672.780  -2.120.819.117.678.180                  2   \n",
       "18574  -2.057.282.876.332.790  -2.120.819.078.803.990                  2   \n",
       "18575  -2.057.282.750.803.630  -2.120.819.039.930.700                  2   \n",
       "18576  -2.057.283.045.595.750  -2.120.819.001.866.450                  2   \n",
       "18577  -2.057.282.919.256.650  -2.120.818.962.992.260                  2   \n",
       "\n",
       "       Ciclos Variedad  ZADOCK   Azul  Verde   Rojo  Borde rojo  Infra Rojo  \\\n",
       "ID                                                                            \n",
       "12203       1        9     5.4  47700  12170  50100       33200       16748   \n",
       "12204       1        9     5.4  52300  11770  49500       32220       17738   \n",
       "12205       1        9     5.4  56100  14200  59400       38940       18662   \n",
       "12206       1        9     5.4  50300  12960  49000       35890       17884   \n",
       "12207       1        9     5.4  52300  13080  53000       34950       18014   \n",
       "...       ...      ...     ...    ...    ...    ...         ...         ...   \n",
       "18573       0        3     5.9  71500  16070  86500       43810       18228   \n",
       "18574       0        3     5.9  66900  14510  77400       38050       15120   \n",
       "18575       0        3     5.9  61800  14780  90300       40600       14391   \n",
       "18576       0        3     5.9  74300  16310  95100       44440       17460   \n",
       "18577       0        3     5.9  69900  14890  90300       39330       14450   \n",
       "\n",
       "         NDVI    NDRE    SAVI    SCCI   GNDVI     GVI     RVI  RedEdgeVI  \\\n",
       "ID                                                                         \n",
       "12203 -0.4989 -0.3294 -0.7484  0.6602  0.1583  1.3762  0.3343    -0.6843   \n",
       "12204 -0.4724 -0.2899 -0.7086  0.6137  0.2023  1.5071  0.3583    -0.5969   \n",
       "12205 -0.5219 -0.3520 -0.7828  0.6746  0.1358  1.3142  0.3142    -0.7355   \n",
       "12206 -0.4652 -0.3348 -0.6978  0.7198  0.1596  1.3799  0.3650    -0.6966   \n",
       "12207 -0.4927 -0.3198 -0.7390  0.6491  0.1587  1.3772  0.3399    -0.6628   \n",
       "...       ...     ...     ...     ...     ...     ...     ...        ...   \n",
       "18573 -0.6519 -0.4124 -0.9778  0.6326  0.0629  1.1343  0.2107    -0.8769   \n",
       "18574 -0.6732 -0.4313 -1.0097  0.6407  0.0206  1.0420  0.1953    -0.9229   \n",
       "18575 -0.7251 -0.4766 -1.0876  0.6573 -0.0133  0.9737  0.1594    -1.0372   \n",
       "18576 -0.6898 -0.4359 -1.0346  0.6319  0.0341  1.0705  0.1836    -0.9342   \n",
       "18577 -0.7241 -0.4626 -1.0862  0.6389 -0.0150  0.9704  0.1600    -1.0013   \n",
       "\n",
       "          LNVI    GRVI   MGRVI   NGRVI  Roya (%) Manchas Foliares Fusariosis  \\\n",
       "ID                                                                             \n",
       "12203  10.4103 -0.6091 -0.8886 -1.1254         0             cero       cero   \n",
       "12204  10.3803 -0.6158 -0.8930 -1.1199         0             cero       cero   \n",
       "12205  10.5698 -0.6141 -0.8919 -1.1212         0             cero       cero   \n",
       "12206  10.4882 -0.5817 -0.8692 -1.1504         0             cero       cero   \n",
       "12207  10.4617 -0.6041 -0.8852 -1.1297         0             cero       cero   \n",
       "...        ...     ...     ...     ...       ...              ...        ...   \n",
       "18573  10.6876 -0.6867 -0.9333 -1.0715         0             cero       cero   \n",
       "18574  10.5467 -0.6843 -0.9321 -1.0728         0             cero       cero   \n",
       "18575  10.6115 -0.7187 -0.9478 -1.0551         0             cero       cero   \n",
       "18576  10.7019 -0.7072 -0.9429 -1.0606         0             cero       cero   \n",
       "18577  10.5797 -0.7169 -0.9471 -1.0559         0             cero       cero   \n",
       "\n",
       "       Carbon (%)  Adversidades Fecha de espigaz? Fecha de madurez  \\\n",
       "ID                                                                   \n",
       "12203           0           0.0        2018-03-10       2018-11-28   \n",
       "12204           0           0.0        2018-03-10       2018-11-28   \n",
       "12205           0           0.0        2018-03-10       2018-11-28   \n",
       "12206           0           0.0        2018-03-10       2018-11-28   \n",
       "12207           0           0.0        2018-03-10       2018-11-28   \n",
       "...           ...           ...               ...              ...   \n",
       "18573           0           0.0        2018-09-29       2018-11-28   \n",
       "18574           0           0.0        2018-09-29       2018-11-28   \n",
       "18575           0           0.0        2018-09-29       2018-11-28   \n",
       "18576           0           0.0        2018-09-29       2018-11-28   \n",
       "18577           0           0.0        2018-09-29       2018-11-28   \n",
       "\n",
       "      dias entre fechas  RDTO  \n",
       "ID                              \n",
       "12203                 56  5567  \n",
       "12204                 56  5567  \n",
       "12205                 56  5567  \n",
       "12206                 56  5567  \n",
       "12207                 56  5567  \n",
       "...                  ...   ...  \n",
       "18573                 60  6006  \n",
       "18574                 60  6006  \n",
       "18575                 60  6006  \n",
       "18576                 60  6006  \n",
       "18577                 60  6006  \n",
       "\n",
       "[35677 rows x 32 columns]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfa2=dfa2.drop(['Peso hecto','Peso de 1000 granos','p grano','hum','PAJUST','Vuelco','Altura', 'Aspecto ','Rep','Parcela','fila','columna'], axis=1)\n",
    "dfa2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "colab_type": "text",
    "id": "bFSUNeBKKZf6"
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>F.Siembra</th>\n",
       "      <th>Ciclos</th>\n",
       "      <th>Variedad</th>\n",
       "      <th>ZADOCK</th>\n",
       "      <th>Azul</th>\n",
       "      <th>Verde</th>\n",
       "      <th>Rojo</th>\n",
       "      <th>Borde rojo</th>\n",
       "      <th>Infra Rojo</th>\n",
       "      <th>NDVI</th>\n",
       "      <th>NDRE</th>\n",
       "      <th>SAVI</th>\n",
       "      <th>SCCI</th>\n",
       "      <th>GNDVI</th>\n",
       "      <th>GVI</th>\n",
       "      <th>RVI</th>\n",
       "      <th>RedEdgeVI</th>\n",
       "      <th>LNVI</th>\n",
       "      <th>GRVI</th>\n",
       "      <th>MGRVI</th>\n",
       "      <th>NGRVI</th>\n",
       "      <th>Roya (%)</th>\n",
       "      <th>Manchas Foliares</th>\n",
       "      <th>Fusariosis</th>\n",
       "      <th>Carbon (%)</th>\n",
       "      <th>Adversidades</th>\n",
       "      <th>F_Espigazon</th>\n",
       "      <th>F.Madurez</th>\n",
       "      <th>Dias.entre.fechas</th>\n",
       "      <th>RDTO</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></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>12203</th>\n",
       "      <td>-2.057.297.803.054.350</td>\n",
       "      <td>-2.120.827.812.446.900</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>47700</td>\n",
       "      <td>12170</td>\n",
       "      <td>50100</td>\n",
       "      <td>33200</td>\n",
       "      <td>16748</td>\n",
       "      <td>-0.4989</td>\n",
       "      <td>-0.3294</td>\n",
       "      <td>-0.7484</td>\n",
       "      <td>0.6602</td>\n",
       "      <td>0.1583</td>\n",
       "      <td>1.3762</td>\n",
       "      <td>0.3343</td>\n",
       "      <td>-0.6843</td>\n",
       "      <td>10.4103</td>\n",
       "      <td>-0.6091</td>\n",
       "      <td>-0.8886</td>\n",
       "      <td>-1.1254</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12204</th>\n",
       "      <td>-2.057.297.676.715.260</td>\n",
       "      <td>-2.120.827.773.572.710</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>52300</td>\n",
       "      <td>11770</td>\n",
       "      <td>49500</td>\n",
       "      <td>32220</td>\n",
       "      <td>17738</td>\n",
       "      <td>-0.4724</td>\n",
       "      <td>-0.2899</td>\n",
       "      <td>-0.7086</td>\n",
       "      <td>0.6137</td>\n",
       "      <td>0.2023</td>\n",
       "      <td>1.5071</td>\n",
       "      <td>0.3583</td>\n",
       "      <td>-0.5969</td>\n",
       "      <td>10.3803</td>\n",
       "      <td>-0.6158</td>\n",
       "      <td>-0.8930</td>\n",
       "      <td>-1.1199</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12205</th>\n",
       "      <td>-2.057.297.550.375.270</td>\n",
       "      <td>-2.120.827.734.699.420</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>56100</td>\n",
       "      <td>14200</td>\n",
       "      <td>59400</td>\n",
       "      <td>38940</td>\n",
       "      <td>18662</td>\n",
       "      <td>-0.5219</td>\n",
       "      <td>-0.3520</td>\n",
       "      <td>-0.7828</td>\n",
       "      <td>0.6746</td>\n",
       "      <td>0.1358</td>\n",
       "      <td>1.3142</td>\n",
       "      <td>0.3142</td>\n",
       "      <td>-0.7355</td>\n",
       "      <td>10.5698</td>\n",
       "      <td>-0.6141</td>\n",
       "      <td>-0.8919</td>\n",
       "      <td>-1.1212</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12206</th>\n",
       "      <td>-2.057.297.971.508.270</td>\n",
       "      <td>-2.120.827.735.509.350</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>50300</td>\n",
       "      <td>12960</td>\n",
       "      <td>49000</td>\n",
       "      <td>35890</td>\n",
       "      <td>17884</td>\n",
       "      <td>-0.4652</td>\n",
       "      <td>-0.3348</td>\n",
       "      <td>-0.6978</td>\n",
       "      <td>0.7198</td>\n",
       "      <td>0.1596</td>\n",
       "      <td>1.3799</td>\n",
       "      <td>0.3650</td>\n",
       "      <td>-0.6966</td>\n",
       "      <td>10.4882</td>\n",
       "      <td>-0.5817</td>\n",
       "      <td>-0.8692</td>\n",
       "      <td>-1.1504</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12207</th>\n",
       "      <td>-2.057.297.845.168.280</td>\n",
       "      <td>-2.120.827.696.635.160</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>52300</td>\n",
       "      <td>13080</td>\n",
       "      <td>53000</td>\n",
       "      <td>34950</td>\n",
       "      <td>18014</td>\n",
       "      <td>-0.4927</td>\n",
       "      <td>-0.3198</td>\n",
       "      <td>-0.7390</td>\n",
       "      <td>0.6491</td>\n",
       "      <td>0.1587</td>\n",
       "      <td>1.3772</td>\n",
       "      <td>0.3399</td>\n",
       "      <td>-0.6628</td>\n",
       "      <td>10.4617</td>\n",
       "      <td>-0.6041</td>\n",
       "      <td>-0.8852</td>\n",
       "      <td>-1.1297</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18573</th>\n",
       "      <td>-2.057.283.002.672.780</td>\n",
       "      <td>-2.120.819.117.678.180</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>5.9</td>\n",
       "      <td>71500</td>\n",
       "      <td>16070</td>\n",
       "      <td>86500</td>\n",
       "      <td>43810</td>\n",
       "      <td>18228</td>\n",
       "      <td>-0.6519</td>\n",
       "      <td>-0.4124</td>\n",
       "      <td>-0.9778</td>\n",
       "      <td>0.6326</td>\n",
       "      <td>0.0629</td>\n",
       "      <td>1.1343</td>\n",
       "      <td>0.2107</td>\n",
       "      <td>-0.8769</td>\n",
       "      <td>10.6876</td>\n",
       "      <td>-0.6867</td>\n",
       "      <td>-0.9333</td>\n",
       "      <td>-1.0715</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-29</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>60</td>\n",
       "      <td>6006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18574</th>\n",
       "      <td>-2.057.282.876.332.790</td>\n",
       "      <td>-2.120.819.078.803.990</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>5.9</td>\n",
       "      <td>66900</td>\n",
       "      <td>14510</td>\n",
       "      <td>77400</td>\n",
       "      <td>38050</td>\n",
       "      <td>15120</td>\n",
       "      <td>-0.6732</td>\n",
       "      <td>-0.4313</td>\n",
       "      <td>-1.0097</td>\n",
       "      <td>0.6407</td>\n",
       "      <td>0.0206</td>\n",
       "      <td>1.0420</td>\n",
       "      <td>0.1953</td>\n",
       "      <td>-0.9229</td>\n",
       "      <td>10.5467</td>\n",
       "      <td>-0.6843</td>\n",
       "      <td>-0.9321</td>\n",
       "      <td>-1.0728</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-29</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>60</td>\n",
       "      <td>6006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18575</th>\n",
       "      <td>-2.057.282.750.803.630</td>\n",
       "      <td>-2.120.819.039.930.700</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>5.9</td>\n",
       "      <td>61800</td>\n",
       "      <td>14780</td>\n",
       "      <td>90300</td>\n",
       "      <td>40600</td>\n",
       "      <td>14391</td>\n",
       "      <td>-0.7251</td>\n",
       "      <td>-0.4766</td>\n",
       "      <td>-1.0876</td>\n",
       "      <td>0.6573</td>\n",
       "      <td>-0.0133</td>\n",
       "      <td>0.9737</td>\n",
       "      <td>0.1594</td>\n",
       "      <td>-1.0372</td>\n",
       "      <td>10.6115</td>\n",
       "      <td>-0.7187</td>\n",
       "      <td>-0.9478</td>\n",
       "      <td>-1.0551</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-29</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>60</td>\n",
       "      <td>6006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18576</th>\n",
       "      <td>-2.057.283.045.595.750</td>\n",
       "      <td>-2.120.819.001.866.450</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>5.9</td>\n",
       "      <td>74300</td>\n",
       "      <td>16310</td>\n",
       "      <td>95100</td>\n",
       "      <td>44440</td>\n",
       "      <td>17460</td>\n",
       "      <td>-0.6898</td>\n",
       "      <td>-0.4359</td>\n",
       "      <td>-1.0346</td>\n",
       "      <td>0.6319</td>\n",
       "      <td>0.0341</td>\n",
       "      <td>1.0705</td>\n",
       "      <td>0.1836</td>\n",
       "      <td>-0.9342</td>\n",
       "      <td>10.7019</td>\n",
       "      <td>-0.7072</td>\n",
       "      <td>-0.9429</td>\n",
       "      <td>-1.0606</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-29</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>60</td>\n",
       "      <td>6006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18577</th>\n",
       "      <td>-2.057.282.919.256.650</td>\n",
       "      <td>-2.120.818.962.992.260</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>5.9</td>\n",
       "      <td>69900</td>\n",
       "      <td>14890</td>\n",
       "      <td>90300</td>\n",
       "      <td>39330</td>\n",
       "      <td>14450</td>\n",
       "      <td>-0.7241</td>\n",
       "      <td>-0.4626</td>\n",
       "      <td>-1.0862</td>\n",
       "      <td>0.6389</td>\n",
       "      <td>-0.0150</td>\n",
       "      <td>0.9704</td>\n",
       "      <td>0.1600</td>\n",
       "      <td>-1.0013</td>\n",
       "      <td>10.5797</td>\n",
       "      <td>-0.7169</td>\n",
       "      <td>-0.9471</td>\n",
       "      <td>-1.0559</td>\n",
       "      <td>0</td>\n",
       "      <td>cero</td>\n",
       "      <td>cero</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-29</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>60</td>\n",
       "      <td>6006</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>35677 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Longitude                Latitude  F.Siembra  Ciclos  \\\n",
       "ID                                                                         \n",
       "12203  -2.057.297.803.054.350  -2.120.827.812.446.900          1       1   \n",
       "12204  -2.057.297.676.715.260  -2.120.827.773.572.710          1       1   \n",
       "12205  -2.057.297.550.375.270  -2.120.827.734.699.420          1       1   \n",
       "12206  -2.057.297.971.508.270  -2.120.827.735.509.350          1       1   \n",
       "12207  -2.057.297.845.168.280  -2.120.827.696.635.160          1       1   \n",
       "...                       ...                     ...        ...     ...   \n",
       "18573  -2.057.283.002.672.780  -2.120.819.117.678.180          2       0   \n",
       "18574  -2.057.282.876.332.790  -2.120.819.078.803.990          2       0   \n",
       "18575  -2.057.282.750.803.630  -2.120.819.039.930.700          2       0   \n",
       "18576  -2.057.283.045.595.750  -2.120.819.001.866.450          2       0   \n",
       "18577  -2.057.282.919.256.650  -2.120.818.962.992.260          2       0   \n",
       "\n",
       "      Variedad  ZADOCK   Azul  Verde   Rojo  Borde rojo  Infra Rojo    NDVI  \\\n",
       "ID                                                                            \n",
       "12203        9     5.4  47700  12170  50100       33200       16748 -0.4989   \n",
       "12204        9     5.4  52300  11770  49500       32220       17738 -0.4724   \n",
       "12205        9     5.4  56100  14200  59400       38940       18662 -0.5219   \n",
       "12206        9     5.4  50300  12960  49000       35890       17884 -0.4652   \n",
       "12207        9     5.4  52300  13080  53000       34950       18014 -0.4927   \n",
       "...        ...     ...    ...    ...    ...         ...         ...     ...   \n",
       "18573        3     5.9  71500  16070  86500       43810       18228 -0.6519   \n",
       "18574        3     5.9  66900  14510  77400       38050       15120 -0.6732   \n",
       "18575        3     5.9  61800  14780  90300       40600       14391 -0.7251   \n",
       "18576        3     5.9  74300  16310  95100       44440       17460 -0.6898   \n",
       "18577        3     5.9  69900  14890  90300       39330       14450 -0.7241   \n",
       "\n",
       "         NDRE    SAVI    SCCI   GNDVI     GVI     RVI  RedEdgeVI     LNVI  \\\n",
       "ID                                                                          \n",
       "12203 -0.3294 -0.7484  0.6602  0.1583  1.3762  0.3343    -0.6843  10.4103   \n",
       "12204 -0.2899 -0.7086  0.6137  0.2023  1.5071  0.3583    -0.5969  10.3803   \n",
       "12205 -0.3520 -0.7828  0.6746  0.1358  1.3142  0.3142    -0.7355  10.5698   \n",
       "12206 -0.3348 -0.6978  0.7198  0.1596  1.3799  0.3650    -0.6966  10.4882   \n",
       "12207 -0.3198 -0.7390  0.6491  0.1587  1.3772  0.3399    -0.6628  10.4617   \n",
       "...       ...     ...     ...     ...     ...     ...        ...      ...   \n",
       "18573 -0.4124 -0.9778  0.6326  0.0629  1.1343  0.2107    -0.8769  10.6876   \n",
       "18574 -0.4313 -1.0097  0.6407  0.0206  1.0420  0.1953    -0.9229  10.5467   \n",
       "18575 -0.4766 -1.0876  0.6573 -0.0133  0.9737  0.1594    -1.0372  10.6115   \n",
       "18576 -0.4359 -1.0346  0.6319  0.0341  1.0705  0.1836    -0.9342  10.7019   \n",
       "18577 -0.4626 -1.0862  0.6389 -0.0150  0.9704  0.1600    -1.0013  10.5797   \n",
       "\n",
       "         GRVI   MGRVI   NGRVI  Roya (%) Manchas Foliares Fusariosis  \\\n",
       "ID                                                                    \n",
       "12203 -0.6091 -0.8886 -1.1254         0             cero       cero   \n",
       "12204 -0.6158 -0.8930 -1.1199         0             cero       cero   \n",
       "12205 -0.6141 -0.8919 -1.1212         0             cero       cero   \n",
       "12206 -0.5817 -0.8692 -1.1504         0             cero       cero   \n",
       "12207 -0.6041 -0.8852 -1.1297         0             cero       cero   \n",
       "...       ...     ...     ...       ...              ...        ...   \n",
       "18573 -0.6867 -0.9333 -1.0715         0             cero       cero   \n",
       "18574 -0.6843 -0.9321 -1.0728         0             cero       cero   \n",
       "18575 -0.7187 -0.9478 -1.0551         0             cero       cero   \n",
       "18576 -0.7072 -0.9429 -1.0606         0             cero       cero   \n",
       "18577 -0.7169 -0.9471 -1.0559         0             cero       cero   \n",
       "\n",
       "       Carbon (%)  Adversidades F_Espigazon  F.Madurez Dias.entre.fechas  RDTO  \n",
       "ID                                                                              \n",
       "12203           0           0.0  2018-03-10 2018-11-28                56  5567  \n",
       "12204           0           0.0  2018-03-10 2018-11-28                56  5567  \n",
       "12205           0           0.0  2018-03-10 2018-11-28                56  5567  \n",
       "12206           0           0.0  2018-03-10 2018-11-28                56  5567  \n",
       "12207           0           0.0  2018-03-10 2018-11-28                56  5567  \n",
       "...           ...           ...         ...        ...               ...   ...  \n",
       "18573           0           0.0  2018-09-29 2018-11-28                60  6006  \n",
       "18574           0           0.0  2018-09-29 2018-11-28                60  6006  \n",
       "18575           0           0.0  2018-09-29 2018-11-28                60  6006  \n",
       "18576           0           0.0  2018-09-29 2018-11-28                60  6006  \n",
       "18577           0           0.0  2018-09-29 2018-11-28                60  6006  \n",
       "\n",
       "[35677 rows x 32 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#### 3.3. Renombrar Variables\n",
    "dfa3= dfa2.rename(columns={'Conjunto de datos': 'F.Siembra','Fecha de espigaz?': 'F_Espigazon','Fecha de madurez': 'F.Madurez','dias entre fechas':'Dias.entre.fechas'})\n",
    "dfa3            "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "GY0stt3lKq8I"
   },
   "source": [
    "#### 3.4. Categorizar Variables que Contengan “Otros”\n",
    "A la variables Roya(%), carbon(%), Fusariosis y Manchas Foliares decidimos categorizarlas en Ausente(0) y Presente (1). \n",
    "En los casos de roya, carbon y fusariosis el nivel de incidencia de la enfermedad no supera el 10% por lo cual decidimos que no habria que diferenciar distintos niveles de la misma.  \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfa3['Roya_cat'] = dfa3['Roya (%)'].astype('str')\n",
    "dfa3['Carbon_cat'] = dfa3['Carbon (%)'].astype('str')\n",
    "dfa3['Fusariosis_cat']=dfa3['Fusariosis'].astype('str')\n",
    "dfa3['ManchasFoliares_cat']=dfa3['Manchas Foliares'].astype('str')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Longitude                      object\n",
       "Latitude                       object\n",
       "F.Siembra                       int64\n",
       "Ciclos                          int64\n",
       "Variedad                     category\n",
       "ZADOCK                        float64\n",
       "Azul                            int64\n",
       "Verde                           int64\n",
       "Rojo                            int64\n",
       "Borde rojo                      int64\n",
       "Infra Rojo                      int64\n",
       "NDVI                          float64\n",
       "NDRE                          float64\n",
       "SAVI                          float64\n",
       "SCCI                          float64\n",
       "GNDVI                         float64\n",
       "GVI                           float64\n",
       "RVI                           float64\n",
       "RedEdgeVI                     float64\n",
       "LNVI                          float64\n",
       "GRVI                          float64\n",
       "MGRVI                         float64\n",
       "NGRVI                         float64\n",
       "Roya (%)                        int64\n",
       "Manchas Foliares               object\n",
       "Fusariosis                     object\n",
       "Carbon (%)                      int64\n",
       "Adversidades                  float64\n",
       "F_Espigazon            datetime64[ns]\n",
       "F.Madurez              datetime64[ns]\n",
       "Dias.entre.fechas              object\n",
       "RDTO                            int64\n",
       "Roya_cat                       object\n",
       "Carbon_cat                     object\n",
       "Fusariosis_cat                 object\n",
       "ManchasFoliares_cat            object\n",
       "dtype: object"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfa3.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfa3[\"Roya_cat\"] = dfa3[\"Roya_cat\"].str.replace(\"2\", \"1\")\n",
    "dfa3[\"Roya_cat\"] = dfa3[\"Roya_cat\"].str.replace(\"3\", \"1\")\n",
    "\n",
    "dfa3[\"Carbon_cat\"] = dfa3['Carbon_cat'].str.replace(\"2\", \"1\")\n",
    "dfa3[\"Carbon_cat\"] = dfa3['Carbon_cat'].str.replace(\"5\", \"1\")\n",
    "dfa3[\"Carbon_cat\"] = dfa3['Carbon_cat'].str.replace(\"10\", \"1\")\n",
    "\n",
    "\n",
    "dfa3['Fusariosis_cat']=dfa3['Fusariosis_cat'].str.replace('cero','0')\n",
    "dfa3['Fusariosis_cat']=dfa3['Fusariosis_cat'].str.replace('uno/uno','1')\n",
    "dfa3['Fusariosis_cat']=dfa3['Fusariosis_cat'].str.replace('dos/uno','1')\n",
    "\n",
    "dfa3['ManchasFoliares_cat']=dfa3['ManchasFoliares_cat'].str.replace('cero','0')\n",
    "dfa3['ManchasFoliares_cat']=dfa3['ManchasFoliares_cat'].str.replace('diez','1')\n",
    "dfa3['ManchasFoliares_cat']=dfa3['ManchasFoliares_cat'].str.replace('ocho/diez','1')\n",
    "dfa3['ManchasFoliares_cat']=dfa3['ManchasFoliares_cat'].str.replace('ocho/dos','1')\n",
    "dfa3['ManchasFoliares_cat']=dfa3['ManchasFoliares_cat'].str.replace('ocho/uno','1') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfa3['Roya_cat'] = dfa3['Roya_cat'].astype('category')\n",
    "dfa3['Carbon_cat'] = dfa3['Carbon_cat'].astype('category')\n",
    "dfa3['Fusariosis_cat']=dfa3['Fusariosis_cat'].astype('category')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfa3['ManchasFoliares_cat']=dfa3['ManchasFoliares_cat'].astype('category')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>F.Siembra</th>\n",
       "      <th>Ciclos</th>\n",
       "      <th>Variedad</th>\n",
       "      <th>ZADOCK</th>\n",
       "      <th>Azul</th>\n",
       "      <th>Verde</th>\n",
       "      <th>Rojo</th>\n",
       "      <th>Borde rojo</th>\n",
       "      <th>Infra Rojo</th>\n",
       "      <th>NDVI</th>\n",
       "      <th>NDRE</th>\n",
       "      <th>SAVI</th>\n",
       "      <th>SCCI</th>\n",
       "      <th>GNDVI</th>\n",
       "      <th>GVI</th>\n",
       "      <th>RVI</th>\n",
       "      <th>RedEdgeVI</th>\n",
       "      <th>LNVI</th>\n",
       "      <th>GRVI</th>\n",
       "      <th>MGRVI</th>\n",
       "      <th>NGRVI</th>\n",
       "      <th>Adversidades</th>\n",
       "      <th>F_Espigazon</th>\n",
       "      <th>F.Madurez</th>\n",
       "      <th>Dias.entre.fechas</th>\n",
       "      <th>RDTO</th>\n",
       "      <th>Roya_cat</th>\n",
       "      <th>Carbon_cat</th>\n",
       "      <th>Fusariosis_cat</th>\n",
       "      <th>ManchasFoliares_cat</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></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>12203</th>\n",
       "      <td>-2.057.297.803.054.350</td>\n",
       "      <td>-2.120.827.812.446.900</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>47700</td>\n",
       "      <td>12170</td>\n",
       "      <td>50100</td>\n",
       "      <td>33200</td>\n",
       "      <td>16748</td>\n",
       "      <td>-0.4989</td>\n",
       "      <td>-0.3294</td>\n",
       "      <td>-0.7484</td>\n",
       "      <td>0.6602</td>\n",
       "      <td>0.1583</td>\n",
       "      <td>1.3762</td>\n",
       "      <td>0.3343</td>\n",
       "      <td>-0.6843</td>\n",
       "      <td>10.4103</td>\n",
       "      <td>-0.6091</td>\n",
       "      <td>-0.8886</td>\n",
       "      <td>-1.1254</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12204</th>\n",
       "      <td>-2.057.297.676.715.260</td>\n",
       "      <td>-2.120.827.773.572.710</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>52300</td>\n",
       "      <td>11770</td>\n",
       "      <td>49500</td>\n",
       "      <td>32220</td>\n",
       "      <td>17738</td>\n",
       "      <td>-0.4724</td>\n",
       "      <td>-0.2899</td>\n",
       "      <td>-0.7086</td>\n",
       "      <td>0.6137</td>\n",
       "      <td>0.2023</td>\n",
       "      <td>1.5071</td>\n",
       "      <td>0.3583</td>\n",
       "      <td>-0.5969</td>\n",
       "      <td>10.3803</td>\n",
       "      <td>-0.6158</td>\n",
       "      <td>-0.8930</td>\n",
       "      <td>-1.1199</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12205</th>\n",
       "      <td>-2.057.297.550.375.270</td>\n",
       "      <td>-2.120.827.734.699.420</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>56100</td>\n",
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       "      <td>38940</td>\n",
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       "      <td>-0.5219</td>\n",
       "      <td>-0.3520</td>\n",
       "      <td>-0.7828</td>\n",
       "      <td>0.6746</td>\n",
       "      <td>0.1358</td>\n",
       "      <td>1.3142</td>\n",
       "      <td>0.3142</td>\n",
       "      <td>-0.7355</td>\n",
       "      <td>10.5698</td>\n",
       "      <td>-0.6141</td>\n",
       "      <td>-0.8919</td>\n",
       "      <td>-1.1212</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>12206</th>\n",
       "      <td>-2.057.297.971.508.270</td>\n",
       "      <td>-2.120.827.735.509.350</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>50300</td>\n",
       "      <td>12960</td>\n",
       "      <td>49000</td>\n",
       "      <td>35890</td>\n",
       "      <td>17884</td>\n",
       "      <td>-0.4652</td>\n",
       "      <td>-0.3348</td>\n",
       "      <td>-0.6978</td>\n",
       "      <td>0.7198</td>\n",
       "      <td>0.1596</td>\n",
       "      <td>1.3799</td>\n",
       "      <td>0.3650</td>\n",
       "      <td>-0.6966</td>\n",
       "      <td>10.4882</td>\n",
       "      <td>-0.5817</td>\n",
       "      <td>-0.8692</td>\n",
       "      <td>-1.1504</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12207</th>\n",
       "      <td>-2.057.297.845.168.280</td>\n",
       "      <td>-2.120.827.696.635.160</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>52300</td>\n",
       "      <td>13080</td>\n",
       "      <td>53000</td>\n",
       "      <td>34950</td>\n",
       "      <td>18014</td>\n",
       "      <td>-0.4927</td>\n",
       "      <td>-0.3198</td>\n",
       "      <td>-0.7390</td>\n",
       "      <td>0.6491</td>\n",
       "      <td>0.1587</td>\n",
       "      <td>1.3772</td>\n",
       "      <td>0.3399</td>\n",
       "      <td>-0.6628</td>\n",
       "      <td>10.4617</td>\n",
       "      <td>-0.6041</td>\n",
       "      <td>-0.8852</td>\n",
       "      <td>-1.1297</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>18573</th>\n",
       "      <td>-2.057.283.002.672.780</td>\n",
       "      <td>-2.120.819.117.678.180</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>5.9</td>\n",
       "      <td>71500</td>\n",
       "      <td>16070</td>\n",
       "      <td>86500</td>\n",
       "      <td>43810</td>\n",
       "      <td>18228</td>\n",
       "      <td>-0.6519</td>\n",
       "      <td>-0.4124</td>\n",
       "      <td>-0.9778</td>\n",
       "      <td>0.6326</td>\n",
       "      <td>0.0629</td>\n",
       "      <td>1.1343</td>\n",
       "      <td>0.2107</td>\n",
       "      <td>-0.8769</td>\n",
       "      <td>10.6876</td>\n",
       "      <td>-0.6867</td>\n",
       "      <td>-0.9333</td>\n",
       "      <td>-1.0715</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-29</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>60</td>\n",
       "      <td>6006</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18574</th>\n",
       "      <td>-2.057.282.876.332.790</td>\n",
       "      <td>-2.120.819.078.803.990</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>5.9</td>\n",
       "      <td>66900</td>\n",
       "      <td>14510</td>\n",
       "      <td>77400</td>\n",
       "      <td>38050</td>\n",
       "      <td>15120</td>\n",
       "      <td>-0.6732</td>\n",
       "      <td>-0.4313</td>\n",
       "      <td>-1.0097</td>\n",
       "      <td>0.6407</td>\n",
       "      <td>0.0206</td>\n",
       "      <td>1.0420</td>\n",
       "      <td>0.1953</td>\n",
       "      <td>-0.9229</td>\n",
       "      <td>10.5467</td>\n",
       "      <td>-0.6843</td>\n",
       "      <td>-0.9321</td>\n",
       "      <td>-1.0728</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-29</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>60</td>\n",
       "      <td>6006</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18575</th>\n",
       "      <td>-2.057.282.750.803.630</td>\n",
       "      <td>-2.120.819.039.930.700</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>5.9</td>\n",
       "      <td>61800</td>\n",
       "      <td>14780</td>\n",
       "      <td>90300</td>\n",
       "      <td>40600</td>\n",
       "      <td>14391</td>\n",
       "      <td>-0.7251</td>\n",
       "      <td>-0.4766</td>\n",
       "      <td>-1.0876</td>\n",
       "      <td>0.6573</td>\n",
       "      <td>-0.0133</td>\n",
       "      <td>0.9737</td>\n",
       "      <td>0.1594</td>\n",
       "      <td>-1.0372</td>\n",
       "      <td>10.6115</td>\n",
       "      <td>-0.7187</td>\n",
       "      <td>-0.9478</td>\n",
       "      <td>-1.0551</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-29</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>60</td>\n",
       "      <td>6006</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18576</th>\n",
       "      <td>-2.057.283.045.595.750</td>\n",
       "      <td>-2.120.819.001.866.450</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>5.9</td>\n",
       "      <td>74300</td>\n",
       "      <td>16310</td>\n",
       "      <td>95100</td>\n",
       "      <td>44440</td>\n",
       "      <td>17460</td>\n",
       "      <td>-0.6898</td>\n",
       "      <td>-0.4359</td>\n",
       "      <td>-1.0346</td>\n",
       "      <td>0.6319</td>\n",
       "      <td>0.0341</td>\n",
       "      <td>1.0705</td>\n",
       "      <td>0.1836</td>\n",
       "      <td>-0.9342</td>\n",
       "      <td>10.7019</td>\n",
       "      <td>-0.7072</td>\n",
       "      <td>-0.9429</td>\n",
       "      <td>-1.0606</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-29</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>60</td>\n",
       "      <td>6006</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18577</th>\n",
       "      <td>-2.057.282.919.256.650</td>\n",
       "      <td>-2.120.818.962.992.260</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>5.9</td>\n",
       "      <td>69900</td>\n",
       "      <td>14890</td>\n",
       "      <td>90300</td>\n",
       "      <td>39330</td>\n",
       "      <td>14450</td>\n",
       "      <td>-0.7241</td>\n",
       "      <td>-0.4626</td>\n",
       "      <td>-1.0862</td>\n",
       "      <td>0.6389</td>\n",
       "      <td>-0.0150</td>\n",
       "      <td>0.9704</td>\n",
       "      <td>0.1600</td>\n",
       "      <td>-1.0013</td>\n",
       "      <td>10.5797</td>\n",
       "      <td>-0.7169</td>\n",
       "      <td>-0.9471</td>\n",
       "      <td>-1.0559</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-29</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>60</td>\n",
       "      <td>6006</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>35677 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Longitude                Latitude  F.Siembra  Ciclos  \\\n",
       "ID                                                                         \n",
       "12203  -2.057.297.803.054.350  -2.120.827.812.446.900          1       1   \n",
       "12204  -2.057.297.676.715.260  -2.120.827.773.572.710          1       1   \n",
       "12205  -2.057.297.550.375.270  -2.120.827.734.699.420          1       1   \n",
       "12206  -2.057.297.971.508.270  -2.120.827.735.509.350          1       1   \n",
       "12207  -2.057.297.845.168.280  -2.120.827.696.635.160          1       1   \n",
       "...                       ...                     ...        ...     ...   \n",
       "18573  -2.057.283.002.672.780  -2.120.819.117.678.180          2       0   \n",
       "18574  -2.057.282.876.332.790  -2.120.819.078.803.990          2       0   \n",
       "18575  -2.057.282.750.803.630  -2.120.819.039.930.700          2       0   \n",
       "18576  -2.057.283.045.595.750  -2.120.819.001.866.450          2       0   \n",
       "18577  -2.057.282.919.256.650  -2.120.818.962.992.260          2       0   \n",
       "\n",
       "      Variedad  ZADOCK   Azul  Verde   Rojo  Borde rojo  Infra Rojo    NDVI  \\\n",
       "ID                                                                            \n",
       "12203        9     5.4  47700  12170  50100       33200       16748 -0.4989   \n",
       "12204        9     5.4  52300  11770  49500       32220       17738 -0.4724   \n",
       "12205        9     5.4  56100  14200  59400       38940       18662 -0.5219   \n",
       "12206        9     5.4  50300  12960  49000       35890       17884 -0.4652   \n",
       "12207        9     5.4  52300  13080  53000       34950       18014 -0.4927   \n",
       "...        ...     ...    ...    ...    ...         ...         ...     ...   \n",
       "18573        3     5.9  71500  16070  86500       43810       18228 -0.6519   \n",
       "18574        3     5.9  66900  14510  77400       38050       15120 -0.6732   \n",
       "18575        3     5.9  61800  14780  90300       40600       14391 -0.7251   \n",
       "18576        3     5.9  74300  16310  95100       44440       17460 -0.6898   \n",
       "18577        3     5.9  69900  14890  90300       39330       14450 -0.7241   \n",
       "\n",
       "         NDRE    SAVI    SCCI   GNDVI     GVI     RVI  RedEdgeVI     LNVI  \\\n",
       "ID                                                                          \n",
       "12203 -0.3294 -0.7484  0.6602  0.1583  1.3762  0.3343    -0.6843  10.4103   \n",
       "12204 -0.2899 -0.7086  0.6137  0.2023  1.5071  0.3583    -0.5969  10.3803   \n",
       "12205 -0.3520 -0.7828  0.6746  0.1358  1.3142  0.3142    -0.7355  10.5698   \n",
       "12206 -0.3348 -0.6978  0.7198  0.1596  1.3799  0.3650    -0.6966  10.4882   \n",
       "12207 -0.3198 -0.7390  0.6491  0.1587  1.3772  0.3399    -0.6628  10.4617   \n",
       "...       ...     ...     ...     ...     ...     ...        ...      ...   \n",
       "18573 -0.4124 -0.9778  0.6326  0.0629  1.1343  0.2107    -0.8769  10.6876   \n",
       "18574 -0.4313 -1.0097  0.6407  0.0206  1.0420  0.1953    -0.9229  10.5467   \n",
       "18575 -0.4766 -1.0876  0.6573 -0.0133  0.9737  0.1594    -1.0372  10.6115   \n",
       "18576 -0.4359 -1.0346  0.6319  0.0341  1.0705  0.1836    -0.9342  10.7019   \n",
       "18577 -0.4626 -1.0862  0.6389 -0.0150  0.9704  0.1600    -1.0013  10.5797   \n",
       "\n",
       "         GRVI   MGRVI   NGRVI  Adversidades F_Espigazon  F.Madurez  \\\n",
       "ID                                                                   \n",
       "12203 -0.6091 -0.8886 -1.1254           0.0  2018-03-10 2018-11-28   \n",
       "12204 -0.6158 -0.8930 -1.1199           0.0  2018-03-10 2018-11-28   \n",
       "12205 -0.6141 -0.8919 -1.1212           0.0  2018-03-10 2018-11-28   \n",
       "12206 -0.5817 -0.8692 -1.1504           0.0  2018-03-10 2018-11-28   \n",
       "12207 -0.6041 -0.8852 -1.1297           0.0  2018-03-10 2018-11-28   \n",
       "...       ...     ...     ...           ...         ...        ...   \n",
       "18573 -0.6867 -0.9333 -1.0715           0.0  2018-09-29 2018-11-28   \n",
       "18574 -0.6843 -0.9321 -1.0728           0.0  2018-09-29 2018-11-28   \n",
       "18575 -0.7187 -0.9478 -1.0551           0.0  2018-09-29 2018-11-28   \n",
       "18576 -0.7072 -0.9429 -1.0606           0.0  2018-09-29 2018-11-28   \n",
       "18577 -0.7169 -0.9471 -1.0559           0.0  2018-09-29 2018-11-28   \n",
       "\n",
       "      Dias.entre.fechas  RDTO Roya_cat Carbon_cat Fusariosis_cat  \\\n",
       "ID                                                                 \n",
       "12203                56  5567        0          0              0   \n",
       "12204                56  5567        0          0              0   \n",
       "12205                56  5567        0          0              0   \n",
       "12206                56  5567        0          0              0   \n",
       "12207                56  5567        0          0              0   \n",
       "...                 ...   ...      ...        ...            ...   \n",
       "18573                60  6006        0          0              0   \n",
       "18574                60  6006        0          0              0   \n",
       "18575                60  6006        0          0              0   \n",
       "18576                60  6006        0          0              0   \n",
       "18577                60  6006        0          0              0   \n",
       "\n",
       "      ManchasFoliares_cat  \n",
       "ID                         \n",
       "12203                   0  \n",
       "12204                   0  \n",
       "12205                   0  \n",
       "12206                   0  \n",
       "12207                   0  \n",
       "...                   ...  \n",
       "18573                   0  \n",
       "18574                   0  \n",
       "18575                   0  \n",
       "18576                   0  \n",
       "18577                   0  \n",
       "\n",
       "[35677 rows x 32 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfa3=dfa3.drop(['Roya (%)','Carbon (%)','Fusariosis','Manchas Foliares'],axis=1)\n",
    "dfa3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "UbvHdI3wLWWQ"
   },
   "source": [
    "#### 3.5. Agregar Metadata a los Datos\n",
    "El dataframe no presento valores faltantes, en cuanto a los outliers se eliminaron los que esten mas alla de la media mas menos 2 desvio estandar, removiendo los outliers de SCCI + Banda Espectral Roja + Banda Espectral Verde se quitan del datatset un 8,33% de las filas.\n",
    "A las variables fechas se las corrigio sabiendo que el ensayo se realizo durante el año 2018, no existiendo la posibilidad de fechas de otros años. \n",
    "En cuanto a las variables que consideramos innecesarias para este estudio son el \"Peso ajustado\", \"Peso hecto\", \"Peso de 1000 granos\", \"p grano\" y \"hum\" debido a que estas se utilizan en el calculo del Rendimiento por lo cual van a presentar alta correlacion con está. Tambien se decidio descartar la altura, el nro de plantas caidas (vuelco) y el aspecto.\n",
    "Las variables \"rep\",\"fila\", \"col\" y \"parcela\" tambien se consideraron irrelevantes, lo que interesa en este practico es identificar las variedades con su rendimiento y estado fenologico al momento de tomar la imagen, estas variables nos identifican las repeticiones o/y lugar fisico de estas en el tereno.\n",
    "En cuanto a las enfermedades, se decidio trabajarla de forma dicotomica con valores de 0 (enfermedad ausente) o 1 (enfermedad presente con baja incidencia).\n",
    "\n",
    "A los datos tambien se le anexar datos climaticos que fueron obtenidos de https://clima.bccba.org.ar/accounts/login/?next=/ . En esto se tomaron los valores (medio,minimos y maximos) de Temperatura del aire, temperatura del suelo, Humedad Relativa y precipitaciones acumuladas. \n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "TLRpPqosNqkP"
   },
   "source": [
    "# II.Incorporación de datos climáticos"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Jrtz054LMy63"
   },
   "source": [
    "#### **1. Incorporación de información climática**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "CUL4Hzv4BXTH"
   },
   "source": [
    "##### Variables climáticas a utilizar para incorporar al dataset. Explorar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "6YHxK6dXAd0a"
   },
   "source": [
    "#### **2. Unificar**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "H03QRX1JM-l5"
   },
   "source": [
    "##### Unificar el dataset obtenido (luego de aplicar la limpieza) con los datos climáticos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Fecha', 'Tem. [°C] Prom', 'Tem. [°C] Mín', 'Tem. [°C] Máx',\n",
       "       'Presion [hPa] Prom', 'Presion [hPa] Mín', 'Presion [hPa] Máx',\n",
       "       'Temp suelo [°C] Prom', 'Temp suelo [°C] Mín', 'Temp suelo [°C] Máx',\n",
       "       'Lluvia Acum[mm]', 'Máx Inten. de Lluvia [mm/10min]',\n",
       "       'Inten de Lluvia [mm/h]', 'Vel de Viento [Km/h] Prom',\n",
       "       'Vel de Viento [Km/h] Máx', 'Hum [%HR] Prom', 'Hum [%HR] Mín',\n",
       "       'Hum [%HR] Máx', 'Raf. de Viento [km/h Prom',\n",
       "       'Raf. de Viento [km/h Máx'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfc.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Fecha</th>\n",
       "      <th>Tem. [°C] Prom</th>\n",
       "      <th>Tem. [°C] Mín</th>\n",
       "      <th>Tem. [°C] Máx</th>\n",
       "      <th>Temp suelo [°C] Prom</th>\n",
       "      <th>Temp suelo [°C] Mín</th>\n",
       "      <th>Temp suelo [°C] Máx</th>\n",
       "      <th>Lluvia Acum[mm]</th>\n",
       "      <th>Hum [%HR] Prom</th>\n",
       "      <th>Hum [%HR] Mín</th>\n",
       "      <th>Hum [%HR] Máx</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-01-09</td>\n",
       "      <td>7.607</td>\n",
       "      <td>2.66</td>\n",
       "      <td>13.09</td>\n",
       "      <td>13.056</td>\n",
       "      <td>12.2</td>\n",
       "      <td>14.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>64.772</td>\n",
       "      <td>47.11</td>\n",
       "      <td>79.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-02-09</td>\n",
       "      <td>9.435</td>\n",
       "      <td>-2.22</td>\n",
       "      <td>20.18</td>\n",
       "      <td>13.622</td>\n",
       "      <td>10.9</td>\n",
       "      <td>17.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63.006</td>\n",
       "      <td>32.49</td>\n",
       "      <td>94.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-03-09</td>\n",
       "      <td>12.033</td>\n",
       "      <td>-1.41</td>\n",
       "      <td>24.41</td>\n",
       "      <td>14.749</td>\n",
       "      <td>11.7</td>\n",
       "      <td>18.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>56.105</td>\n",
       "      <td>24.98</td>\n",
       "      <td>92.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-04-09</td>\n",
       "      <td>15.197</td>\n",
       "      <td>3.42</td>\n",
       "      <td>25.52</td>\n",
       "      <td>15.890</td>\n",
       "      <td>13.4</td>\n",
       "      <td>18.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>53.732</td>\n",
       "      <td>26.08</td>\n",
       "      <td>85.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-05-09</td>\n",
       "      <td>20.149</td>\n",
       "      <td>12.99</td>\n",
       "      <td>29.86</td>\n",
       "      <td>17.445</td>\n",
       "      <td>15.3</td>\n",
       "      <td>20.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.932</td>\n",
       "      <td>21.78</td>\n",
       "      <td>61.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2018-06-09</td>\n",
       "      <td>17.655</td>\n",
       "      <td>3.95</td>\n",
       "      <td>29.19</td>\n",
       "      <td>18.453</td>\n",
       "      <td>15.5</td>\n",
       "      <td>21.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.186</td>\n",
       "      <td>23.45</td>\n",
       "      <td>88.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2018-07-09</td>\n",
       "      <td>17.740</td>\n",
       "      <td>9.75</td>\n",
       "      <td>27.70</td>\n",
       "      <td>18.923</td>\n",
       "      <td>16.4</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>54.341</td>\n",
       "      <td>30.24</td>\n",
       "      <td>83.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2018-08-09</td>\n",
       "      <td>18.792</td>\n",
       "      <td>7.88</td>\n",
       "      <td>29.86</td>\n",
       "      <td>19.290</td>\n",
       "      <td>16.8</td>\n",
       "      <td>22.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>53.979</td>\n",
       "      <td>23.03</td>\n",
       "      <td>89.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2018-09-09</td>\n",
       "      <td>18.122</td>\n",
       "      <td>9.62</td>\n",
       "      <td>27.25</td>\n",
       "      <td>19.627</td>\n",
       "      <td>17.3</td>\n",
       "      <td>22.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>53.020</td>\n",
       "      <td>27.42</td>\n",
       "      <td>80.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2018-10-09</td>\n",
       "      <td>18.823</td>\n",
       "      <td>13.14</td>\n",
       "      <td>26.09</td>\n",
       "      <td>20.335</td>\n",
       "      <td>18.3</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.318</td>\n",
       "      <td>38.79</td>\n",
       "      <td>82.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2018-11-09</td>\n",
       "      <td>17.876</td>\n",
       "      <td>11.89</td>\n",
       "      <td>24.29</td>\n",
       "      <td>20.144</td>\n",
       "      <td>18.8</td>\n",
       "      <td>21.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>69.221</td>\n",
       "      <td>45.51</td>\n",
       "      <td>91.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2018-12-09</td>\n",
       "      <td>18.419</td>\n",
       "      <td>13.12</td>\n",
       "      <td>25.41</td>\n",
       "      <td>20.067</td>\n",
       "      <td>18.8</td>\n",
       "      <td>21.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>68.320</td>\n",
       "      <td>46.92</td>\n",
       "      <td>84.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2018-09-13</td>\n",
       "      <td>15.748</td>\n",
       "      <td>13.21</td>\n",
       "      <td>19.44</td>\n",
       "      <td>19.278</td>\n",
       "      <td>18.5</td>\n",
       "      <td>20.4</td>\n",
       "      <td>9.6</td>\n",
       "      <td>85.562</td>\n",
       "      <td>64.03</td>\n",
       "      <td>99.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2018-09-14</td>\n",
       "      <td>16.313</td>\n",
       "      <td>8.15</td>\n",
       "      <td>24.33</td>\n",
       "      <td>18.399</td>\n",
       "      <td>16.2</td>\n",
       "      <td>20.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>70.961</td>\n",
       "      <td>39.28</td>\n",
       "      <td>96.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2018-09-15</td>\n",
       "      <td>16.589</td>\n",
       "      <td>9.92</td>\n",
       "      <td>24.35</td>\n",
       "      <td>18.574</td>\n",
       "      <td>16.6</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>71.602</td>\n",
       "      <td>41.45</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2018-09-16</td>\n",
       "      <td>16.362</td>\n",
       "      <td>10.87</td>\n",
       "      <td>24.92</td>\n",
       "      <td>18.718</td>\n",
       "      <td>17.4</td>\n",
       "      <td>20.2</td>\n",
       "      <td>0.4</td>\n",
       "      <td>75.583</td>\n",
       "      <td>36.13</td>\n",
       "      <td>97.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2018-09-17</td>\n",
       "      <td>16.717</td>\n",
       "      <td>7.17</td>\n",
       "      <td>26.88</td>\n",
       "      <td>18.282</td>\n",
       "      <td>15.8</td>\n",
       "      <td>21.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>66.721</td>\n",
       "      <td>30.06</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2018-09-18</td>\n",
       "      <td>20.228</td>\n",
       "      <td>11.01</td>\n",
       "      <td>31.17</td>\n",
       "      <td>19.467</td>\n",
       "      <td>17.2</td>\n",
       "      <td>22.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>58.758</td>\n",
       "      <td>31.41</td>\n",
       "      <td>85.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2018-09-19</td>\n",
       "      <td>15.761</td>\n",
       "      <td>8.31</td>\n",
       "      <td>22.41</td>\n",
       "      <td>19.364</td>\n",
       "      <td>17.2</td>\n",
       "      <td>21.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>44.658</td>\n",
       "      <td>20.85</td>\n",
       "      <td>73.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2018-09-20</td>\n",
       "      <td>16.925</td>\n",
       "      <td>7.46</td>\n",
       "      <td>25.66</td>\n",
       "      <td>18.886</td>\n",
       "      <td>16.7</td>\n",
       "      <td>21.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>43.018</td>\n",
       "      <td>15.25</td>\n",
       "      <td>75.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2018-09-21</td>\n",
       "      <td>21.910</td>\n",
       "      <td>7.08</td>\n",
       "      <td>34.79</td>\n",
       "      <td>20.299</td>\n",
       "      <td>17.1</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.505</td>\n",
       "      <td>17.95</td>\n",
       "      <td>87.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2018-09-22</td>\n",
       "      <td>28.705</td>\n",
       "      <td>19.33</td>\n",
       "      <td>41.58</td>\n",
       "      <td>23.392</td>\n",
       "      <td>20.9</td>\n",
       "      <td>26.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>52.525</td>\n",
       "      <td>6.87</td>\n",
       "      <td>86.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2018-09-23</td>\n",
       "      <td>22.308</td>\n",
       "      <td>12.91</td>\n",
       "      <td>30.06</td>\n",
       "      <td>23.862</td>\n",
       "      <td>21.7</td>\n",
       "      <td>26.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>39.013</td>\n",
       "      <td>17.85</td>\n",
       "      <td>62.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2018-09-24</td>\n",
       "      <td>17.084</td>\n",
       "      <td>9.86</td>\n",
       "      <td>25.37</td>\n",
       "      <td>22.174</td>\n",
       "      <td>19.8</td>\n",
       "      <td>24.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.020</td>\n",
       "      <td>24.45</td>\n",
       "      <td>61.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2018-09-25</td>\n",
       "      <td>18.946</td>\n",
       "      <td>10.80</td>\n",
       "      <td>27.66</td>\n",
       "      <td>21.975</td>\n",
       "      <td>19.8</td>\n",
       "      <td>24.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>52.403</td>\n",
       "      <td>33.92</td>\n",
       "      <td>83.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2018-09-26</td>\n",
       "      <td>18.765</td>\n",
       "      <td>12.88</td>\n",
       "      <td>26.76</td>\n",
       "      <td>22.181</td>\n",
       "      <td>20.7</td>\n",
       "      <td>24.1</td>\n",
       "      <td>14.8</td>\n",
       "      <td>79.245</td>\n",
       "      <td>47.51</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2018-09-27</td>\n",
       "      <td>17.285</td>\n",
       "      <td>15.41</td>\n",
       "      <td>19.07</td>\n",
       "      <td>20.749</td>\n",
       "      <td>20.2</td>\n",
       "      <td>21.6</td>\n",
       "      <td>9.8</td>\n",
       "      <td>99.567</td>\n",
       "      <td>94.73</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2018-09-28</td>\n",
       "      <td>21.903</td>\n",
       "      <td>18.15</td>\n",
       "      <td>28.27</td>\n",
       "      <td>21.630</td>\n",
       "      <td>20.7</td>\n",
       "      <td>23.2</td>\n",
       "      <td>0.4</td>\n",
       "      <td>91.174</td>\n",
       "      <td>69.93</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2018-09-29</td>\n",
       "      <td>19.793</td>\n",
       "      <td>12.07</td>\n",
       "      <td>24.02</td>\n",
       "      <td>21.783</td>\n",
       "      <td>20.0</td>\n",
       "      <td>22.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>77.396</td>\n",
       "      <td>45.35</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2018-09-30</td>\n",
       "      <td>18.840</td>\n",
       "      <td>9.47</td>\n",
       "      <td>27.38</td>\n",
       "      <td>20.086</td>\n",
       "      <td>17.7</td>\n",
       "      <td>22.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>64.426</td>\n",
       "      <td>35.57</td>\n",
       "      <td>91.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2018-01-10</td>\n",
       "      <td>12.496</td>\n",
       "      <td>6.97</td>\n",
       "      <td>17.37</td>\n",
       "      <td>18.777</td>\n",
       "      <td>17.2</td>\n",
       "      <td>21.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57.508</td>\n",
       "      <td>29.01</td>\n",
       "      <td>89.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2018-02-10</td>\n",
       "      <td>11.515</td>\n",
       "      <td>0.42</td>\n",
       "      <td>21.71</td>\n",
       "      <td>16.828</td>\n",
       "      <td>14.2</td>\n",
       "      <td>19.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57.518</td>\n",
       "      <td>29.72</td>\n",
       "      <td>90.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>15.141</td>\n",
       "      <td>3.73</td>\n",
       "      <td>25.08</td>\n",
       "      <td>17.981</td>\n",
       "      <td>15.2</td>\n",
       "      <td>21.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.486</td>\n",
       "      <td>23.85</td>\n",
       "      <td>92.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2018-04-10</td>\n",
       "      <td>16.550</td>\n",
       "      <td>6.47</td>\n",
       "      <td>26.69</td>\n",
       "      <td>18.698</td>\n",
       "      <td>15.9</td>\n",
       "      <td>21.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>48.108</td>\n",
       "      <td>24.62</td>\n",
       "      <td>81.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2018-05-10</td>\n",
       "      <td>16.957</td>\n",
       "      <td>11.10</td>\n",
       "      <td>24.76</td>\n",
       "      <td>19.540</td>\n",
       "      <td>17.6</td>\n",
       "      <td>22.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>52.868</td>\n",
       "      <td>33.03</td>\n",
       "      <td>76.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2018-06-10</td>\n",
       "      <td>18.488</td>\n",
       "      <td>10.73</td>\n",
       "      <td>27.43</td>\n",
       "      <td>19.926</td>\n",
       "      <td>17.7</td>\n",
       "      <td>22.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>47.789</td>\n",
       "      <td>21.83</td>\n",
       "      <td>83.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2018-07-10</td>\n",
       "      <td>19.943</td>\n",
       "      <td>8.10</td>\n",
       "      <td>30.90</td>\n",
       "      <td>20.410</td>\n",
       "      <td>17.7</td>\n",
       "      <td>23.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>48.975</td>\n",
       "      <td>22.17</td>\n",
       "      <td>85.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2018-08-10</td>\n",
       "      <td>25.238</td>\n",
       "      <td>15.03</td>\n",
       "      <td>38.02</td>\n",
       "      <td>20.867</td>\n",
       "      <td>18.2</td>\n",
       "      <td>24.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.400</td>\n",
       "      <td>5.49</td>\n",
       "      <td>68.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2018-09-10</td>\n",
       "      <td>19.394</td>\n",
       "      <td>11.52</td>\n",
       "      <td>25.75</td>\n",
       "      <td>19.967</td>\n",
       "      <td>18.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.299</td>\n",
       "      <td>19.73</td>\n",
       "      <td>75.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2018-10-10</td>\n",
       "      <td>16.253</td>\n",
       "      <td>7.95</td>\n",
       "      <td>23.73</td>\n",
       "      <td>17.642</td>\n",
       "      <td>15.1</td>\n",
       "      <td>20.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>32.292</td>\n",
       "      <td>16.48</td>\n",
       "      <td>59.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2018-11-10</td>\n",
       "      <td>11.581</td>\n",
       "      <td>9.15</td>\n",
       "      <td>13.49</td>\n",
       "      <td>15.345</td>\n",
       "      <td>13.7</td>\n",
       "      <td>17.8</td>\n",
       "      <td>5.0</td>\n",
       "      <td>71.577</td>\n",
       "      <td>34.01</td>\n",
       "      <td>92.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2018-12-10</td>\n",
       "      <td>12.705</td>\n",
       "      <td>8.47</td>\n",
       "      <td>19.40</td>\n",
       "      <td>13.283</td>\n",
       "      <td>11.9</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>83.075</td>\n",
       "      <td>57.89</td>\n",
       "      <td>98.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2018-10-13</td>\n",
       "      <td>16.953</td>\n",
       "      <td>7.02</td>\n",
       "      <td>24.71</td>\n",
       "      <td>14.124</td>\n",
       "      <td>11.8</td>\n",
       "      <td>17.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63.545</td>\n",
       "      <td>28.89</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2018-10-14</td>\n",
       "      <td>16.739</td>\n",
       "      <td>6.70</td>\n",
       "      <td>26.38</td>\n",
       "      <td>12.133</td>\n",
       "      <td>9.8</td>\n",
       "      <td>14.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57.930</td>\n",
       "      <td>23.58</td>\n",
       "      <td>90.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2018-10-15</td>\n",
       "      <td>19.890</td>\n",
       "      <td>6.39</td>\n",
       "      <td>30.63</td>\n",
       "      <td>8.125</td>\n",
       "      <td>5.6</td>\n",
       "      <td>10.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>43.575</td>\n",
       "      <td>15.22</td>\n",
       "      <td>82.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2018-10-16</td>\n",
       "      <td>23.852</td>\n",
       "      <td>14.15</td>\n",
       "      <td>35.10</td>\n",
       "      <td>5.286</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.340</td>\n",
       "      <td>18.82</td>\n",
       "      <td>63.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2018-10-17</td>\n",
       "      <td>25.630</td>\n",
       "      <td>16.45</td>\n",
       "      <td>35.21</td>\n",
       "      <td>2.740</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49.094</td>\n",
       "      <td>23.38</td>\n",
       "      <td>75.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2018-10-18</td>\n",
       "      <td>19.533</td>\n",
       "      <td>14.90</td>\n",
       "      <td>24.23</td>\n",
       "      <td>-1.251</td>\n",
       "      <td>-2.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>80.074</td>\n",
       "      <td>58.88</td>\n",
       "      <td>97.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2018-10-19</td>\n",
       "      <td>16.319</td>\n",
       "      <td>13.79</td>\n",
       "      <td>18.37</td>\n",
       "      <td>-3.086</td>\n",
       "      <td>-3.6</td>\n",
       "      <td>-2.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90.470</td>\n",
       "      <td>80.31</td>\n",
       "      <td>98.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2018-10-20</td>\n",
       "      <td>17.490</td>\n",
       "      <td>13.69</td>\n",
       "      <td>21.66</td>\n",
       "      <td>-3.640</td>\n",
       "      <td>-3.9</td>\n",
       "      <td>-3.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>84.644</td>\n",
       "      <td>63.63</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>2018-10-21</td>\n",
       "      <td>19.130</td>\n",
       "      <td>13.21</td>\n",
       "      <td>28.57</td>\n",
       "      <td>-4.187</td>\n",
       "      <td>-4.7</td>\n",
       "      <td>-3.5</td>\n",
       "      <td>4.8</td>\n",
       "      <td>75.776</td>\n",
       "      <td>39.32</td>\n",
       "      <td>96.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>2018-10-22</td>\n",
       "      <td>16.086</td>\n",
       "      <td>14.66</td>\n",
       "      <td>17.32</td>\n",
       "      <td>-5.144</td>\n",
       "      <td>-5.6</td>\n",
       "      <td>-4.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>93.341</td>\n",
       "      <td>83.85</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>2018-10-23</td>\n",
       "      <td>15.251</td>\n",
       "      <td>13.49</td>\n",
       "      <td>17.90</td>\n",
       "      <td>-5.813</td>\n",
       "      <td>-6.2</td>\n",
       "      <td>-5.5</td>\n",
       "      <td>2.2</td>\n",
       "      <td>85.240</td>\n",
       "      <td>65.41</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2018-10-24</td>\n",
       "      <td>14.495</td>\n",
       "      <td>12.51</td>\n",
       "      <td>17.09</td>\n",
       "      <td>-6.369</td>\n",
       "      <td>-6.7</td>\n",
       "      <td>-6.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>88.531</td>\n",
       "      <td>75.26</td>\n",
       "      <td>97.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>2018-10-25</td>\n",
       "      <td>13.781</td>\n",
       "      <td>12.50</td>\n",
       "      <td>15.07</td>\n",
       "      <td>-6.940</td>\n",
       "      <td>-7.2</td>\n",
       "      <td>-6.6</td>\n",
       "      <td>9.4</td>\n",
       "      <td>98.813</td>\n",
       "      <td>93.22</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>2018-10-26</td>\n",
       "      <td>16.918</td>\n",
       "      <td>13.11</td>\n",
       "      <td>22.50</td>\n",
       "      <td>-7.281</td>\n",
       "      <td>-7.5</td>\n",
       "      <td>-7.0</td>\n",
       "      <td>8.2</td>\n",
       "      <td>86.772</td>\n",
       "      <td>58.96</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>2018-10-27</td>\n",
       "      <td>18.791</td>\n",
       "      <td>12.87</td>\n",
       "      <td>24.30</td>\n",
       "      <td>-7.706</td>\n",
       "      <td>-8.1</td>\n",
       "      <td>-7.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>77.097</td>\n",
       "      <td>55.04</td>\n",
       "      <td>99.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>2018-10-28</td>\n",
       "      <td>19.124</td>\n",
       "      <td>14.06</td>\n",
       "      <td>25.71</td>\n",
       "      <td>-8.453</td>\n",
       "      <td>-9.1</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>0.6</td>\n",
       "      <td>76.618</td>\n",
       "      <td>50.27</td>\n",
       "      <td>95.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>2018-10-29</td>\n",
       "      <td>21.921</td>\n",
       "      <td>14.66</td>\n",
       "      <td>30.09</td>\n",
       "      <td>-9.361</td>\n",
       "      <td>-9.8</td>\n",
       "      <td>-9.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>68.581</td>\n",
       "      <td>43.40</td>\n",
       "      <td>96.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>2018-10-30</td>\n",
       "      <td>19.684</td>\n",
       "      <td>14.40</td>\n",
       "      <td>27.15</td>\n",
       "      <td>-10.452</td>\n",
       "      <td>-11.3</td>\n",
       "      <td>-9.8</td>\n",
       "      <td>13.4</td>\n",
       "      <td>81.496</td>\n",
       "      <td>53.36</td>\n",
       "      <td>98.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>2018-10-31</td>\n",
       "      <td>18.721</td>\n",
       "      <td>11.83</td>\n",
       "      <td>25.65</td>\n",
       "      <td>-11.472</td>\n",
       "      <td>-11.8</td>\n",
       "      <td>-11.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>71.221</td>\n",
       "      <td>36.91</td>\n",
       "      <td>99.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>2018-01-11</td>\n",
       "      <td>18.332</td>\n",
       "      <td>11.98</td>\n",
       "      <td>24.47</td>\n",
       "      <td>-11.944</td>\n",
       "      <td>-12.3</td>\n",
       "      <td>-11.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>67.058</td>\n",
       "      <td>24.74</td>\n",
       "      <td>99.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>2018-02-11</td>\n",
       "      <td>23.044</td>\n",
       "      <td>16.68</td>\n",
       "      <td>31.36</td>\n",
       "      <td>-12.358</td>\n",
       "      <td>-12.8</td>\n",
       "      <td>-12.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>62.733</td>\n",
       "      <td>46.26</td>\n",
       "      <td>83.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>2018-03-11</td>\n",
       "      <td>22.491</td>\n",
       "      <td>17.36</td>\n",
       "      <td>28.87</td>\n",
       "      <td>-12.914</td>\n",
       "      <td>-13.3</td>\n",
       "      <td>-12.7</td>\n",
       "      <td>1.2</td>\n",
       "      <td>78.178</td>\n",
       "      <td>42.20</td>\n",
       "      <td>98.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>2018-04-11</td>\n",
       "      <td>24.347</td>\n",
       "      <td>17.29</td>\n",
       "      <td>32.70</td>\n",
       "      <td>-13.350</td>\n",
       "      <td>-13.6</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.685</td>\n",
       "      <td>32.98</td>\n",
       "      <td>93.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>2018-05-11</td>\n",
       "      <td>21.159</td>\n",
       "      <td>17.64</td>\n",
       "      <td>23.81</td>\n",
       "      <td>-13.842</td>\n",
       "      <td>-14.0</td>\n",
       "      <td>-13.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>79.135</td>\n",
       "      <td>63.75</td>\n",
       "      <td>89.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>2018-06-11</td>\n",
       "      <td>20.482</td>\n",
       "      <td>18.36</td>\n",
       "      <td>23.47</td>\n",
       "      <td>-14.749</td>\n",
       "      <td>-15.3</td>\n",
       "      <td>-14.0</td>\n",
       "      <td>16.2</td>\n",
       "      <td>90.301</td>\n",
       "      <td>77.68</td>\n",
       "      <td>98.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>2018-07-11</td>\n",
       "      <td>21.157</td>\n",
       "      <td>15.37</td>\n",
       "      <td>27.97</td>\n",
       "      <td>-16.443</td>\n",
       "      <td>-17.7</td>\n",
       "      <td>-15.3</td>\n",
       "      <td>5.8</td>\n",
       "      <td>68.862</td>\n",
       "      <td>31.93</td>\n",
       "      <td>98.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>2018-08-11</td>\n",
       "      <td>22.396</td>\n",
       "      <td>12.61</td>\n",
       "      <td>30.86</td>\n",
       "      <td>-18.064</td>\n",
       "      <td>-18.4</td>\n",
       "      <td>-17.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>62.870</td>\n",
       "      <td>38.48</td>\n",
       "      <td>88.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>2018-09-11</td>\n",
       "      <td>27.072</td>\n",
       "      <td>19.14</td>\n",
       "      <td>34.93</td>\n",
       "      <td>-18.998</td>\n",
       "      <td>-19.4</td>\n",
       "      <td>-18.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.915</td>\n",
       "      <td>33.75</td>\n",
       "      <td>91.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>2018-10-11</td>\n",
       "      <td>27.977</td>\n",
       "      <td>21.71</td>\n",
       "      <td>37.31</td>\n",
       "      <td>-19.551</td>\n",
       "      <td>-19.9</td>\n",
       "      <td>-19.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>62.901</td>\n",
       "      <td>34.31</td>\n",
       "      <td>90.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2018-11-11</td>\n",
       "      <td>20.111</td>\n",
       "      <td>18.28</td>\n",
       "      <td>21.66</td>\n",
       "      <td>-20.344</td>\n",
       "      <td>-20.6</td>\n",
       "      <td>-19.8</td>\n",
       "      <td>37.6</td>\n",
       "      <td>95.695</td>\n",
       "      <td>88.43</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>2018-12-11</td>\n",
       "      <td>19.600</td>\n",
       "      <td>15.76</td>\n",
       "      <td>21.49</td>\n",
       "      <td>-21.297</td>\n",
       "      <td>-22.2</td>\n",
       "      <td>-20.6</td>\n",
       "      <td>22.8</td>\n",
       "      <td>96.861</td>\n",
       "      <td>85.97</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>2018-11-13</td>\n",
       "      <td>18.215</td>\n",
       "      <td>11.95</td>\n",
       "      <td>24.59</td>\n",
       "      <td>-22.828</td>\n",
       "      <td>-23.1</td>\n",
       "      <td>-22.2</td>\n",
       "      <td>2.8</td>\n",
       "      <td>70.814</td>\n",
       "      <td>43.16</td>\n",
       "      <td>91.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>2018-11-14</td>\n",
       "      <td>21.148</td>\n",
       "      <td>11.40</td>\n",
       "      <td>30.34</td>\n",
       "      <td>-23.140</td>\n",
       "      <td>-23.3</td>\n",
       "      <td>-22.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>45.202</td>\n",
       "      <td>17.67</td>\n",
       "      <td>84.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>2018-11-15</td>\n",
       "      <td>24.032</td>\n",
       "      <td>11.85</td>\n",
       "      <td>34.96</td>\n",
       "      <td>-23.280</td>\n",
       "      <td>-23.6</td>\n",
       "      <td>-23.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>47.299</td>\n",
       "      <td>17.65</td>\n",
       "      <td>83.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>2018-11-16</td>\n",
       "      <td>21.401</td>\n",
       "      <td>14.96</td>\n",
       "      <td>29.51</td>\n",
       "      <td>-23.539</td>\n",
       "      <td>-23.9</td>\n",
       "      <td>-23.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57.632</td>\n",
       "      <td>35.03</td>\n",
       "      <td>72.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>2018-11-17</td>\n",
       "      <td>23.992</td>\n",
       "      <td>17.28</td>\n",
       "      <td>31.62</td>\n",
       "      <td>-23.713</td>\n",
       "      <td>-23.9</td>\n",
       "      <td>-23.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>54.447</td>\n",
       "      <td>31.78</td>\n",
       "      <td>88.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>2018-11-18</td>\n",
       "      <td>21.381</td>\n",
       "      <td>13.61</td>\n",
       "      <td>28.16</td>\n",
       "      <td>-23.967</td>\n",
       "      <td>-24.3</td>\n",
       "      <td>-23.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29.063</td>\n",
       "      <td>11.49</td>\n",
       "      <td>52.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>2018-11-19</td>\n",
       "      <td>22.395</td>\n",
       "      <td>14.07</td>\n",
       "      <td>30.85</td>\n",
       "      <td>-24.188</td>\n",
       "      <td>-24.4</td>\n",
       "      <td>-23.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>34.623</td>\n",
       "      <td>19.89</td>\n",
       "      <td>50.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>2018-11-20</td>\n",
       "      <td>25.700</td>\n",
       "      <td>16.52</td>\n",
       "      <td>34.72</td>\n",
       "      <td>-24.404</td>\n",
       "      <td>-24.8</td>\n",
       "      <td>-24.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.867</td>\n",
       "      <td>24.95</td>\n",
       "      <td>60.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>2018-11-21</td>\n",
       "      <td>28.552</td>\n",
       "      <td>19.16</td>\n",
       "      <td>36.91</td>\n",
       "      <td>-24.542</td>\n",
       "      <td>-24.8</td>\n",
       "      <td>-24.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>46.011</td>\n",
       "      <td>29.85</td>\n",
       "      <td>62.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>2018-11-22</td>\n",
       "      <td>24.395</td>\n",
       "      <td>16.46</td>\n",
       "      <td>27.90</td>\n",
       "      <td>-24.819</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>-24.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>55.701</td>\n",
       "      <td>31.75</td>\n",
       "      <td>81.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>2018-11-23</td>\n",
       "      <td>19.397</td>\n",
       "      <td>12.79</td>\n",
       "      <td>26.10</td>\n",
       "      <td>-25.113</td>\n",
       "      <td>-25.4</td>\n",
       "      <td>-24.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.883</td>\n",
       "      <td>37.16</td>\n",
       "      <td>93.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>2018-11-24</td>\n",
       "      <td>20.730</td>\n",
       "      <td>11.78</td>\n",
       "      <td>29.12</td>\n",
       "      <td>-25.088</td>\n",
       "      <td>-25.4</td>\n",
       "      <td>-24.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>54.163</td>\n",
       "      <td>25.80</td>\n",
       "      <td>85.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>2018-11-25</td>\n",
       "      <td>21.688</td>\n",
       "      <td>13.07</td>\n",
       "      <td>28.99</td>\n",
       "      <td>-25.023</td>\n",
       "      <td>-25.3</td>\n",
       "      <td>-24.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57.513</td>\n",
       "      <td>35.00</td>\n",
       "      <td>83.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>2018-11-26</td>\n",
       "      <td>15.471</td>\n",
       "      <td>13.14</td>\n",
       "      <td>21.51</td>\n",
       "      <td>-25.346</td>\n",
       "      <td>-25.6</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>21.2</td>\n",
       "      <td>88.865</td>\n",
       "      <td>62.62</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>2018-11-27</td>\n",
       "      <td>16.637</td>\n",
       "      <td>13.26</td>\n",
       "      <td>21.04</td>\n",
       "      <td>-25.566</td>\n",
       "      <td>-25.7</td>\n",
       "      <td>-25.4</td>\n",
       "      <td>12.4</td>\n",
       "      <td>92.034</td>\n",
       "      <td>71.52</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>19.816</td>\n",
       "      <td>12.45</td>\n",
       "      <td>27.31</td>\n",
       "      <td>-25.438</td>\n",
       "      <td>-25.7</td>\n",
       "      <td>-25.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>78.627</td>\n",
       "      <td>45.35</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>2018-11-29</td>\n",
       "      <td>22.140</td>\n",
       "      <td>15.63</td>\n",
       "      <td>29.07</td>\n",
       "      <td>-25.513</td>\n",
       "      <td>-25.7</td>\n",
       "      <td>-25.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>73.516</td>\n",
       "      <td>42.16</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>2018-11-30</td>\n",
       "      <td>22.418</td>\n",
       "      <td>14.30</td>\n",
       "      <td>30.27</td>\n",
       "      <td>-25.399</td>\n",
       "      <td>-25.7</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>69.174</td>\n",
       "      <td>30.81</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>19.832</td>\n",
       "      <td>15.96</td>\n",
       "      <td>24.26</td>\n",
       "      <td>-25.320</td>\n",
       "      <td>-25.4</td>\n",
       "      <td>-25.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>54.143</td>\n",
       "      <td>30.73</td>\n",
       "      <td>84.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>2018-02-12</td>\n",
       "      <td>17.358</td>\n",
       "      <td>13.20</td>\n",
       "      <td>22.58</td>\n",
       "      <td>-24.737</td>\n",
       "      <td>-25.7</td>\n",
       "      <td>-18.7</td>\n",
       "      <td>0.2</td>\n",
       "      <td>59.474</td>\n",
       "      <td>37.90</td>\n",
       "      <td>85.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>2018-03-12</td>\n",
       "      <td>21.633</td>\n",
       "      <td>10.14</td>\n",
       "      <td>30.89</td>\n",
       "      <td>-21.839</td>\n",
       "      <td>-22.4</td>\n",
       "      <td>-21.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>52.737</td>\n",
       "      <td>26.41</td>\n",
       "      <td>90.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>2018-04-12</td>\n",
       "      <td>24.545</td>\n",
       "      <td>12.55</td>\n",
       "      <td>34.79</td>\n",
       "      <td>-16.815</td>\n",
       "      <td>-22.0</td>\n",
       "      <td>-11.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>48.981</td>\n",
       "      <td>21.18</td>\n",
       "      <td>93.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>2018-05-12</td>\n",
       "      <td>21.720</td>\n",
       "      <td>17.22</td>\n",
       "      <td>28.53</td>\n",
       "      <td>-14.262</td>\n",
       "      <td>-15.3</td>\n",
       "      <td>-13.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>53.015</td>\n",
       "      <td>34.12</td>\n",
       "      <td>79.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>2018-06-12</td>\n",
       "      <td>20.166</td>\n",
       "      <td>15.90</td>\n",
       "      <td>26.78</td>\n",
       "      <td>-14.451</td>\n",
       "      <td>-15.9</td>\n",
       "      <td>-13.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57.063</td>\n",
       "      <td>35.94</td>\n",
       "      <td>74.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>2018-07-12</td>\n",
       "      <td>21.775</td>\n",
       "      <td>11.58</td>\n",
       "      <td>28.81</td>\n",
       "      <td>-16.768</td>\n",
       "      <td>-17.7</td>\n",
       "      <td>-15.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>55.403</td>\n",
       "      <td>34.95</td>\n",
       "      <td>91.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>2018-08-12</td>\n",
       "      <td>23.343</td>\n",
       "      <td>14.21</td>\n",
       "      <td>31.58</td>\n",
       "      <td>-17.685</td>\n",
       "      <td>-18.2</td>\n",
       "      <td>-17.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>47.343</td>\n",
       "      <td>23.18</td>\n",
       "      <td>83.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>2018-09-12</td>\n",
       "      <td>25.922</td>\n",
       "      <td>16.23</td>\n",
       "      <td>33.72</td>\n",
       "      <td>-17.659</td>\n",
       "      <td>-18.1</td>\n",
       "      <td>-16.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>47.182</td>\n",
       "      <td>30.81</td>\n",
       "      <td>71.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>2018-10-12</td>\n",
       "      <td>28.052</td>\n",
       "      <td>18.68</td>\n",
       "      <td>36.39</td>\n",
       "      <td>-13.749</td>\n",
       "      <td>-17.0</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.795</td>\n",
       "      <td>28.76</td>\n",
       "      <td>82.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>2018-11-12</td>\n",
       "      <td>30.076</td>\n",
       "      <td>22.93</td>\n",
       "      <td>37.92</td>\n",
       "      <td>-13.762</td>\n",
       "      <td>-14.4</td>\n",
       "      <td>-12.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>55.834</td>\n",
       "      <td>36.46</td>\n",
       "      <td>81.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>2018-12-12</td>\n",
       "      <td>25.249</td>\n",
       "      <td>20.89</td>\n",
       "      <td>30.27</td>\n",
       "      <td>-14.561</td>\n",
       "      <td>-14.9</td>\n",
       "      <td>-14.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>68.716</td>\n",
       "      <td>50.26</td>\n",
       "      <td>85.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>2018-12-13</td>\n",
       "      <td>27.629</td>\n",
       "      <td>21.20</td>\n",
       "      <td>37.01</td>\n",
       "      <td>-14.942</td>\n",
       "      <td>-15.3</td>\n",
       "      <td>-14.5</td>\n",
       "      <td>3.2</td>\n",
       "      <td>71.414</td>\n",
       "      <td>39.04</td>\n",
       "      <td>99.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>2018-12-14</td>\n",
       "      <td>21.449</td>\n",
       "      <td>16.75</td>\n",
       "      <td>26.57</td>\n",
       "      <td>-15.492</td>\n",
       "      <td>-15.9</td>\n",
       "      <td>-14.7</td>\n",
       "      <td>24.0</td>\n",
       "      <td>71.107</td>\n",
       "      <td>41.67</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>2018-12-15</td>\n",
       "      <td>21.864</td>\n",
       "      <td>13.91</td>\n",
       "      <td>29.62</td>\n",
       "      <td>-15.860</td>\n",
       "      <td>-16.1</td>\n",
       "      <td>-15.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>53.464</td>\n",
       "      <td>24.53</td>\n",
       "      <td>93.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>2018-12-16</td>\n",
       "      <td>26.016</td>\n",
       "      <td>18.91</td>\n",
       "      <td>32.96</td>\n",
       "      <td>-15.827</td>\n",
       "      <td>-16.2</td>\n",
       "      <td>-15.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>68.257</td>\n",
       "      <td>48.35</td>\n",
       "      <td>92.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>2018-12-17</td>\n",
       "      <td>24.472</td>\n",
       "      <td>18.99</td>\n",
       "      <td>30.66</td>\n",
       "      <td>-15.377</td>\n",
       "      <td>-15.8</td>\n",
       "      <td>-15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>66.675</td>\n",
       "      <td>40.70</td>\n",
       "      <td>91.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>2018-12-18</td>\n",
       "      <td>17.981</td>\n",
       "      <td>16.48</td>\n",
       "      <td>19.25</td>\n",
       "      <td>-15.483</td>\n",
       "      <td>-15.7</td>\n",
       "      <td>-15.2</td>\n",
       "      <td>8.8</td>\n",
       "      <td>95.528</td>\n",
       "      <td>84.52</td>\n",
       "      <td>99.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>2018-12-19</td>\n",
       "      <td>22.248</td>\n",
       "      <td>18.23</td>\n",
       "      <td>27.81</td>\n",
       "      <td>-15.379</td>\n",
       "      <td>-15.7</td>\n",
       "      <td>-15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>85.276</td>\n",
       "      <td>62.57</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>2018-12-20</td>\n",
       "      <td>21.112</td>\n",
       "      <td>15.51</td>\n",
       "      <td>29.95</td>\n",
       "      <td>-15.188</td>\n",
       "      <td>-15.4</td>\n",
       "      <td>-14.7</td>\n",
       "      <td>6.8</td>\n",
       "      <td>77.796</td>\n",
       "      <td>44.26</td>\n",
       "      <td>96.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>2018-12-21</td>\n",
       "      <td>20.906</td>\n",
       "      <td>12.32</td>\n",
       "      <td>28.73</td>\n",
       "      <td>-15.021</td>\n",
       "      <td>-15.5</td>\n",
       "      <td>-14.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>64.670</td>\n",
       "      <td>33.92</td>\n",
       "      <td>92.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>2018-12-22</td>\n",
       "      <td>24.330</td>\n",
       "      <td>13.05</td>\n",
       "      <td>33.77</td>\n",
       "      <td>-14.473</td>\n",
       "      <td>-15.0</td>\n",
       "      <td>-13.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57.125</td>\n",
       "      <td>22.71</td>\n",
       "      <td>96.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>2018-12-23</td>\n",
       "      <td>25.782</td>\n",
       "      <td>16.29</td>\n",
       "      <td>34.39</td>\n",
       "      <td>-13.233</td>\n",
       "      <td>-13.9</td>\n",
       "      <td>-12.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>53.305</td>\n",
       "      <td>27.03</td>\n",
       "      <td>87.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>2018-12-24</td>\n",
       "      <td>25.555</td>\n",
       "      <td>14.08</td>\n",
       "      <td>34.82</td>\n",
       "      <td>-13.109</td>\n",
       "      <td>-14.0</td>\n",
       "      <td>-12.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49.866</td>\n",
       "      <td>19.00</td>\n",
       "      <td>90.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>2018-12-25</td>\n",
       "      <td>26.873</td>\n",
       "      <td>16.12</td>\n",
       "      <td>35.78</td>\n",
       "      <td>-14.087</td>\n",
       "      <td>-14.5</td>\n",
       "      <td>-13.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>54.763</td>\n",
       "      <td>31.91</td>\n",
       "      <td>90.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>2018-12-26</td>\n",
       "      <td>29.515</td>\n",
       "      <td>21.10</td>\n",
       "      <td>36.98</td>\n",
       "      <td>-13.564</td>\n",
       "      <td>-14.4</td>\n",
       "      <td>-12.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>53.329</td>\n",
       "      <td>33.09</td>\n",
       "      <td>78.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>2018-12-27</td>\n",
       "      <td>23.007</td>\n",
       "      <td>19.56</td>\n",
       "      <td>27.83</td>\n",
       "      <td>-13.248</td>\n",
       "      <td>-13.5</td>\n",
       "      <td>-12.9</td>\n",
       "      <td>1.6</td>\n",
       "      <td>83.609</td>\n",
       "      <td>56.94</td>\n",
       "      <td>95.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>2018-12-28</td>\n",
       "      <td>27.223</td>\n",
       "      <td>19.19</td>\n",
       "      <td>36.67</td>\n",
       "      <td>-13.176</td>\n",
       "      <td>-13.6</td>\n",
       "      <td>-12.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>68.904</td>\n",
       "      <td>31.80</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>2018-12-29</td>\n",
       "      <td>30.601</td>\n",
       "      <td>21.75</td>\n",
       "      <td>38.73</td>\n",
       "      <td>-13.108</td>\n",
       "      <td>-13.6</td>\n",
       "      <td>-12.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.322</td>\n",
       "      <td>34.18</td>\n",
       "      <td>88.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>2018-12-30</td>\n",
       "      <td>21.042</td>\n",
       "      <td>14.35</td>\n",
       "      <td>30.16</td>\n",
       "      <td>-13.005</td>\n",
       "      <td>-13.2</td>\n",
       "      <td>-12.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>62.762</td>\n",
       "      <td>34.01</td>\n",
       "      <td>94.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>23.857</td>\n",
       "      <td>13.88</td>\n",
       "      <td>31.06</td>\n",
       "      <td>-12.993</td>\n",
       "      <td>-13.4</td>\n",
       "      <td>-12.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>68.551</td>\n",
       "      <td>49.37</td>\n",
       "      <td>95.22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Fecha  Tem. [°C] Prom  Tem. [°C] Mín  Tem. [°C] Máx  \\\n",
       "0   2018-01-09           7.607           2.66          13.09   \n",
       "1   2018-02-09           9.435          -2.22          20.18   \n",
       "2   2018-03-09          12.033          -1.41          24.41   \n",
       "3   2018-04-09          15.197           3.42          25.52   \n",
       "4   2018-05-09          20.149          12.99          29.86   \n",
       "5   2018-06-09          17.655           3.95          29.19   \n",
       "6   2018-07-09          17.740           9.75          27.70   \n",
       "7   2018-08-09          18.792           7.88          29.86   \n",
       "8   2018-09-09          18.122           9.62          27.25   \n",
       "9   2018-10-09          18.823          13.14          26.09   \n",
       "10  2018-11-09          17.876          11.89          24.29   \n",
       "11  2018-12-09          18.419          13.12          25.41   \n",
       "12  2018-09-13          15.748          13.21          19.44   \n",
       "13  2018-09-14          16.313           8.15          24.33   \n",
       "14  2018-09-15          16.589           9.92          24.35   \n",
       "15  2018-09-16          16.362          10.87          24.92   \n",
       "16  2018-09-17          16.717           7.17          26.88   \n",
       "17  2018-09-18          20.228          11.01          31.17   \n",
       "18  2018-09-19          15.761           8.31          22.41   \n",
       "19  2018-09-20          16.925           7.46          25.66   \n",
       "20  2018-09-21          21.910           7.08          34.79   \n",
       "21  2018-09-22          28.705          19.33          41.58   \n",
       "22  2018-09-23          22.308          12.91          30.06   \n",
       "23  2018-09-24          17.084           9.86          25.37   \n",
       "24  2018-09-25          18.946          10.80          27.66   \n",
       "25  2018-09-26          18.765          12.88          26.76   \n",
       "26  2018-09-27          17.285          15.41          19.07   \n",
       "27  2018-09-28          21.903          18.15          28.27   \n",
       "28  2018-09-29          19.793          12.07          24.02   \n",
       "29  2018-09-30          18.840           9.47          27.38   \n",
       "30  2018-01-10          12.496           6.97          17.37   \n",
       "31  2018-02-10          11.515           0.42          21.71   \n",
       "32  2018-03-10          15.141           3.73          25.08   \n",
       "33  2018-04-10          16.550           6.47          26.69   \n",
       "34  2018-05-10          16.957          11.10          24.76   \n",
       "35  2018-06-10          18.488          10.73          27.43   \n",
       "36  2018-07-10          19.943           8.10          30.90   \n",
       "37  2018-08-10          25.238          15.03          38.02   \n",
       "38  2018-09-10          19.394          11.52          25.75   \n",
       "39  2018-10-10          16.253           7.95          23.73   \n",
       "40  2018-11-10          11.581           9.15          13.49   \n",
       "41  2018-12-10          12.705           8.47          19.40   \n",
       "42  2018-10-13          16.953           7.02          24.71   \n",
       "43  2018-10-14          16.739           6.70          26.38   \n",
       "44  2018-10-15          19.890           6.39          30.63   \n",
       "45  2018-10-16          23.852          14.15          35.10   \n",
       "46  2018-10-17          25.630          16.45          35.21   \n",
       "47  2018-10-18          19.533          14.90          24.23   \n",
       "48  2018-10-19          16.319          13.79          18.37   \n",
       "49  2018-10-20          17.490          13.69          21.66   \n",
       "50  2018-10-21          19.130          13.21          28.57   \n",
       "51  2018-10-22          16.086          14.66          17.32   \n",
       "52  2018-10-23          15.251          13.49          17.90   \n",
       "53  2018-10-24          14.495          12.51          17.09   \n",
       "54  2018-10-25          13.781          12.50          15.07   \n",
       "55  2018-10-26          16.918          13.11          22.50   \n",
       "56  2018-10-27          18.791          12.87          24.30   \n",
       "57  2018-10-28          19.124          14.06          25.71   \n",
       "58  2018-10-29          21.921          14.66          30.09   \n",
       "59  2018-10-30          19.684          14.40          27.15   \n",
       "60  2018-10-31          18.721          11.83          25.65   \n",
       "61  2018-01-11          18.332          11.98          24.47   \n",
       "62  2018-02-11          23.044          16.68          31.36   \n",
       "63  2018-03-11          22.491          17.36          28.87   \n",
       "64  2018-04-11          24.347          17.29          32.70   \n",
       "65  2018-05-11          21.159          17.64          23.81   \n",
       "66  2018-06-11          20.482          18.36          23.47   \n",
       "67  2018-07-11          21.157          15.37          27.97   \n",
       "68  2018-08-11          22.396          12.61          30.86   \n",
       "69  2018-09-11          27.072          19.14          34.93   \n",
       "70  2018-10-11          27.977          21.71          37.31   \n",
       "71  2018-11-11          20.111          18.28          21.66   \n",
       "72  2018-12-11          19.600          15.76          21.49   \n",
       "73  2018-11-13          18.215          11.95          24.59   \n",
       "74  2018-11-14          21.148          11.40          30.34   \n",
       "75  2018-11-15          24.032          11.85          34.96   \n",
       "76  2018-11-16          21.401          14.96          29.51   \n",
       "77  2018-11-17          23.992          17.28          31.62   \n",
       "78  2018-11-18          21.381          13.61          28.16   \n",
       "79  2018-11-19          22.395          14.07          30.85   \n",
       "80  2018-11-20          25.700          16.52          34.72   \n",
       "81  2018-11-21          28.552          19.16          36.91   \n",
       "82  2018-11-22          24.395          16.46          27.90   \n",
       "83  2018-11-23          19.397          12.79          26.10   \n",
       "84  2018-11-24          20.730          11.78          29.12   \n",
       "85  2018-11-25          21.688          13.07          28.99   \n",
       "86  2018-11-26          15.471          13.14          21.51   \n",
       "87  2018-11-27          16.637          13.26          21.04   \n",
       "88  2018-11-28          19.816          12.45          27.31   \n",
       "89  2018-11-29          22.140          15.63          29.07   \n",
       "90  2018-11-30          22.418          14.30          30.27   \n",
       "91  2018-01-12          19.832          15.96          24.26   \n",
       "92  2018-02-12          17.358          13.20          22.58   \n",
       "93  2018-03-12          21.633          10.14          30.89   \n",
       "94  2018-04-12          24.545          12.55          34.79   \n",
       "95  2018-05-12          21.720          17.22          28.53   \n",
       "96  2018-06-12          20.166          15.90          26.78   \n",
       "97  2018-07-12          21.775          11.58          28.81   \n",
       "98  2018-08-12          23.343          14.21          31.58   \n",
       "99  2018-09-12          25.922          16.23          33.72   \n",
       "100 2018-10-12          28.052          18.68          36.39   \n",
       "101 2018-11-12          30.076          22.93          37.92   \n",
       "102 2018-12-12          25.249          20.89          30.27   \n",
       "103 2018-12-13          27.629          21.20          37.01   \n",
       "104 2018-12-14          21.449          16.75          26.57   \n",
       "105 2018-12-15          21.864          13.91          29.62   \n",
       "106 2018-12-16          26.016          18.91          32.96   \n",
       "107 2018-12-17          24.472          18.99          30.66   \n",
       "108 2018-12-18          17.981          16.48          19.25   \n",
       "109 2018-12-19          22.248          18.23          27.81   \n",
       "110 2018-12-20          21.112          15.51          29.95   \n",
       "111 2018-12-21          20.906          12.32          28.73   \n",
       "112 2018-12-22          24.330          13.05          33.77   \n",
       "113 2018-12-23          25.782          16.29          34.39   \n",
       "114 2018-12-24          25.555          14.08          34.82   \n",
       "115 2018-12-25          26.873          16.12          35.78   \n",
       "116 2018-12-26          29.515          21.10          36.98   \n",
       "117 2018-12-27          23.007          19.56          27.83   \n",
       "118 2018-12-28          27.223          19.19          36.67   \n",
       "119 2018-12-29          30.601          21.75          38.73   \n",
       "120 2018-12-30          21.042          14.35          30.16   \n",
       "121 2018-12-31          23.857          13.88          31.06   \n",
       "\n",
       "     Temp suelo [°C] Prom  Temp suelo [°C] Mín  Temp suelo [°C] Máx  \\\n",
       "0                  13.056                 12.2                 14.2   \n",
       "1                  13.622                 10.9                 17.1   \n",
       "2                  14.749                 11.7                 18.3   \n",
       "3                  15.890                 13.4                 18.6   \n",
       "4                  17.445                 15.3                 20.2   \n",
       "5                  18.453                 15.5                 21.7   \n",
       "6                  18.923                 16.4                 22.0   \n",
       "7                  19.290                 16.8                 22.2   \n",
       "8                  19.627                 17.3                 22.2   \n",
       "9                  20.335                 18.3                 23.0   \n",
       "10                 20.144                 18.8                 21.7   \n",
       "11                 20.067                 18.8                 21.8   \n",
       "12                 19.278                 18.5                 20.4   \n",
       "13                 18.399                 16.2                 20.8   \n",
       "14                 18.574                 16.6                 21.0   \n",
       "15                 18.718                 17.4                 20.2   \n",
       "16                 18.282                 15.8                 21.1   \n",
       "17                 19.467                 17.2                 22.4   \n",
       "18                 19.364                 17.2                 21.4   \n",
       "19                 18.886                 16.7                 21.6   \n",
       "20                 20.299                 17.1                 24.0   \n",
       "21                 23.392                 20.9                 26.8   \n",
       "22                 23.862                 21.7                 26.4   \n",
       "23                 22.174                 19.8                 24.8   \n",
       "24                 21.975                 19.8                 24.7   \n",
       "25                 22.181                 20.7                 24.1   \n",
       "26                 20.749                 20.2                 21.6   \n",
       "27                 21.630                 20.7                 23.2   \n",
       "28                 21.783                 20.0                 22.7   \n",
       "29                 20.086                 17.7                 22.9   \n",
       "30                 18.777                 17.2                 21.2   \n",
       "31                 16.828                 14.2                 19.9   \n",
       "32                 17.981                 15.2                 21.4   \n",
       "33                 18.698                 15.9                 21.8   \n",
       "34                 19.540                 17.6                 22.2   \n",
       "35                 19.926                 17.7                 22.8   \n",
       "36                 20.410                 17.7                 23.8   \n",
       "37                 20.867                 18.2                 24.3   \n",
       "38                 19.967                 18.0                 22.0   \n",
       "39                 17.642                 15.1                 20.3   \n",
       "40                 15.345                 13.7                 17.8   \n",
       "41                 13.283                 11.9                 15.0   \n",
       "42                 14.124                 11.8                 17.1   \n",
       "43                 12.133                  9.8                 14.5   \n",
       "44                  8.125                  5.6                 10.4   \n",
       "45                  5.286                  4.0                  6.2   \n",
       "46                  2.740                 -0.4                  4.0   \n",
       "47                 -1.251                 -2.5                  0.0   \n",
       "48                 -3.086                 -3.6                 -2.5   \n",
       "49                 -3.640                 -3.9                 -3.4   \n",
       "50                 -4.187                 -4.7                 -3.5   \n",
       "51                 -5.144                 -5.6                 -4.5   \n",
       "52                 -5.813                 -6.2                 -5.5   \n",
       "53                 -6.369                 -6.7                 -6.1   \n",
       "54                 -6.940                 -7.2                 -6.6   \n",
       "55                 -7.281                 -7.5                 -7.0   \n",
       "56                 -7.706                 -8.1                 -7.4   \n",
       "57                 -8.453                 -9.1                 -8.0   \n",
       "58                 -9.361                 -9.8                 -9.1   \n",
       "59                -10.452                -11.3                 -9.8   \n",
       "60                -11.472                -11.8                -11.2   \n",
       "61                -11.944                -12.3                -11.7   \n",
       "62                -12.358                -12.8                -12.1   \n",
       "63                -12.914                -13.3                -12.7   \n",
       "64                -13.350                -13.6                -13.0   \n",
       "65                -13.842                -14.0                -13.4   \n",
       "66                -14.749                -15.3                -14.0   \n",
       "67                -16.443                -17.7                -15.3   \n",
       "68                -18.064                -18.4                -17.6   \n",
       "69                -18.998                -19.4                -18.3   \n",
       "70                -19.551                -19.9                -19.3   \n",
       "71                -20.344                -20.6                -19.8   \n",
       "72                -21.297                -22.2                -20.6   \n",
       "73                -22.828                -23.1                -22.2   \n",
       "74                -23.140                -23.3                -22.9   \n",
       "75                -23.280                -23.6                -23.0   \n",
       "76                -23.539                -23.9                -23.3   \n",
       "77                -23.713                -23.9                -23.6   \n",
       "78                -23.967                -24.3                -23.6   \n",
       "79                -24.188                -24.4                -23.9   \n",
       "80                -24.404                -24.8                -24.1   \n",
       "81                -24.542                -24.8                -24.3   \n",
       "82                -24.819                -25.0                -24.6   \n",
       "83                -25.113                -25.4                -24.7   \n",
       "84                -25.088                -25.4                -24.7   \n",
       "85                -25.023                -25.3                -24.8   \n",
       "86                -25.346                -25.6                -25.0   \n",
       "87                -25.566                -25.7                -25.4   \n",
       "88                -25.438                -25.7                -25.1   \n",
       "89                -25.513                -25.7                -25.3   \n",
       "90                -25.399                -25.7                -25.0   \n",
       "91                -25.320                -25.4                -25.1   \n",
       "92                -24.737                -25.7                -18.7   \n",
       "93                -21.839                -22.4                -21.5   \n",
       "94                -16.815                -22.0                -11.7   \n",
       "95                -14.262                -15.3                -13.2   \n",
       "96                -14.451                -15.9                -13.6   \n",
       "97                -16.768                -17.7                -15.3   \n",
       "98                -17.685                -18.2                -17.0   \n",
       "99                -17.659                -18.1                -16.9   \n",
       "100               -13.749                -17.0                -12.0   \n",
       "101               -13.762                -14.4                -12.5   \n",
       "102               -14.561                -14.9                -14.1   \n",
       "103               -14.942                -15.3                -14.5   \n",
       "104               -15.492                -15.9                -14.7   \n",
       "105               -15.860                -16.1                -15.7   \n",
       "106               -15.827                -16.2                -15.3   \n",
       "107               -15.377                -15.8                -15.0   \n",
       "108               -15.483                -15.7                -15.2   \n",
       "109               -15.379                -15.7                -15.0   \n",
       "110               -15.188                -15.4                -14.7   \n",
       "111               -15.021                -15.5                -14.6   \n",
       "112               -14.473                -15.0                -13.5   \n",
       "113               -13.233                -13.9                -12.5   \n",
       "114               -13.109                -14.0                -12.7   \n",
       "115               -14.087                -14.5                -13.6   \n",
       "116               -13.564                -14.4                -12.6   \n",
       "117               -13.248                -13.5                -12.9   \n",
       "118               -13.176                -13.6                -12.7   \n",
       "119               -13.108                -13.6                -12.5   \n",
       "120               -13.005                -13.2                -12.6   \n",
       "121               -12.993                -13.4                -12.7   \n",
       "\n",
       "     Lluvia Acum[mm]  Hum [%HR] Prom  Hum [%HR] Mín  Hum [%HR] Máx  \n",
       "0                0.2          64.772          47.11          79.58  \n",
       "1                0.0          63.006          32.49          94.14  \n",
       "2                0.0          56.105          24.98          92.58  \n",
       "3                0.0          53.732          26.08          85.07  \n",
       "4                0.0          42.932          21.78          61.21  \n",
       "5                0.0          51.186          23.45          88.56  \n",
       "6                0.0          54.341          30.24          83.58  \n",
       "7                0.0          53.979          23.03          89.92  \n",
       "8                0.0          53.020          27.42          80.53  \n",
       "9                0.0          60.318          38.79          82.47  \n",
       "10               0.0          69.221          45.51          91.88  \n",
       "11               0.0          68.320          46.92          84.01  \n",
       "12               9.6          85.562          64.03          99.52  \n",
       "13               0.0          70.961          39.28          96.91  \n",
       "14               0.0          71.602          41.45         100.00  \n",
       "15               0.4          75.583          36.13          97.80  \n",
       "16               0.2          66.721          30.06         100.00  \n",
       "17               0.0          58.758          31.41          85.77  \n",
       "18               0.0          44.658          20.85          73.46  \n",
       "19               0.0          43.018          15.25          75.14  \n",
       "20               0.0          51.505          17.95          87.83  \n",
       "21               0.0          52.525           6.87          86.76  \n",
       "22               0.0          39.013          17.85          62.12  \n",
       "23               0.0          42.020          24.45          61.39  \n",
       "24               0.0          52.403          33.92          83.81  \n",
       "25              14.8          79.245          47.51         100.00  \n",
       "26               9.8          99.567          94.73         100.00  \n",
       "27               0.4          91.174          69.93         100.00  \n",
       "28               0.0          77.396          45.35         100.00  \n",
       "29               0.0          64.426          35.57          91.62  \n",
       "30               0.0          57.508          29.01          89.10  \n",
       "31               0.0          57.518          29.72          90.07  \n",
       "32               0.0          51.486          23.85          92.90  \n",
       "33               0.0          48.108          24.62          81.65  \n",
       "34               0.0          52.868          33.03          76.66  \n",
       "35               0.0          47.789          21.83          83.67  \n",
       "36               0.0          48.975          22.17          85.43  \n",
       "37               0.0          40.400           5.49          68.65  \n",
       "38               0.0          42.299          19.73          75.27  \n",
       "39               0.0          32.292          16.48          59.01  \n",
       "40               5.0          71.577          34.01          92.68  \n",
       "41               0.2          83.075          57.89          98.24  \n",
       "42               0.0          63.545          28.89         100.00  \n",
       "43               0.0          57.930          23.58          90.86  \n",
       "44               0.0          43.575          15.22          82.52  \n",
       "45               0.0          42.340          18.82          63.60  \n",
       "46               0.0          49.094          23.38          75.96  \n",
       "47               6.6          80.074          58.88          97.77  \n",
       "48               0.0          90.470          80.31          98.76  \n",
       "49               0.0          84.644          63.63         100.00  \n",
       "50               4.8          75.776          39.32          96.67  \n",
       "51               3.0          93.341          83.85         100.00  \n",
       "52               2.2          85.240          65.41         100.00  \n",
       "53               0.2          88.531          75.26          97.58  \n",
       "54               9.4          98.813          93.22         100.00  \n",
       "55               8.2          86.772          58.96         100.00  \n",
       "56               0.0          77.097          55.04          99.90  \n",
       "57               0.6          76.618          50.27          95.26  \n",
       "58               0.0          68.581          43.40          96.31  \n",
       "59              13.4          81.496          53.36          98.98  \n",
       "60               0.0          71.221          36.91          99.74  \n",
       "61               0.0          67.058          24.74          99.40  \n",
       "62               0.0          62.733          46.26          83.07  \n",
       "63               1.2          78.178          42.20          98.24  \n",
       "64               0.0          60.685          32.98          93.84  \n",
       "65               0.4          79.135          63.75          89.98  \n",
       "66              16.2          90.301          77.68          98.46  \n",
       "67               5.8          68.862          31.93          98.93  \n",
       "68               0.0          62.870          38.48          88.85  \n",
       "69               0.0          61.915          33.75          91.75  \n",
       "70               0.0          62.901          34.31          90.90  \n",
       "71              37.6          95.695          88.43         100.00  \n",
       "72              22.8          96.861          85.97         100.00  \n",
       "73               2.8          70.814          43.16          91.99  \n",
       "74               0.0          45.202          17.67          84.53  \n",
       "75               0.0          47.299          17.65          83.49  \n",
       "76               0.0          57.632          35.03          72.65  \n",
       "77               0.0          54.447          31.78          88.05  \n",
       "78               0.0          29.063          11.49          52.80  \n",
       "79               0.0          34.623          19.89          50.53  \n",
       "80               0.0          42.867          24.95          60.68  \n",
       "81               0.0          46.011          29.85          62.95  \n",
       "82               0.0          55.701          31.75          81.83  \n",
       "83               0.0          61.883          37.16          93.58  \n",
       "84               0.0          54.163          25.80          85.59  \n",
       "85               0.0          57.513          35.00          83.46  \n",
       "86              21.2          88.865          62.62         100.00  \n",
       "87              12.4          92.034          71.52         100.00  \n",
       "88               0.0          78.627          45.35         100.00  \n",
       "89               0.0          73.516          42.16         100.00  \n",
       "90               1.4          69.174          30.81         100.00  \n",
       "91               0.0          54.143          30.73          84.32  \n",
       "92               0.2          59.474          37.90          85.68  \n",
       "93               0.0          52.737          26.41          90.56  \n",
       "94               0.0          48.981          21.18          93.13  \n",
       "95               0.0          53.015          34.12          79.69  \n",
       "96               0.0          57.063          35.94          74.05  \n",
       "97               0.0          55.403          34.95          91.91  \n",
       "98               0.0          47.343          23.18          83.71  \n",
       "99               0.0          47.182          30.81          71.47  \n",
       "100              0.0          51.795          28.76          82.77  \n",
       "101              0.0          55.834          36.46          81.71  \n",
       "102              0.0          68.716          50.26          85.06  \n",
       "103              3.2          71.414          39.04          99.98  \n",
       "104             24.0          71.107          41.67         100.00  \n",
       "105              0.0          53.464          24.53          93.72  \n",
       "106              0.0          68.257          48.35          92.57  \n",
       "107              0.0          66.675          40.70          91.77  \n",
       "108              8.8          95.528          84.52          99.85  \n",
       "109              0.0          85.276          62.57         100.00  \n",
       "110              6.8          77.796          44.26          96.92  \n",
       "111              0.0          64.670          33.92          92.86  \n",
       "112              0.0          57.125          22.71          96.63  \n",
       "113              0.0          53.305          27.03          87.80  \n",
       "114              0.0          49.866          19.00          90.66  \n",
       "115              0.0          54.763          31.91          90.62  \n",
       "116              0.0          53.329          33.09          78.80  \n",
       "117              1.6          83.609          56.94          95.36  \n",
       "118              0.0          68.904          31.80         100.00  \n",
       "119              0.0          59.322          34.18          88.65  \n",
       "120              2.4          62.762          34.01          94.54  \n",
       "121              0.0          68.551          49.37          95.22  "
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfc1=dfc.drop(['Presion [hPa] Prom', 'Presion [hPa] Mín', 'Presion [hPa] Máx','Vel de Viento [Km/h] Prom',\n",
    "       'Vel de Viento [Km/h] Máx','Raf. de Viento [km/h Prom',\n",
    "       'Raf. de Viento [km/h Máx', 'Máx Inten. de Lluvia [mm/10min]',\n",
    "       'Inten de Lluvia [mm/h]'],axis=1)\n",
    "dfc1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "resultado=dfa3.merge(dfc1, how='inner', on=None, left_on='F_Espigazon', right_on='Fecha')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_4232f574_cb6d_11ea_a366_e8039a510cf2\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Cantidad_NaN</th>        <th class=\"col_heading level0 col1\" >Porcentaje_Nan_s_Total</th>    </tr></thead><tbody>\n",
       "        </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x1afa031f508>"
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     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resultado\n",
    "\n",
    "valores_faltantes = pd.DataFrame([resultado.isnull().sum(),\n",
    "                                   resultado.isnull().sum()/len(resultado)]).transpose().rename(columns = {0:'Cantidad_NaN',1:'Porcentaje_Nan_s_Total'})\n",
    "\n",
    "valores_faltantes.loc[valores_faltantes['Cantidad_NaN']>0].style.format({'Porcentaje_Nan_s_Total':\"{:.2%}\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>F.Siembra</th>\n",
       "      <th>Ciclos</th>\n",
       "      <th>Variedad</th>\n",
       "      <th>ZADOCK</th>\n",
       "      <th>Azul</th>\n",
       "      <th>Verde</th>\n",
       "      <th>Rojo</th>\n",
       "      <th>Borde rojo</th>\n",
       "      <th>Infra Rojo</th>\n",
       "      <th>NDVI</th>\n",
       "      <th>NDRE</th>\n",
       "      <th>SAVI</th>\n",
       "      <th>SCCI</th>\n",
       "      <th>GNDVI</th>\n",
       "      <th>GVI</th>\n",
       "      <th>RVI</th>\n",
       "      <th>RedEdgeVI</th>\n",
       "      <th>LNVI</th>\n",
       "      <th>GRVI</th>\n",
       "      <th>MGRVI</th>\n",
       "      <th>NGRVI</th>\n",
       "      <th>Adversidades</th>\n",
       "      <th>F_Espigazon</th>\n",
       "      <th>F.Madurez</th>\n",
       "      <th>Dias.entre.fechas</th>\n",
       "      <th>RDTO</th>\n",
       "      <th>Roya_cat</th>\n",
       "      <th>Carbon_cat</th>\n",
       "      <th>Fusariosis_cat</th>\n",
       "      <th>ManchasFoliares_cat</th>\n",
       "      <th>Fecha</th>\n",
       "      <th>Tem. [°C] Prom</th>\n",
       "      <th>Tem. [°C] Mín</th>\n",
       "      <th>Tem. [°C] Máx</th>\n",
       "      <th>Temp suelo [°C] Prom</th>\n",
       "      <th>Temp suelo [°C] Mín</th>\n",
       "      <th>Temp suelo [°C] Máx</th>\n",
       "      <th>Lluvia Acum[mm]</th>\n",
       "      <th>Hum [%HR] Prom</th>\n",
       "      <th>Hum [%HR] Mín</th>\n",
       "      <th>Hum [%HR] Máx</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-2.057.297.803.054.350</td>\n",
       "      <td>-2.120.827.812.446.900</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>47700</td>\n",
       "      <td>12170</td>\n",
       "      <td>50100</td>\n",
       "      <td>33200</td>\n",
       "      <td>16748</td>\n",
       "      <td>-0.4989</td>\n",
       "      <td>-0.3294</td>\n",
       "      <td>-0.7484</td>\n",
       "      <td>0.6602</td>\n",
       "      <td>0.1583</td>\n",
       "      <td>1.3762</td>\n",
       "      <td>0.3343</td>\n",
       "      <td>-0.6843</td>\n",
       "      <td>10.4103</td>\n",
       "      <td>-0.6091</td>\n",
       "      <td>-0.8886</td>\n",
       "      <td>-1.1254</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>15.141</td>\n",
       "      <td>3.73</td>\n",
       "      <td>25.08</td>\n",
       "      <td>17.981</td>\n",
       "      <td>15.2</td>\n",
       "      <td>21.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.486</td>\n",
       "      <td>23.85</td>\n",
       "      <td>92.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-2.057.297.676.715.260</td>\n",
       "      <td>-2.120.827.773.572.710</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>52300</td>\n",
       "      <td>11770</td>\n",
       "      <td>49500</td>\n",
       "      <td>32220</td>\n",
       "      <td>17738</td>\n",
       "      <td>-0.4724</td>\n",
       "      <td>-0.2899</td>\n",
       "      <td>-0.7086</td>\n",
       "      <td>0.6137</td>\n",
       "      <td>0.2023</td>\n",
       "      <td>1.5071</td>\n",
       "      <td>0.3583</td>\n",
       "      <td>-0.5969</td>\n",
       "      <td>10.3803</td>\n",
       "      <td>-0.6158</td>\n",
       "      <td>-0.8930</td>\n",
       "      <td>-1.1199</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>15.141</td>\n",
       "      <td>3.73</td>\n",
       "      <td>25.08</td>\n",
       "      <td>17.981</td>\n",
       "      <td>15.2</td>\n",
       "      <td>21.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.486</td>\n",
       "      <td>23.85</td>\n",
       "      <td>92.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-2.057.297.550.375.270</td>\n",
       "      <td>-2.120.827.734.699.420</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>56100</td>\n",
       "      <td>14200</td>\n",
       "      <td>59400</td>\n",
       "      <td>38940</td>\n",
       "      <td>18662</td>\n",
       "      <td>-0.5219</td>\n",
       "      <td>-0.3520</td>\n",
       "      <td>-0.7828</td>\n",
       "      <td>0.6746</td>\n",
       "      <td>0.1358</td>\n",
       "      <td>1.3142</td>\n",
       "      <td>0.3142</td>\n",
       "      <td>-0.7355</td>\n",
       "      <td>10.5698</td>\n",
       "      <td>-0.6141</td>\n",
       "      <td>-0.8919</td>\n",
       "      <td>-1.1212</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>15.141</td>\n",
       "      <td>3.73</td>\n",
       "      <td>25.08</td>\n",
       "      <td>17.981</td>\n",
       "      <td>15.2</td>\n",
       "      <td>21.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.486</td>\n",
       "      <td>23.85</td>\n",
       "      <td>92.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-2.057.297.971.508.270</td>\n",
       "      <td>-2.120.827.735.509.350</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>50300</td>\n",
       "      <td>12960</td>\n",
       "      <td>49000</td>\n",
       "      <td>35890</td>\n",
       "      <td>17884</td>\n",
       "      <td>-0.4652</td>\n",
       "      <td>-0.3348</td>\n",
       "      <td>-0.6978</td>\n",
       "      <td>0.7198</td>\n",
       "      <td>0.1596</td>\n",
       "      <td>1.3799</td>\n",
       "      <td>0.3650</td>\n",
       "      <td>-0.6966</td>\n",
       "      <td>10.4882</td>\n",
       "      <td>-0.5817</td>\n",
       "      <td>-0.8692</td>\n",
       "      <td>-1.1504</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>15.141</td>\n",
       "      <td>3.73</td>\n",
       "      <td>25.08</td>\n",
       "      <td>17.981</td>\n",
       "      <td>15.2</td>\n",
       "      <td>21.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.486</td>\n",
       "      <td>23.85</td>\n",
       "      <td>92.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-2.057.297.845.168.280</td>\n",
       "      <td>-2.120.827.696.635.160</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>52300</td>\n",
       "      <td>13080</td>\n",
       "      <td>53000</td>\n",
       "      <td>34950</td>\n",
       "      <td>18014</td>\n",
       "      <td>-0.4927</td>\n",
       "      <td>-0.3198</td>\n",
       "      <td>-0.7390</td>\n",
       "      <td>0.6491</td>\n",
       "      <td>0.1587</td>\n",
       "      <td>1.3772</td>\n",
       "      <td>0.3399</td>\n",
       "      <td>-0.6628</td>\n",
       "      <td>10.4617</td>\n",
       "      <td>-0.6041</td>\n",
       "      <td>-0.8852</td>\n",
       "      <td>-1.1297</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>15.141</td>\n",
       "      <td>3.73</td>\n",
       "      <td>25.08</td>\n",
       "      <td>17.981</td>\n",
       "      <td>15.2</td>\n",
       "      <td>21.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.486</td>\n",
       "      <td>23.85</td>\n",
       "      <td>92.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35672</th>\n",
       "      <td>-2.057.280.571.441.680</td>\n",
       "      <td>-2.120.815.787.491.000</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>6.7</td>\n",
       "      <td>78200</td>\n",
       "      <td>16570</td>\n",
       "      <td>95800</td>\n",
       "      <td>47640</td>\n",
       "      <td>16368</td>\n",
       "      <td>-0.7082</td>\n",
       "      <td>-0.4886</td>\n",
       "      <td>-1.0622</td>\n",
       "      <td>0.6899</td>\n",
       "      <td>-0.0061</td>\n",
       "      <td>0.9878</td>\n",
       "      <td>0.1709</td>\n",
       "      <td>-1.0683</td>\n",
       "      <td>10.7714</td>\n",
       "      <td>-0.7051</td>\n",
       "      <td>-0.9419</td>\n",
       "      <td>-1.0617</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-24</td>\n",
       "      <td>2018-11-20</td>\n",
       "      <td>57</td>\n",
       "      <td>7066</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-09-24</td>\n",
       "      <td>17.084</td>\n",
       "      <td>9.86</td>\n",
       "      <td>25.37</td>\n",
       "      <td>22.174</td>\n",
       "      <td>19.8</td>\n",
       "      <td>24.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.020</td>\n",
       "      <td>24.45</td>\n",
       "      <td>61.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35673</th>\n",
       "      <td>-2.057.280.445.102.590</td>\n",
       "      <td>-2.120.815.748.616.810</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>6.7</td>\n",
       "      <td>65700</td>\n",
       "      <td>13740</td>\n",
       "      <td>76200</td>\n",
       "      <td>40650</td>\n",
       "      <td>13159</td>\n",
       "      <td>-0.7055</td>\n",
       "      <td>-0.5109</td>\n",
       "      <td>-1.0582</td>\n",
       "      <td>0.7242</td>\n",
       "      <td>-0.0216</td>\n",
       "      <td>0.9577</td>\n",
       "      <td>0.1727</td>\n",
       "      <td>-1.1279</td>\n",
       "      <td>10.6128</td>\n",
       "      <td>-0.6945</td>\n",
       "      <td>-0.9370</td>\n",
       "      <td>-1.0672</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-24</td>\n",
       "      <td>2018-11-20</td>\n",
       "      <td>57</td>\n",
       "      <td>7066</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-09-24</td>\n",
       "      <td>17.084</td>\n",
       "      <td>9.86</td>\n",
       "      <td>25.37</td>\n",
       "      <td>22.174</td>\n",
       "      <td>19.8</td>\n",
       "      <td>24.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.020</td>\n",
       "      <td>24.45</td>\n",
       "      <td>61.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35674</th>\n",
       "      <td>-2.057.280.318.762.590</td>\n",
       "      <td>-2.120.815.708.933.580</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>6.7</td>\n",
       "      <td>60800</td>\n",
       "      <td>13240</td>\n",
       "      <td>80300</td>\n",
       "      <td>37760</td>\n",
       "      <td>12346</td>\n",
       "      <td>-0.7335</td>\n",
       "      <td>-0.5072</td>\n",
       "      <td>-1.1002</td>\n",
       "      <td>0.6915</td>\n",
       "      <td>-0.0349</td>\n",
       "      <td>0.9325</td>\n",
       "      <td>0.1537</td>\n",
       "      <td>-1.1179</td>\n",
       "      <td>10.5390</td>\n",
       "      <td>-0.7169</td>\n",
       "      <td>-0.9471</td>\n",
       "      <td>-1.0559</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-24</td>\n",
       "      <td>2018-11-20</td>\n",
       "      <td>57</td>\n",
       "      <td>7066</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-09-24</td>\n",
       "      <td>17.084</td>\n",
       "      <td>9.86</td>\n",
       "      <td>25.37</td>\n",
       "      <td>22.174</td>\n",
       "      <td>19.8</td>\n",
       "      <td>24.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.020</td>\n",
       "      <td>24.45</td>\n",
       "      <td>61.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35675</th>\n",
       "      <td>-2.057.284.871.043.910</td>\n",
       "      <td>-2.120.815.178.468.320</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>6.7</td>\n",
       "      <td>63100</td>\n",
       "      <td>16730</td>\n",
       "      <td>78500</td>\n",
       "      <td>46610</td>\n",
       "      <td>21292</td>\n",
       "      <td>-0.5733</td>\n",
       "      <td>-0.3729</td>\n",
       "      <td>-0.8599</td>\n",
       "      <td>0.6504</td>\n",
       "      <td>0.1200</td>\n",
       "      <td>1.2727</td>\n",
       "      <td>0.2712</td>\n",
       "      <td>-0.7835</td>\n",
       "      <td>10.7496</td>\n",
       "      <td>-0.6486</td>\n",
       "      <td>-0.9131</td>\n",
       "      <td>-1.0952</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-24</td>\n",
       "      <td>2018-11-20</td>\n",
       "      <td>57</td>\n",
       "      <td>7066</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-09-24</td>\n",
       "      <td>17.084</td>\n",
       "      <td>9.86</td>\n",
       "      <td>25.37</td>\n",
       "      <td>22.174</td>\n",
       "      <td>19.8</td>\n",
       "      <td>24.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.020</td>\n",
       "      <td>24.45</td>\n",
       "      <td>61.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35676</th>\n",
       "      <td>-2.057.285.589.398.840</td>\n",
       "      <td>-2.120.814.754.906.400</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>6.7</td>\n",
       "      <td>65900</td>\n",
       "      <td>16470</td>\n",
       "      <td>86600</td>\n",
       "      <td>46890</td>\n",
       "      <td>20000</td>\n",
       "      <td>-0.6248</td>\n",
       "      <td>-0.4020</td>\n",
       "      <td>-0.9371</td>\n",
       "      <td>0.6434</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>1.2143</td>\n",
       "      <td>0.2309</td>\n",
       "      <td>-0.8521</td>\n",
       "      <td>10.7556</td>\n",
       "      <td>-0.6804</td>\n",
       "      <td>-0.9302</td>\n",
       "      <td>-1.0751</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-24</td>\n",
       "      <td>2018-11-20</td>\n",
       "      <td>57</td>\n",
       "      <td>7066</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-09-24</td>\n",
       "      <td>17.084</td>\n",
       "      <td>9.86</td>\n",
       "      <td>25.37</td>\n",
       "      <td>22.174</td>\n",
       "      <td>19.8</td>\n",
       "      <td>24.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.020</td>\n",
       "      <td>24.45</td>\n",
       "      <td>61.39</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>35677 rows × 43 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Longitude                Latitude  F.Siembra  Ciclos  \\\n",
       "0      -2.057.297.803.054.350  -2.120.827.812.446.900          1       1   \n",
       "1      -2.057.297.676.715.260  -2.120.827.773.572.710          1       1   \n",
       "2      -2.057.297.550.375.270  -2.120.827.734.699.420          1       1   \n",
       "3      -2.057.297.971.508.270  -2.120.827.735.509.350          1       1   \n",
       "4      -2.057.297.845.168.280  -2.120.827.696.635.160          1       1   \n",
       "...                       ...                     ...        ...     ...   \n",
       "35672  -2.057.280.571.441.680  -2.120.815.787.491.000          2       0   \n",
       "35673  -2.057.280.445.102.590  -2.120.815.748.616.810          2       0   \n",
       "35674  -2.057.280.318.762.590  -2.120.815.708.933.580          2       0   \n",
       "35675  -2.057.284.871.043.910  -2.120.815.178.468.320          2       0   \n",
       "35676  -2.057.285.589.398.840  -2.120.814.754.906.400          2       0   \n",
       "\n",
       "      Variedad  ZADOCK   Azul  Verde   Rojo  Borde rojo  Infra Rojo    NDVI  \\\n",
       "0            9     5.4  47700  12170  50100       33200       16748 -0.4989   \n",
       "1            9     5.4  52300  11770  49500       32220       17738 -0.4724   \n",
       "2            9     5.4  56100  14200  59400       38940       18662 -0.5219   \n",
       "3            9     5.4  50300  12960  49000       35890       17884 -0.4652   \n",
       "4            9     5.4  52300  13080  53000       34950       18014 -0.4927   \n",
       "...        ...     ...    ...    ...    ...         ...         ...     ...   \n",
       "35672       14     6.7  78200  16570  95800       47640       16368 -0.7082   \n",
       "35673       14     6.7  65700  13740  76200       40650       13159 -0.7055   \n",
       "35674       14     6.7  60800  13240  80300       37760       12346 -0.7335   \n",
       "35675       14     6.7  63100  16730  78500       46610       21292 -0.5733   \n",
       "35676       14     6.7  65900  16470  86600       46890       20000 -0.6248   \n",
       "\n",
       "         NDRE    SAVI    SCCI   GNDVI     GVI     RVI  RedEdgeVI     LNVI  \\\n",
       "0     -0.3294 -0.7484  0.6602  0.1583  1.3762  0.3343    -0.6843  10.4103   \n",
       "1     -0.2899 -0.7086  0.6137  0.2023  1.5071  0.3583    -0.5969  10.3803   \n",
       "2     -0.3520 -0.7828  0.6746  0.1358  1.3142  0.3142    -0.7355  10.5698   \n",
       "3     -0.3348 -0.6978  0.7198  0.1596  1.3799  0.3650    -0.6966  10.4882   \n",
       "4     -0.3198 -0.7390  0.6491  0.1587  1.3772  0.3399    -0.6628  10.4617   \n",
       "...       ...     ...     ...     ...     ...     ...        ...      ...   \n",
       "35672 -0.4886 -1.0622  0.6899 -0.0061  0.9878  0.1709    -1.0683  10.7714   \n",
       "35673 -0.5109 -1.0582  0.7242 -0.0216  0.9577  0.1727    -1.1279  10.6128   \n",
       "35674 -0.5072 -1.1002  0.6915 -0.0349  0.9325  0.1537    -1.1179  10.5390   \n",
       "35675 -0.3729 -0.8599  0.6504  0.1200  1.2727  0.2712    -0.7835  10.7496   \n",
       "35676 -0.4020 -0.9371  0.6434  0.0968  1.2143  0.2309    -0.8521  10.7556   \n",
       "\n",
       "         GRVI   MGRVI   NGRVI  Adversidades F_Espigazon  F.Madurez  \\\n",
       "0     -0.6091 -0.8886 -1.1254           0.0  2018-03-10 2018-11-28   \n",
       "1     -0.6158 -0.8930 -1.1199           0.0  2018-03-10 2018-11-28   \n",
       "2     -0.6141 -0.8919 -1.1212           0.0  2018-03-10 2018-11-28   \n",
       "3     -0.5817 -0.8692 -1.1504           0.0  2018-03-10 2018-11-28   \n",
       "4     -0.6041 -0.8852 -1.1297           0.0  2018-03-10 2018-11-28   \n",
       "...       ...     ...     ...           ...         ...        ...   \n",
       "35672 -0.7051 -0.9419 -1.0617           0.0  2018-09-24 2018-11-20   \n",
       "35673 -0.6945 -0.9370 -1.0672           0.0  2018-09-24 2018-11-20   \n",
       "35674 -0.7169 -0.9471 -1.0559           0.0  2018-09-24 2018-11-20   \n",
       "35675 -0.6486 -0.9131 -1.0952           0.0  2018-09-24 2018-11-20   \n",
       "35676 -0.6804 -0.9302 -1.0751           0.0  2018-09-24 2018-11-20   \n",
       "\n",
       "      Dias.entre.fechas  RDTO Roya_cat Carbon_cat Fusariosis_cat  \\\n",
       "0                    56  5567        0          0              0   \n",
       "1                    56  5567        0          0              0   \n",
       "2                    56  5567        0          0              0   \n",
       "3                    56  5567        0          0              0   \n",
       "4                    56  5567        0          0              0   \n",
       "...                 ...   ...      ...        ...            ...   \n",
       "35672                57  7066        0          0              0   \n",
       "35673                57  7066        0          0              0   \n",
       "35674                57  7066        0          0              0   \n",
       "35675                57  7066        0          0              0   \n",
       "35676                57  7066        0          0              0   \n",
       "\n",
       "      ManchasFoliares_cat      Fecha  Tem. [°C] Prom  Tem. [°C] Mín  \\\n",
       "0                       0 2018-03-10          15.141           3.73   \n",
       "1                       0 2018-03-10          15.141           3.73   \n",
       "2                       0 2018-03-10          15.141           3.73   \n",
       "3                       0 2018-03-10          15.141           3.73   \n",
       "4                       0 2018-03-10          15.141           3.73   \n",
       "...                   ...        ...             ...            ...   \n",
       "35672                   0 2018-09-24          17.084           9.86   \n",
       "35673                   0 2018-09-24          17.084           9.86   \n",
       "35674                   0 2018-09-24          17.084           9.86   \n",
       "35675                   0 2018-09-24          17.084           9.86   \n",
       "35676                   0 2018-09-24          17.084           9.86   \n",
       "\n",
       "       Tem. [°C] Máx  Temp suelo [°C] Prom  Temp suelo [°C] Mín  \\\n",
       "0              25.08                17.981                 15.2   \n",
       "1              25.08                17.981                 15.2   \n",
       "2              25.08                17.981                 15.2   \n",
       "3              25.08                17.981                 15.2   \n",
       "4              25.08                17.981                 15.2   \n",
       "...              ...                   ...                  ...   \n",
       "35672          25.37                22.174                 19.8   \n",
       "35673          25.37                22.174                 19.8   \n",
       "35674          25.37                22.174                 19.8   \n",
       "35675          25.37                22.174                 19.8   \n",
       "35676          25.37                22.174                 19.8   \n",
       "\n",
       "       Temp suelo [°C] Máx  Lluvia Acum[mm]  Hum [%HR] Prom  Hum [%HR] Mín  \\\n",
       "0                     21.4              0.0          51.486          23.85   \n",
       "1                     21.4              0.0          51.486          23.85   \n",
       "2                     21.4              0.0          51.486          23.85   \n",
       "3                     21.4              0.0          51.486          23.85   \n",
       "4                     21.4              0.0          51.486          23.85   \n",
       "...                    ...              ...             ...            ...   \n",
       "35672                 24.8              0.0          42.020          24.45   \n",
       "35673                 24.8              0.0          42.020          24.45   \n",
       "35674                 24.8              0.0          42.020          24.45   \n",
       "35675                 24.8              0.0          42.020          24.45   \n",
       "35676                 24.8              0.0          42.020          24.45   \n",
       "\n",
       "       Hum [%HR] Máx  \n",
       "0              92.90  \n",
       "1              92.90  \n",
       "2              92.90  \n",
       "3              92.90  \n",
       "4              92.90  \n",
       "...              ...  \n",
       "35672          61.39  \n",
       "35673          61.39  \n",
       "35674          61.39  \n",
       "35675          61.39  \n",
       "35676          61.39  \n",
       "\n",
       "[35677 rows x 43 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resultado"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Fecha', 'Tem. [°C] Prom', 'Tem. [°C] Mín', 'Tem. [°C] Máx',\n",
       "       'Temp suelo [°C] Prom', 'Temp suelo [°C] Mín', 'Temp suelo [°C] Máx',\n",
       "       'Lluvia Acum[mm]', 'Hum [%HR] Prom', 'Hum [%HR] Mín', 'Hum [%HR] Máx'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfc1.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "resultado=resultado.rename(columns={'Tem. [°C] Prom':'T.prom.Espig','Tem. [°C] Mín': 'T.min.Espig','Tem. [°C] Máx': 'T.max.Espig',\n",
    "                                    'Temp suelo [°C] Prom':'T.suelo.prom.Espig','Temp suelo [°C] Mín':'T.suelo.min.Espig','Temp suelo [°C] Máx':'T.suelo.max.Espig',\n",
    "                                   'Lluvia Acum[mm]':'PP.acum.Espig','Hum [%HR] Prom':'HR.prom.Espig','Hum [%HR] Mín':'HR.min.Espig','Hum [%HR] Máx':'HR.max.Espig'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>F.Siembra</th>\n",
       "      <th>Ciclos</th>\n",
       "      <th>Variedad</th>\n",
       "      <th>ZADOCK</th>\n",
       "      <th>Azul</th>\n",
       "      <th>Verde</th>\n",
       "      <th>Rojo</th>\n",
       "      <th>Borde rojo</th>\n",
       "      <th>Infra Rojo</th>\n",
       "      <th>NDVI</th>\n",
       "      <th>NDRE</th>\n",
       "      <th>SAVI</th>\n",
       "      <th>SCCI</th>\n",
       "      <th>GNDVI</th>\n",
       "      <th>GVI</th>\n",
       "      <th>RVI</th>\n",
       "      <th>RedEdgeVI</th>\n",
       "      <th>LNVI</th>\n",
       "      <th>GRVI</th>\n",
       "      <th>MGRVI</th>\n",
       "      <th>NGRVI</th>\n",
       "      <th>Adversidades</th>\n",
       "      <th>F_Espigazon</th>\n",
       "      <th>F.Madurez</th>\n",
       "      <th>Dias.entre.fechas</th>\n",
       "      <th>RDTO</th>\n",
       "      <th>Roya_cat</th>\n",
       "      <th>Carbon_cat</th>\n",
       "      <th>Fusariosis_cat</th>\n",
       "      <th>ManchasFoliares_cat</th>\n",
       "      <th>Fecha</th>\n",
       "      <th>T.prom.Espig</th>\n",
       "      <th>T.min.Espig</th>\n",
       "      <th>T.max.Espig</th>\n",
       "      <th>T.suelo.prom.Espig</th>\n",
       "      <th>T.suelo.min.Espig</th>\n",
       "      <th>T.suelo.max.Espig</th>\n",
       "      <th>PP.acum.Espig</th>\n",
       "      <th>HR.prom.Espig</th>\n",
       "      <th>HR.min.Espig</th>\n",
       "      <th>HR.max.Espig</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-2.057.297.803.054.350</td>\n",
       "      <td>-2.120.827.812.446.900</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>47700</td>\n",
       "      <td>12170</td>\n",
       "      <td>50100</td>\n",
       "      <td>33200</td>\n",
       "      <td>16748</td>\n",
       "      <td>-0.4989</td>\n",
       "      <td>-0.3294</td>\n",
       "      <td>-0.7484</td>\n",
       "      <td>0.6602</td>\n",
       "      <td>0.1583</td>\n",
       "      <td>1.3762</td>\n",
       "      <td>0.3343</td>\n",
       "      <td>-0.6843</td>\n",
       "      <td>10.4103</td>\n",
       "      <td>-0.6091</td>\n",
       "      <td>-0.8886</td>\n",
       "      <td>-1.1254</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>15.141</td>\n",
       "      <td>3.73</td>\n",
       "      <td>25.08</td>\n",
       "      <td>17.981</td>\n",
       "      <td>15.2</td>\n",
       "      <td>21.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.486</td>\n",
       "      <td>23.85</td>\n",
       "      <td>92.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-2.057.297.676.715.260</td>\n",
       "      <td>-2.120.827.773.572.710</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>52300</td>\n",
       "      <td>11770</td>\n",
       "      <td>49500</td>\n",
       "      <td>32220</td>\n",
       "      <td>17738</td>\n",
       "      <td>-0.4724</td>\n",
       "      <td>-0.2899</td>\n",
       "      <td>-0.7086</td>\n",
       "      <td>0.6137</td>\n",
       "      <td>0.2023</td>\n",
       "      <td>1.5071</td>\n",
       "      <td>0.3583</td>\n",
       "      <td>-0.5969</td>\n",
       "      <td>10.3803</td>\n",
       "      <td>-0.6158</td>\n",
       "      <td>-0.8930</td>\n",
       "      <td>-1.1199</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>15.141</td>\n",
       "      <td>3.73</td>\n",
       "      <td>25.08</td>\n",
       "      <td>17.981</td>\n",
       "      <td>15.2</td>\n",
       "      <td>21.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.486</td>\n",
       "      <td>23.85</td>\n",
       "      <td>92.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-2.057.297.550.375.270</td>\n",
       "      <td>-2.120.827.734.699.420</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>56100</td>\n",
       "      <td>14200</td>\n",
       "      <td>59400</td>\n",
       "      <td>38940</td>\n",
       "      <td>18662</td>\n",
       "      <td>-0.5219</td>\n",
       "      <td>-0.3520</td>\n",
       "      <td>-0.7828</td>\n",
       "      <td>0.6746</td>\n",
       "      <td>0.1358</td>\n",
       "      <td>1.3142</td>\n",
       "      <td>0.3142</td>\n",
       "      <td>-0.7355</td>\n",
       "      <td>10.5698</td>\n",
       "      <td>-0.6141</td>\n",
       "      <td>-0.8919</td>\n",
       "      <td>-1.1212</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>15.141</td>\n",
       "      <td>3.73</td>\n",
       "      <td>25.08</td>\n",
       "      <td>17.981</td>\n",
       "      <td>15.2</td>\n",
       "      <td>21.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.486</td>\n",
       "      <td>23.85</td>\n",
       "      <td>92.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-2.057.297.971.508.270</td>\n",
       "      <td>-2.120.827.735.509.350</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>50300</td>\n",
       "      <td>12960</td>\n",
       "      <td>49000</td>\n",
       "      <td>35890</td>\n",
       "      <td>17884</td>\n",
       "      <td>-0.4652</td>\n",
       "      <td>-0.3348</td>\n",
       "      <td>-0.6978</td>\n",
       "      <td>0.7198</td>\n",
       "      <td>0.1596</td>\n",
       "      <td>1.3799</td>\n",
       "      <td>0.3650</td>\n",
       "      <td>-0.6966</td>\n",
       "      <td>10.4882</td>\n",
       "      <td>-0.5817</td>\n",
       "      <td>-0.8692</td>\n",
       "      <td>-1.1504</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>15.141</td>\n",
       "      <td>3.73</td>\n",
       "      <td>25.08</td>\n",
       "      <td>17.981</td>\n",
       "      <td>15.2</td>\n",
       "      <td>21.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.486</td>\n",
       "      <td>23.85</td>\n",
       "      <td>92.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-2.057.297.845.168.280</td>\n",
       "      <td>-2.120.827.696.635.160</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>52300</td>\n",
       "      <td>13080</td>\n",
       "      <td>53000</td>\n",
       "      <td>34950</td>\n",
       "      <td>18014</td>\n",
       "      <td>-0.4927</td>\n",
       "      <td>-0.3198</td>\n",
       "      <td>-0.7390</td>\n",
       "      <td>0.6491</td>\n",
       "      <td>0.1587</td>\n",
       "      <td>1.3772</td>\n",
       "      <td>0.3399</td>\n",
       "      <td>-0.6628</td>\n",
       "      <td>10.4617</td>\n",
       "      <td>-0.6041</td>\n",
       "      <td>-0.8852</td>\n",
       "      <td>-1.1297</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>15.141</td>\n",
       "      <td>3.73</td>\n",
       "      <td>25.08</td>\n",
       "      <td>17.981</td>\n",
       "      <td>15.2</td>\n",
       "      <td>21.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.486</td>\n",
       "      <td>23.85</td>\n",
       "      <td>92.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35672</th>\n",
       "      <td>-2.057.280.571.441.680</td>\n",
       "      <td>-2.120.815.787.491.000</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>6.7</td>\n",
       "      <td>78200</td>\n",
       "      <td>16570</td>\n",
       "      <td>95800</td>\n",
       "      <td>47640</td>\n",
       "      <td>16368</td>\n",
       "      <td>-0.7082</td>\n",
       "      <td>-0.4886</td>\n",
       "      <td>-1.0622</td>\n",
       "      <td>0.6899</td>\n",
       "      <td>-0.0061</td>\n",
       "      <td>0.9878</td>\n",
       "      <td>0.1709</td>\n",
       "      <td>-1.0683</td>\n",
       "      <td>10.7714</td>\n",
       "      <td>-0.7051</td>\n",
       "      <td>-0.9419</td>\n",
       "      <td>-1.0617</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-24</td>\n",
       "      <td>2018-11-20</td>\n",
       "      <td>57</td>\n",
       "      <td>7066</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-09-24</td>\n",
       "      <td>17.084</td>\n",
       "      <td>9.86</td>\n",
       "      <td>25.37</td>\n",
       "      <td>22.174</td>\n",
       "      <td>19.8</td>\n",
       "      <td>24.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.020</td>\n",
       "      <td>24.45</td>\n",
       "      <td>61.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35673</th>\n",
       "      <td>-2.057.280.445.102.590</td>\n",
       "      <td>-2.120.815.748.616.810</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>6.7</td>\n",
       "      <td>65700</td>\n",
       "      <td>13740</td>\n",
       "      <td>76200</td>\n",
       "      <td>40650</td>\n",
       "      <td>13159</td>\n",
       "      <td>-0.7055</td>\n",
       "      <td>-0.5109</td>\n",
       "      <td>-1.0582</td>\n",
       "      <td>0.7242</td>\n",
       "      <td>-0.0216</td>\n",
       "      <td>0.9577</td>\n",
       "      <td>0.1727</td>\n",
       "      <td>-1.1279</td>\n",
       "      <td>10.6128</td>\n",
       "      <td>-0.6945</td>\n",
       "      <td>-0.9370</td>\n",
       "      <td>-1.0672</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-24</td>\n",
       "      <td>2018-11-20</td>\n",
       "      <td>57</td>\n",
       "      <td>7066</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-09-24</td>\n",
       "      <td>17.084</td>\n",
       "      <td>9.86</td>\n",
       "      <td>25.37</td>\n",
       "      <td>22.174</td>\n",
       "      <td>19.8</td>\n",
       "      <td>24.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.020</td>\n",
       "      <td>24.45</td>\n",
       "      <td>61.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35674</th>\n",
       "      <td>-2.057.280.318.762.590</td>\n",
       "      <td>-2.120.815.708.933.580</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>6.7</td>\n",
       "      <td>60800</td>\n",
       "      <td>13240</td>\n",
       "      <td>80300</td>\n",
       "      <td>37760</td>\n",
       "      <td>12346</td>\n",
       "      <td>-0.7335</td>\n",
       "      <td>-0.5072</td>\n",
       "      <td>-1.1002</td>\n",
       "      <td>0.6915</td>\n",
       "      <td>-0.0349</td>\n",
       "      <td>0.9325</td>\n",
       "      <td>0.1537</td>\n",
       "      <td>-1.1179</td>\n",
       "      <td>10.5390</td>\n",
       "      <td>-0.7169</td>\n",
       "      <td>-0.9471</td>\n",
       "      <td>-1.0559</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-24</td>\n",
       "      <td>2018-11-20</td>\n",
       "      <td>57</td>\n",
       "      <td>7066</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-09-24</td>\n",
       "      <td>17.084</td>\n",
       "      <td>9.86</td>\n",
       "      <td>25.37</td>\n",
       "      <td>22.174</td>\n",
       "      <td>19.8</td>\n",
       "      <td>24.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.020</td>\n",
       "      <td>24.45</td>\n",
       "      <td>61.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35675</th>\n",
       "      <td>-2.057.284.871.043.910</td>\n",
       "      <td>-2.120.815.178.468.320</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>6.7</td>\n",
       "      <td>63100</td>\n",
       "      <td>16730</td>\n",
       "      <td>78500</td>\n",
       "      <td>46610</td>\n",
       "      <td>21292</td>\n",
       "      <td>-0.5733</td>\n",
       "      <td>-0.3729</td>\n",
       "      <td>-0.8599</td>\n",
       "      <td>0.6504</td>\n",
       "      <td>0.1200</td>\n",
       "      <td>1.2727</td>\n",
       "      <td>0.2712</td>\n",
       "      <td>-0.7835</td>\n",
       "      <td>10.7496</td>\n",
       "      <td>-0.6486</td>\n",
       "      <td>-0.9131</td>\n",
       "      <td>-1.0952</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-24</td>\n",
       "      <td>2018-11-20</td>\n",
       "      <td>57</td>\n",
       "      <td>7066</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-09-24</td>\n",
       "      <td>17.084</td>\n",
       "      <td>9.86</td>\n",
       "      <td>25.37</td>\n",
       "      <td>22.174</td>\n",
       "      <td>19.8</td>\n",
       "      <td>24.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.020</td>\n",
       "      <td>24.45</td>\n",
       "      <td>61.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35676</th>\n",
       "      <td>-2.057.285.589.398.840</td>\n",
       "      <td>-2.120.814.754.906.400</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>6.7</td>\n",
       "      <td>65900</td>\n",
       "      <td>16470</td>\n",
       "      <td>86600</td>\n",
       "      <td>46890</td>\n",
       "      <td>20000</td>\n",
       "      <td>-0.6248</td>\n",
       "      <td>-0.4020</td>\n",
       "      <td>-0.9371</td>\n",
       "      <td>0.6434</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>1.2143</td>\n",
       "      <td>0.2309</td>\n",
       "      <td>-0.8521</td>\n",
       "      <td>10.7556</td>\n",
       "      <td>-0.6804</td>\n",
       "      <td>-0.9302</td>\n",
       "      <td>-1.0751</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-24</td>\n",
       "      <td>2018-11-20</td>\n",
       "      <td>57</td>\n",
       "      <td>7066</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-09-24</td>\n",
       "      <td>17.084</td>\n",
       "      <td>9.86</td>\n",
       "      <td>25.37</td>\n",
       "      <td>22.174</td>\n",
       "      <td>19.8</td>\n",
       "      <td>24.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.020</td>\n",
       "      <td>24.45</td>\n",
       "      <td>61.39</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>35677 rows × 43 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Longitude                Latitude  F.Siembra  Ciclos  \\\n",
       "0      -2.057.297.803.054.350  -2.120.827.812.446.900          1       1   \n",
       "1      -2.057.297.676.715.260  -2.120.827.773.572.710          1       1   \n",
       "2      -2.057.297.550.375.270  -2.120.827.734.699.420          1       1   \n",
       "3      -2.057.297.971.508.270  -2.120.827.735.509.350          1       1   \n",
       "4      -2.057.297.845.168.280  -2.120.827.696.635.160          1       1   \n",
       "...                       ...                     ...        ...     ...   \n",
       "35672  -2.057.280.571.441.680  -2.120.815.787.491.000          2       0   \n",
       "35673  -2.057.280.445.102.590  -2.120.815.748.616.810          2       0   \n",
       "35674  -2.057.280.318.762.590  -2.120.815.708.933.580          2       0   \n",
       "35675  -2.057.284.871.043.910  -2.120.815.178.468.320          2       0   \n",
       "35676  -2.057.285.589.398.840  -2.120.814.754.906.400          2       0   \n",
       "\n",
       "      Variedad  ZADOCK   Azul  Verde   Rojo  Borde rojo  Infra Rojo    NDVI  \\\n",
       "0            9     5.4  47700  12170  50100       33200       16748 -0.4989   \n",
       "1            9     5.4  52300  11770  49500       32220       17738 -0.4724   \n",
       "2            9     5.4  56100  14200  59400       38940       18662 -0.5219   \n",
       "3            9     5.4  50300  12960  49000       35890       17884 -0.4652   \n",
       "4            9     5.4  52300  13080  53000       34950       18014 -0.4927   \n",
       "...        ...     ...    ...    ...    ...         ...         ...     ...   \n",
       "35672       14     6.7  78200  16570  95800       47640       16368 -0.7082   \n",
       "35673       14     6.7  65700  13740  76200       40650       13159 -0.7055   \n",
       "35674       14     6.7  60800  13240  80300       37760       12346 -0.7335   \n",
       "35675       14     6.7  63100  16730  78500       46610       21292 -0.5733   \n",
       "35676       14     6.7  65900  16470  86600       46890       20000 -0.6248   \n",
       "\n",
       "         NDRE    SAVI    SCCI   GNDVI     GVI     RVI  RedEdgeVI     LNVI  \\\n",
       "0     -0.3294 -0.7484  0.6602  0.1583  1.3762  0.3343    -0.6843  10.4103   \n",
       "1     -0.2899 -0.7086  0.6137  0.2023  1.5071  0.3583    -0.5969  10.3803   \n",
       "2     -0.3520 -0.7828  0.6746  0.1358  1.3142  0.3142    -0.7355  10.5698   \n",
       "3     -0.3348 -0.6978  0.7198  0.1596  1.3799  0.3650    -0.6966  10.4882   \n",
       "4     -0.3198 -0.7390  0.6491  0.1587  1.3772  0.3399    -0.6628  10.4617   \n",
       "...       ...     ...     ...     ...     ...     ...        ...      ...   \n",
       "35672 -0.4886 -1.0622  0.6899 -0.0061  0.9878  0.1709    -1.0683  10.7714   \n",
       "35673 -0.5109 -1.0582  0.7242 -0.0216  0.9577  0.1727    -1.1279  10.6128   \n",
       "35674 -0.5072 -1.1002  0.6915 -0.0349  0.9325  0.1537    -1.1179  10.5390   \n",
       "35675 -0.3729 -0.8599  0.6504  0.1200  1.2727  0.2712    -0.7835  10.7496   \n",
       "35676 -0.4020 -0.9371  0.6434  0.0968  1.2143  0.2309    -0.8521  10.7556   \n",
       "\n",
       "         GRVI   MGRVI   NGRVI  Adversidades F_Espigazon  F.Madurez  \\\n",
       "0     -0.6091 -0.8886 -1.1254           0.0  2018-03-10 2018-11-28   \n",
       "1     -0.6158 -0.8930 -1.1199           0.0  2018-03-10 2018-11-28   \n",
       "2     -0.6141 -0.8919 -1.1212           0.0  2018-03-10 2018-11-28   \n",
       "3     -0.5817 -0.8692 -1.1504           0.0  2018-03-10 2018-11-28   \n",
       "4     -0.6041 -0.8852 -1.1297           0.0  2018-03-10 2018-11-28   \n",
       "...       ...     ...     ...           ...         ...        ...   \n",
       "35672 -0.7051 -0.9419 -1.0617           0.0  2018-09-24 2018-11-20   \n",
       "35673 -0.6945 -0.9370 -1.0672           0.0  2018-09-24 2018-11-20   \n",
       "35674 -0.7169 -0.9471 -1.0559           0.0  2018-09-24 2018-11-20   \n",
       "35675 -0.6486 -0.9131 -1.0952           0.0  2018-09-24 2018-11-20   \n",
       "35676 -0.6804 -0.9302 -1.0751           0.0  2018-09-24 2018-11-20   \n",
       "\n",
       "      Dias.entre.fechas  RDTO Roya_cat Carbon_cat Fusariosis_cat  \\\n",
       "0                    56  5567        0          0              0   \n",
       "1                    56  5567        0          0              0   \n",
       "2                    56  5567        0          0              0   \n",
       "3                    56  5567        0          0              0   \n",
       "4                    56  5567        0          0              0   \n",
       "...                 ...   ...      ...        ...            ...   \n",
       "35672                57  7066        0          0              0   \n",
       "35673                57  7066        0          0              0   \n",
       "35674                57  7066        0          0              0   \n",
       "35675                57  7066        0          0              0   \n",
       "35676                57  7066        0          0              0   \n",
       "\n",
       "      ManchasFoliares_cat      Fecha  T.prom.Espig  T.min.Espig  T.max.Espig  \\\n",
       "0                       0 2018-03-10        15.141         3.73        25.08   \n",
       "1                       0 2018-03-10        15.141         3.73        25.08   \n",
       "2                       0 2018-03-10        15.141         3.73        25.08   \n",
       "3                       0 2018-03-10        15.141         3.73        25.08   \n",
       "4                       0 2018-03-10        15.141         3.73        25.08   \n",
       "...                   ...        ...           ...          ...          ...   \n",
       "35672                   0 2018-09-24        17.084         9.86        25.37   \n",
       "35673                   0 2018-09-24        17.084         9.86        25.37   \n",
       "35674                   0 2018-09-24        17.084         9.86        25.37   \n",
       "35675                   0 2018-09-24        17.084         9.86        25.37   \n",
       "35676                   0 2018-09-24        17.084         9.86        25.37   \n",
       "\n",
       "       T.suelo.prom.Espig  T.suelo.min.Espig  T.suelo.max.Espig  \\\n",
       "0                  17.981               15.2               21.4   \n",
       "1                  17.981               15.2               21.4   \n",
       "2                  17.981               15.2               21.4   \n",
       "3                  17.981               15.2               21.4   \n",
       "4                  17.981               15.2               21.4   \n",
       "...                   ...                ...                ...   \n",
       "35672              22.174               19.8               24.8   \n",
       "35673              22.174               19.8               24.8   \n",
       "35674              22.174               19.8               24.8   \n",
       "35675              22.174               19.8               24.8   \n",
       "35676              22.174               19.8               24.8   \n",
       "\n",
       "       PP.acum.Espig  HR.prom.Espig  HR.min.Espig  HR.max.Espig  \n",
       "0                0.0         51.486         23.85         92.90  \n",
       "1                0.0         51.486         23.85         92.90  \n",
       "2                0.0         51.486         23.85         92.90  \n",
       "3                0.0         51.486         23.85         92.90  \n",
       "4                0.0         51.486         23.85         92.90  \n",
       "...              ...            ...           ...           ...  \n",
       "35672            0.0         42.020         24.45         61.39  \n",
       "35673            0.0         42.020         24.45         61.39  \n",
       "35674            0.0         42.020         24.45         61.39  \n",
       "35675            0.0         42.020         24.45         61.39  \n",
       "35676            0.0         42.020         24.45         61.39  \n",
       "\n",
       "[35677 rows x 43 columns]"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resultado"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>F.Siembra</th>\n",
       "      <th>Ciclos</th>\n",
       "      <th>Variedad</th>\n",
       "      <th>ZADOCK</th>\n",
       "      <th>Azul</th>\n",
       "      <th>Verde</th>\n",
       "      <th>Rojo</th>\n",
       "      <th>Borde rojo</th>\n",
       "      <th>Infra Rojo</th>\n",
       "      <th>NDVI</th>\n",
       "      <th>NDRE</th>\n",
       "      <th>SAVI</th>\n",
       "      <th>SCCI</th>\n",
       "      <th>GNDVI</th>\n",
       "      <th>GVI</th>\n",
       "      <th>RVI</th>\n",
       "      <th>RedEdgeVI</th>\n",
       "      <th>LNVI</th>\n",
       "      <th>GRVI</th>\n",
       "      <th>MGRVI</th>\n",
       "      <th>NGRVI</th>\n",
       "      <th>Adversidades</th>\n",
       "      <th>F_Espigazon</th>\n",
       "      <th>F.Madurez</th>\n",
       "      <th>Dias.entre.fechas</th>\n",
       "      <th>RDTO</th>\n",
       "      <th>Roya_cat</th>\n",
       "      <th>Carbon_cat</th>\n",
       "      <th>Fusariosis_cat</th>\n",
       "      <th>ManchasFoliares_cat</th>\n",
       "      <th>Fecha_x</th>\n",
       "      <th>T.prom.Espig</th>\n",
       "      <th>T.min.Espig</th>\n",
       "      <th>T.max.Espig</th>\n",
       "      <th>T.suelo.prom.Espig</th>\n",
       "      <th>T.suelo.min.Espig</th>\n",
       "      <th>T.suelo.max.Espig</th>\n",
       "      <th>PP.acum.Espig</th>\n",
       "      <th>HR.prom.Espig</th>\n",
       "      <th>HR.min.Espig</th>\n",
       "      <th>HR.max.Espig</th>\n",
       "      <th>Fecha_y</th>\n",
       "      <th>Tem. [°C] Prom</th>\n",
       "      <th>Tem. [°C] Mín</th>\n",
       "      <th>Tem. [°C] Máx</th>\n",
       "      <th>Temp suelo [°C] Prom</th>\n",
       "      <th>Temp suelo [°C] Mín</th>\n",
       "      <th>Temp suelo [°C] Máx</th>\n",
       "      <th>Lluvia Acum[mm]</th>\n",
       "      <th>Hum [%HR] Prom</th>\n",
       "      <th>Hum [%HR] Mín</th>\n",
       "      <th>Hum [%HR] Máx</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-2.057.297.803.054.350</td>\n",
       "      <td>-2.120.827.812.446.900</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>47700</td>\n",
       "      <td>12170</td>\n",
       "      <td>50100</td>\n",
       "      <td>33200</td>\n",
       "      <td>16748</td>\n",
       "      <td>-0.4989</td>\n",
       "      <td>-0.3294</td>\n",
       "      <td>-0.7484</td>\n",
       "      <td>0.6602</td>\n",
       "      <td>0.1583</td>\n",
       "      <td>1.3762</td>\n",
       "      <td>0.3343</td>\n",
       "      <td>-0.6843</td>\n",
       "      <td>10.4103</td>\n",
       "      <td>-0.6091</td>\n",
       "      <td>-0.8886</td>\n",
       "      <td>-1.1254</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>15.141</td>\n",
       "      <td>3.73</td>\n",
       "      <td>25.08</td>\n",
       "      <td>17.981</td>\n",
       "      <td>15.2</td>\n",
       "      <td>21.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.486</td>\n",
       "      <td>23.85</td>\n",
       "      <td>92.90</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>19.816</td>\n",
       "      <td>12.45</td>\n",
       "      <td>27.31</td>\n",
       "      <td>-25.438</td>\n",
       "      <td>-25.7</td>\n",
       "      <td>-25.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>78.627</td>\n",
       "      <td>45.35</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-2.057.297.676.715.260</td>\n",
       "      <td>-2.120.827.773.572.710</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>52300</td>\n",
       "      <td>11770</td>\n",
       "      <td>49500</td>\n",
       "      <td>32220</td>\n",
       "      <td>17738</td>\n",
       "      <td>-0.4724</td>\n",
       "      <td>-0.2899</td>\n",
       "      <td>-0.7086</td>\n",
       "      <td>0.6137</td>\n",
       "      <td>0.2023</td>\n",
       "      <td>1.5071</td>\n",
       "      <td>0.3583</td>\n",
       "      <td>-0.5969</td>\n",
       "      <td>10.3803</td>\n",
       "      <td>-0.6158</td>\n",
       "      <td>-0.8930</td>\n",
       "      <td>-1.1199</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>15.141</td>\n",
       "      <td>3.73</td>\n",
       "      <td>25.08</td>\n",
       "      <td>17.981</td>\n",
       "      <td>15.2</td>\n",
       "      <td>21.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.486</td>\n",
       "      <td>23.85</td>\n",
       "      <td>92.90</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>19.816</td>\n",
       "      <td>12.45</td>\n",
       "      <td>27.31</td>\n",
       "      <td>-25.438</td>\n",
       "      <td>-25.7</td>\n",
       "      <td>-25.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>78.627</td>\n",
       "      <td>45.35</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-2.057.297.550.375.270</td>\n",
       "      <td>-2.120.827.734.699.420</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>56100</td>\n",
       "      <td>14200</td>\n",
       "      <td>59400</td>\n",
       "      <td>38940</td>\n",
       "      <td>18662</td>\n",
       "      <td>-0.5219</td>\n",
       "      <td>-0.3520</td>\n",
       "      <td>-0.7828</td>\n",
       "      <td>0.6746</td>\n",
       "      <td>0.1358</td>\n",
       "      <td>1.3142</td>\n",
       "      <td>0.3142</td>\n",
       "      <td>-0.7355</td>\n",
       "      <td>10.5698</td>\n",
       "      <td>-0.6141</td>\n",
       "      <td>-0.8919</td>\n",
       "      <td>-1.1212</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>15.141</td>\n",
       "      <td>3.73</td>\n",
       "      <td>25.08</td>\n",
       "      <td>17.981</td>\n",
       "      <td>15.2</td>\n",
       "      <td>21.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.486</td>\n",
       "      <td>23.85</td>\n",
       "      <td>92.90</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>19.816</td>\n",
       "      <td>12.45</td>\n",
       "      <td>27.31</td>\n",
       "      <td>-25.438</td>\n",
       "      <td>-25.7</td>\n",
       "      <td>-25.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>78.627</td>\n",
       "      <td>45.35</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-2.057.297.971.508.270</td>\n",
       "      <td>-2.120.827.735.509.350</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>50300</td>\n",
       "      <td>12960</td>\n",
       "      <td>49000</td>\n",
       "      <td>35890</td>\n",
       "      <td>17884</td>\n",
       "      <td>-0.4652</td>\n",
       "      <td>-0.3348</td>\n",
       "      <td>-0.6978</td>\n",
       "      <td>0.7198</td>\n",
       "      <td>0.1596</td>\n",
       "      <td>1.3799</td>\n",
       "      <td>0.3650</td>\n",
       "      <td>-0.6966</td>\n",
       "      <td>10.4882</td>\n",
       "      <td>-0.5817</td>\n",
       "      <td>-0.8692</td>\n",
       "      <td>-1.1504</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>15.141</td>\n",
       "      <td>3.73</td>\n",
       "      <td>25.08</td>\n",
       "      <td>17.981</td>\n",
       "      <td>15.2</td>\n",
       "      <td>21.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.486</td>\n",
       "      <td>23.85</td>\n",
       "      <td>92.90</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>19.816</td>\n",
       "      <td>12.45</td>\n",
       "      <td>27.31</td>\n",
       "      <td>-25.438</td>\n",
       "      <td>-25.7</td>\n",
       "      <td>-25.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>78.627</td>\n",
       "      <td>45.35</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-2.057.297.845.168.280</td>\n",
       "      <td>-2.120.827.696.635.160</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>52300</td>\n",
       "      <td>13080</td>\n",
       "      <td>53000</td>\n",
       "      <td>34950</td>\n",
       "      <td>18014</td>\n",
       "      <td>-0.4927</td>\n",
       "      <td>-0.3198</td>\n",
       "      <td>-0.7390</td>\n",
       "      <td>0.6491</td>\n",
       "      <td>0.1587</td>\n",
       "      <td>1.3772</td>\n",
       "      <td>0.3399</td>\n",
       "      <td>-0.6628</td>\n",
       "      <td>10.4617</td>\n",
       "      <td>-0.6041</td>\n",
       "      <td>-0.8852</td>\n",
       "      <td>-1.1297</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>15.141</td>\n",
       "      <td>3.73</td>\n",
       "      <td>25.08</td>\n",
       "      <td>17.981</td>\n",
       "      <td>15.2</td>\n",
       "      <td>21.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.486</td>\n",
       "      <td>23.85</td>\n",
       "      <td>92.90</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>19.816</td>\n",
       "      <td>12.45</td>\n",
       "      <td>27.31</td>\n",
       "      <td>-25.438</td>\n",
       "      <td>-25.7</td>\n",
       "      <td>-25.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>78.627</td>\n",
       "      <td>45.35</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35672</th>\n",
       "      <td>-2.057.279.018.110.150</td>\n",
       "      <td>-2.120.814.275.462.560</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>6.5</td>\n",
       "      <td>65800</td>\n",
       "      <td>14690</td>\n",
       "      <td>74900</td>\n",
       "      <td>39130</td>\n",
       "      <td>18764</td>\n",
       "      <td>-0.5993</td>\n",
       "      <td>-0.3518</td>\n",
       "      <td>-0.8990</td>\n",
       "      <td>0.5870</td>\n",
       "      <td>0.1218</td>\n",
       "      <td>1.2773</td>\n",
       "      <td>0.2505</td>\n",
       "      <td>-0.7349</td>\n",
       "      <td>10.5746</td>\n",
       "      <td>-0.6721</td>\n",
       "      <td>-0.9259</td>\n",
       "      <td>-1.0800</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-25</td>\n",
       "      <td>2018-11-25</td>\n",
       "      <td>61</td>\n",
       "      <td>3930</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-09-25</td>\n",
       "      <td>18.946</td>\n",
       "      <td>10.80</td>\n",
       "      <td>27.66</td>\n",
       "      <td>21.975</td>\n",
       "      <td>19.8</td>\n",
       "      <td>24.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>52.403</td>\n",
       "      <td>33.92</td>\n",
       "      <td>83.81</td>\n",
       "      <td>2018-11-25</td>\n",
       "      <td>21.688</td>\n",
       "      <td>13.07</td>\n",
       "      <td>28.99</td>\n",
       "      <td>-25.023</td>\n",
       "      <td>-25.3</td>\n",
       "      <td>-24.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57.513</td>\n",
       "      <td>35.00</td>\n",
       "      <td>83.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35673</th>\n",
       "      <td>-2.057.278.891.771.050</td>\n",
       "      <td>-2.120.814.236.589.270</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>6.5</td>\n",
       "      <td>62600</td>\n",
       "      <td>13480</td>\n",
       "      <td>67600</td>\n",
       "      <td>34210</td>\n",
       "      <td>15972</td>\n",
       "      <td>-0.6178</td>\n",
       "      <td>-0.3634</td>\n",
       "      <td>-0.9266</td>\n",
       "      <td>0.5883</td>\n",
       "      <td>0.0846</td>\n",
       "      <td>1.1849</td>\n",
       "      <td>0.2363</td>\n",
       "      <td>-0.7617</td>\n",
       "      <td>10.4403</td>\n",
       "      <td>-0.6675</td>\n",
       "      <td>-0.9235</td>\n",
       "      <td>-1.0828</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-25</td>\n",
       "      <td>2018-11-25</td>\n",
       "      <td>61</td>\n",
       "      <td>3930</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-09-25</td>\n",
       "      <td>18.946</td>\n",
       "      <td>10.80</td>\n",
       "      <td>27.66</td>\n",
       "      <td>21.975</td>\n",
       "      <td>19.8</td>\n",
       "      <td>24.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>52.403</td>\n",
       "      <td>33.92</td>\n",
       "      <td>83.81</td>\n",
       "      <td>2018-11-25</td>\n",
       "      <td>21.688</td>\n",
       "      <td>13.07</td>\n",
       "      <td>28.99</td>\n",
       "      <td>-25.023</td>\n",
       "      <td>-25.3</td>\n",
       "      <td>-24.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57.513</td>\n",
       "      <td>35.00</td>\n",
       "      <td>83.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35674</th>\n",
       "      <td>-2.057.278.765.431.060</td>\n",
       "      <td>-2.120.814.197.715.080</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>6.5</td>\n",
       "      <td>59000</td>\n",
       "      <td>12180</td>\n",
       "      <td>62300</td>\n",
       "      <td>30480</td>\n",
       "      <td>13229</td>\n",
       "      <td>-0.6497</td>\n",
       "      <td>-0.3947</td>\n",
       "      <td>-0.9745</td>\n",
       "      <td>0.6075</td>\n",
       "      <td>0.0413</td>\n",
       "      <td>1.0861</td>\n",
       "      <td>0.2123</td>\n",
       "      <td>-0.8347</td>\n",
       "      <td>10.3248</td>\n",
       "      <td>-0.6729</td>\n",
       "      <td>-0.9264</td>\n",
       "      <td>-1.0795</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-25</td>\n",
       "      <td>2018-11-25</td>\n",
       "      <td>61</td>\n",
       "      <td>3930</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-09-25</td>\n",
       "      <td>18.946</td>\n",
       "      <td>10.80</td>\n",
       "      <td>27.66</td>\n",
       "      <td>21.975</td>\n",
       "      <td>19.8</td>\n",
       "      <td>24.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>52.403</td>\n",
       "      <td>33.92</td>\n",
       "      <td>83.81</td>\n",
       "      <td>2018-11-25</td>\n",
       "      <td>21.688</td>\n",
       "      <td>13.07</td>\n",
       "      <td>28.99</td>\n",
       "      <td>-25.023</td>\n",
       "      <td>-25.3</td>\n",
       "      <td>-24.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57.513</td>\n",
       "      <td>35.00</td>\n",
       "      <td>83.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35675</th>\n",
       "      <td>-2.057.279.060.224.080</td>\n",
       "      <td>-2.120.814.159.650.820</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>6.5</td>\n",
       "      <td>69900</td>\n",
       "      <td>14170</td>\n",
       "      <td>80700</td>\n",
       "      <td>38650</td>\n",
       "      <td>14598</td>\n",
       "      <td>-0.6936</td>\n",
       "      <td>-0.4517</td>\n",
       "      <td>-1.0404</td>\n",
       "      <td>0.6512</td>\n",
       "      <td>0.0149</td>\n",
       "      <td>1.0302</td>\n",
       "      <td>0.1809</td>\n",
       "      <td>-0.9737</td>\n",
       "      <td>10.5623</td>\n",
       "      <td>-0.7013</td>\n",
       "      <td>-0.9402</td>\n",
       "      <td>-1.0636</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-25</td>\n",
       "      <td>2018-11-25</td>\n",
       "      <td>61</td>\n",
       "      <td>3930</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-09-25</td>\n",
       "      <td>18.946</td>\n",
       "      <td>10.80</td>\n",
       "      <td>27.66</td>\n",
       "      <td>21.975</td>\n",
       "      <td>19.8</td>\n",
       "      <td>24.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>52.403</td>\n",
       "      <td>33.92</td>\n",
       "      <td>83.81</td>\n",
       "      <td>2018-11-25</td>\n",
       "      <td>21.688</td>\n",
       "      <td>13.07</td>\n",
       "      <td>28.99</td>\n",
       "      <td>-25.023</td>\n",
       "      <td>-25.3</td>\n",
       "      <td>-24.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57.513</td>\n",
       "      <td>35.00</td>\n",
       "      <td>83.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35676</th>\n",
       "      <td>-2.057.278.933.884.080</td>\n",
       "      <td>-2.120.814.120.777.530</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>6.5</td>\n",
       "      <td>66600</td>\n",
       "      <td>13420</td>\n",
       "      <td>84500</td>\n",
       "      <td>37850</td>\n",
       "      <td>12212</td>\n",
       "      <td>-0.7475</td>\n",
       "      <td>-0.5121</td>\n",
       "      <td>-1.1212</td>\n",
       "      <td>0.6852</td>\n",
       "      <td>-0.0471</td>\n",
       "      <td>0.9100</td>\n",
       "      <td>0.1445</td>\n",
       "      <td>-1.1312</td>\n",
       "      <td>10.5414</td>\n",
       "      <td>-0.7259</td>\n",
       "      <td>-0.9508</td>\n",
       "      <td>-1.0518</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-25</td>\n",
       "      <td>2018-11-25</td>\n",
       "      <td>61</td>\n",
       "      <td>3930</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-09-25</td>\n",
       "      <td>18.946</td>\n",
       "      <td>10.80</td>\n",
       "      <td>27.66</td>\n",
       "      <td>21.975</td>\n",
       "      <td>19.8</td>\n",
       "      <td>24.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>52.403</td>\n",
       "      <td>33.92</td>\n",
       "      <td>83.81</td>\n",
       "      <td>2018-11-25</td>\n",
       "      <td>21.688</td>\n",
       "      <td>13.07</td>\n",
       "      <td>28.99</td>\n",
       "      <td>-25.023</td>\n",
       "      <td>-25.3</td>\n",
       "      <td>-24.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57.513</td>\n",
       "      <td>35.00</td>\n",
       "      <td>83.46</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>35677 rows × 54 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Longitude                Latitude  F.Siembra  Ciclos  \\\n",
       "0      -2.057.297.803.054.350  -2.120.827.812.446.900          1       1   \n",
       "1      -2.057.297.676.715.260  -2.120.827.773.572.710          1       1   \n",
       "2      -2.057.297.550.375.270  -2.120.827.734.699.420          1       1   \n",
       "3      -2.057.297.971.508.270  -2.120.827.735.509.350          1       1   \n",
       "4      -2.057.297.845.168.280  -2.120.827.696.635.160          1       1   \n",
       "...                       ...                     ...        ...     ...   \n",
       "35672  -2.057.279.018.110.150  -2.120.814.275.462.560          2       0   \n",
       "35673  -2.057.278.891.771.050  -2.120.814.236.589.270          2       0   \n",
       "35674  -2.057.278.765.431.060  -2.120.814.197.715.080          2       0   \n",
       "35675  -2.057.279.060.224.080  -2.120.814.159.650.820          2       0   \n",
       "35676  -2.057.278.933.884.080  -2.120.814.120.777.530          2       0   \n",
       "\n",
       "      Variedad  ZADOCK   Azul  Verde   Rojo  Borde rojo  Infra Rojo    NDVI  \\\n",
       "0            9     5.4  47700  12170  50100       33200       16748 -0.4989   \n",
       "1            9     5.4  52300  11770  49500       32220       17738 -0.4724   \n",
       "2            9     5.4  56100  14200  59400       38940       18662 -0.5219   \n",
       "3            9     5.4  50300  12960  49000       35890       17884 -0.4652   \n",
       "4            9     5.4  52300  13080  53000       34950       18014 -0.4927   \n",
       "...        ...     ...    ...    ...    ...         ...         ...     ...   \n",
       "35672       20     6.5  65800  14690  74900       39130       18764 -0.5993   \n",
       "35673       20     6.5  62600  13480  67600       34210       15972 -0.6178   \n",
       "35674       20     6.5  59000  12180  62300       30480       13229 -0.6497   \n",
       "35675       20     6.5  69900  14170  80700       38650       14598 -0.6936   \n",
       "35676       20     6.5  66600  13420  84500       37850       12212 -0.7475   \n",
       "\n",
       "         NDRE    SAVI    SCCI   GNDVI     GVI     RVI  RedEdgeVI     LNVI  \\\n",
       "0     -0.3294 -0.7484  0.6602  0.1583  1.3762  0.3343    -0.6843  10.4103   \n",
       "1     -0.2899 -0.7086  0.6137  0.2023  1.5071  0.3583    -0.5969  10.3803   \n",
       "2     -0.3520 -0.7828  0.6746  0.1358  1.3142  0.3142    -0.7355  10.5698   \n",
       "3     -0.3348 -0.6978  0.7198  0.1596  1.3799  0.3650    -0.6966  10.4882   \n",
       "4     -0.3198 -0.7390  0.6491  0.1587  1.3772  0.3399    -0.6628  10.4617   \n",
       "...       ...     ...     ...     ...     ...     ...        ...      ...   \n",
       "35672 -0.3518 -0.8990  0.5870  0.1218  1.2773  0.2505    -0.7349  10.5746   \n",
       "35673 -0.3634 -0.9266  0.5883  0.0846  1.1849  0.2363    -0.7617  10.4403   \n",
       "35674 -0.3947 -0.9745  0.6075  0.0413  1.0861  0.2123    -0.8347  10.3248   \n",
       "35675 -0.4517 -1.0404  0.6512  0.0149  1.0302  0.1809    -0.9737  10.5623   \n",
       "35676 -0.5121 -1.1212  0.6852 -0.0471  0.9100  0.1445    -1.1312  10.5414   \n",
       "\n",
       "         GRVI   MGRVI   NGRVI  Adversidades F_Espigazon  F.Madurez  \\\n",
       "0     -0.6091 -0.8886 -1.1254           0.0  2018-03-10 2018-11-28   \n",
       "1     -0.6158 -0.8930 -1.1199           0.0  2018-03-10 2018-11-28   \n",
       "2     -0.6141 -0.8919 -1.1212           0.0  2018-03-10 2018-11-28   \n",
       "3     -0.5817 -0.8692 -1.1504           0.0  2018-03-10 2018-11-28   \n",
       "4     -0.6041 -0.8852 -1.1297           0.0  2018-03-10 2018-11-28   \n",
       "...       ...     ...     ...           ...         ...        ...   \n",
       "35672 -0.6721 -0.9259 -1.0800           0.0  2018-09-25 2018-11-25   \n",
       "35673 -0.6675 -0.9235 -1.0828           0.0  2018-09-25 2018-11-25   \n",
       "35674 -0.6729 -0.9264 -1.0795           0.0  2018-09-25 2018-11-25   \n",
       "35675 -0.7013 -0.9402 -1.0636           0.0  2018-09-25 2018-11-25   \n",
       "35676 -0.7259 -0.9508 -1.0518           0.0  2018-09-25 2018-11-25   \n",
       "\n",
       "      Dias.entre.fechas  RDTO Roya_cat Carbon_cat Fusariosis_cat  \\\n",
       "0                    56  5567        0          0              0   \n",
       "1                    56  5567        0          0              0   \n",
       "2                    56  5567        0          0              0   \n",
       "3                    56  5567        0          0              0   \n",
       "4                    56  5567        0          0              0   \n",
       "...                 ...   ...      ...        ...            ...   \n",
       "35672                61  3930        1          0              0   \n",
       "35673                61  3930        1          0              0   \n",
       "35674                61  3930        1          0              0   \n",
       "35675                61  3930        1          0              0   \n",
       "35676                61  3930        1          0              0   \n",
       "\n",
       "      ManchasFoliares_cat    Fecha_x  T.prom.Espig  T.min.Espig  T.max.Espig  \\\n",
       "0                       0 2018-03-10        15.141         3.73        25.08   \n",
       "1                       0 2018-03-10        15.141         3.73        25.08   \n",
       "2                       0 2018-03-10        15.141         3.73        25.08   \n",
       "3                       0 2018-03-10        15.141         3.73        25.08   \n",
       "4                       0 2018-03-10        15.141         3.73        25.08   \n",
       "...                   ...        ...           ...          ...          ...   \n",
       "35672                   0 2018-09-25        18.946        10.80        27.66   \n",
       "35673                   0 2018-09-25        18.946        10.80        27.66   \n",
       "35674                   0 2018-09-25        18.946        10.80        27.66   \n",
       "35675                   0 2018-09-25        18.946        10.80        27.66   \n",
       "35676                   0 2018-09-25        18.946        10.80        27.66   \n",
       "\n",
       "       T.suelo.prom.Espig  T.suelo.min.Espig  T.suelo.max.Espig  \\\n",
       "0                  17.981               15.2               21.4   \n",
       "1                  17.981               15.2               21.4   \n",
       "2                  17.981               15.2               21.4   \n",
       "3                  17.981               15.2               21.4   \n",
       "4                  17.981               15.2               21.4   \n",
       "...                   ...                ...                ...   \n",
       "35672              21.975               19.8               24.7   \n",
       "35673              21.975               19.8               24.7   \n",
       "35674              21.975               19.8               24.7   \n",
       "35675              21.975               19.8               24.7   \n",
       "35676              21.975               19.8               24.7   \n",
       "\n",
       "       PP.acum.Espig  HR.prom.Espig  HR.min.Espig  HR.max.Espig    Fecha_y  \\\n",
       "0                0.0         51.486         23.85         92.90 2018-11-28   \n",
       "1                0.0         51.486         23.85         92.90 2018-11-28   \n",
       "2                0.0         51.486         23.85         92.90 2018-11-28   \n",
       "3                0.0         51.486         23.85         92.90 2018-11-28   \n",
       "4                0.0         51.486         23.85         92.90 2018-11-28   \n",
       "...              ...            ...           ...           ...        ...   \n",
       "35672            0.0         52.403         33.92         83.81 2018-11-25   \n",
       "35673            0.0         52.403         33.92         83.81 2018-11-25   \n",
       "35674            0.0         52.403         33.92         83.81 2018-11-25   \n",
       "35675            0.0         52.403         33.92         83.81 2018-11-25   \n",
       "35676            0.0         52.403         33.92         83.81 2018-11-25   \n",
       "\n",
       "       Tem. [°C] Prom  Tem. [°C] Mín  Tem. [°C] Máx  Temp suelo [°C] Prom  \\\n",
       "0              19.816          12.45          27.31               -25.438   \n",
       "1              19.816          12.45          27.31               -25.438   \n",
       "2              19.816          12.45          27.31               -25.438   \n",
       "3              19.816          12.45          27.31               -25.438   \n",
       "4              19.816          12.45          27.31               -25.438   \n",
       "...               ...            ...            ...                   ...   \n",
       "35672          21.688          13.07          28.99               -25.023   \n",
       "35673          21.688          13.07          28.99               -25.023   \n",
       "35674          21.688          13.07          28.99               -25.023   \n",
       "35675          21.688          13.07          28.99               -25.023   \n",
       "35676          21.688          13.07          28.99               -25.023   \n",
       "\n",
       "       Temp suelo [°C] Mín  Temp suelo [°C] Máx  Lluvia Acum[mm]  \\\n",
       "0                    -25.7                -25.1              0.0   \n",
       "1                    -25.7                -25.1              0.0   \n",
       "2                    -25.7                -25.1              0.0   \n",
       "3                    -25.7                -25.1              0.0   \n",
       "4                    -25.7                -25.1              0.0   \n",
       "...                    ...                  ...              ...   \n",
       "35672                -25.3                -24.8              0.0   \n",
       "35673                -25.3                -24.8              0.0   \n",
       "35674                -25.3                -24.8              0.0   \n",
       "35675                -25.3                -24.8              0.0   \n",
       "35676                -25.3                -24.8              0.0   \n",
       "\n",
       "       Hum [%HR] Prom  Hum [%HR] Mín  Hum [%HR] Máx  \n",
       "0              78.627          45.35         100.00  \n",
       "1              78.627          45.35         100.00  \n",
       "2              78.627          45.35         100.00  \n",
       "3              78.627          45.35         100.00  \n",
       "4              78.627          45.35         100.00  \n",
       "...               ...            ...            ...  \n",
       "35672          57.513          35.00          83.46  \n",
       "35673          57.513          35.00          83.46  \n",
       "35674          57.513          35.00          83.46  \n",
       "35675          57.513          35.00          83.46  \n",
       "35676          57.513          35.00          83.46  \n",
       "\n",
       "[35677 rows x 54 columns]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resultadofinal=resultado.merge(dfc1, how='inner', on=None, left_on='F.Madurez', right_on='Fecha')\n",
    "resultadofinal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>F.Siembra</th>\n",
       "      <th>Ciclos</th>\n",
       "      <th>Variedad</th>\n",
       "      <th>ZADOCK</th>\n",
       "      <th>Azul</th>\n",
       "      <th>Verde</th>\n",
       "      <th>Rojo</th>\n",
       "      <th>Borde rojo</th>\n",
       "      <th>Infra Rojo</th>\n",
       "      <th>NDVI</th>\n",
       "      <th>NDRE</th>\n",
       "      <th>SAVI</th>\n",
       "      <th>SCCI</th>\n",
       "      <th>GNDVI</th>\n",
       "      <th>GVI</th>\n",
       "      <th>RVI</th>\n",
       "      <th>RedEdgeVI</th>\n",
       "      <th>LNVI</th>\n",
       "      <th>GRVI</th>\n",
       "      <th>MGRVI</th>\n",
       "      <th>NGRVI</th>\n",
       "      <th>Adversidades</th>\n",
       "      <th>F_Espigazon</th>\n",
       "      <th>F.Madurez</th>\n",
       "      <th>Dias.entre.fechas</th>\n",
       "      <th>RDTO</th>\n",
       "      <th>Roya_cat</th>\n",
       "      <th>Carbon_cat</th>\n",
       "      <th>Fusariosis_cat</th>\n",
       "      <th>ManchasFoliares_cat</th>\n",
       "      <th>Fecha_x</th>\n",
       "      <th>T.prom.Espig</th>\n",
       "      <th>T.min.Espig</th>\n",
       "      <th>T.max.Espig</th>\n",
       "      <th>T.suelo.prom.Espig</th>\n",
       "      <th>T.suelo.min.Espig</th>\n",
       "      <th>T.suelo.max.Espig</th>\n",
       "      <th>PP.acum.Espig</th>\n",
       "      <th>HR.prom.Espig</th>\n",
       "      <th>HR.min.Espig</th>\n",
       "      <th>HR.max.Espig</th>\n",
       "      <th>Fecha_y</th>\n",
       "      <th>T.prom.Madurez</th>\n",
       "      <th>T.min.Madurez</th>\n",
       "      <th>T.max.Madurez</th>\n",
       "      <th>T.suelo.prom.Madurez</th>\n",
       "      <th>T.suelo.min.Madurez</th>\n",
       "      <th>T.suelo.max.Madurez</th>\n",
       "      <th>PP.acum.Madurez</th>\n",
       "      <th>HR.prom.Madurez</th>\n",
       "      <th>HR.min.Madurez</th>\n",
       "      <th>HR.max.Madurez</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-2.057.297.803.054.350</td>\n",
       "      <td>-2.120.827.812.446.900</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>47700</td>\n",
       "      <td>12170</td>\n",
       "      <td>50100</td>\n",
       "      <td>33200</td>\n",
       "      <td>16748</td>\n",
       "      <td>-0.4989</td>\n",
       "      <td>-0.3294</td>\n",
       "      <td>-0.7484</td>\n",
       "      <td>0.6602</td>\n",
       "      <td>0.1583</td>\n",
       "      <td>1.3762</td>\n",
       "      <td>0.3343</td>\n",
       "      <td>-0.6843</td>\n",
       "      <td>10.4103</td>\n",
       "      <td>-0.6091</td>\n",
       "      <td>-0.8886</td>\n",
       "      <td>-1.1254</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>15.141</td>\n",
       "      <td>3.73</td>\n",
       "      <td>25.08</td>\n",
       "      <td>17.981</td>\n",
       "      <td>15.2</td>\n",
       "      <td>21.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.486</td>\n",
       "      <td>23.85</td>\n",
       "      <td>92.90</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>19.816</td>\n",
       "      <td>12.45</td>\n",
       "      <td>27.31</td>\n",
       "      <td>-25.438</td>\n",
       "      <td>-25.7</td>\n",
       "      <td>-25.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>78.627</td>\n",
       "      <td>45.35</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-2.057.297.676.715.260</td>\n",
       "      <td>-2.120.827.773.572.710</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>52300</td>\n",
       "      <td>11770</td>\n",
       "      <td>49500</td>\n",
       "      <td>32220</td>\n",
       "      <td>17738</td>\n",
       "      <td>-0.4724</td>\n",
       "      <td>-0.2899</td>\n",
       "      <td>-0.7086</td>\n",
       "      <td>0.6137</td>\n",
       "      <td>0.2023</td>\n",
       "      <td>1.5071</td>\n",
       "      <td>0.3583</td>\n",
       "      <td>-0.5969</td>\n",
       "      <td>10.3803</td>\n",
       "      <td>-0.6158</td>\n",
       "      <td>-0.8930</td>\n",
       "      <td>-1.1199</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>15.141</td>\n",
       "      <td>3.73</td>\n",
       "      <td>25.08</td>\n",
       "      <td>17.981</td>\n",
       "      <td>15.2</td>\n",
       "      <td>21.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.486</td>\n",
       "      <td>23.85</td>\n",
       "      <td>92.90</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>19.816</td>\n",
       "      <td>12.45</td>\n",
       "      <td>27.31</td>\n",
       "      <td>-25.438</td>\n",
       "      <td>-25.7</td>\n",
       "      <td>-25.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>78.627</td>\n",
       "      <td>45.35</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-2.057.297.550.375.270</td>\n",
       "      <td>-2.120.827.734.699.420</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>56100</td>\n",
       "      <td>14200</td>\n",
       "      <td>59400</td>\n",
       "      <td>38940</td>\n",
       "      <td>18662</td>\n",
       "      <td>-0.5219</td>\n",
       "      <td>-0.3520</td>\n",
       "      <td>-0.7828</td>\n",
       "      <td>0.6746</td>\n",
       "      <td>0.1358</td>\n",
       "      <td>1.3142</td>\n",
       "      <td>0.3142</td>\n",
       "      <td>-0.7355</td>\n",
       "      <td>10.5698</td>\n",
       "      <td>-0.6141</td>\n",
       "      <td>-0.8919</td>\n",
       "      <td>-1.1212</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>15.141</td>\n",
       "      <td>3.73</td>\n",
       "      <td>25.08</td>\n",
       "      <td>17.981</td>\n",
       "      <td>15.2</td>\n",
       "      <td>21.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.486</td>\n",
       "      <td>23.85</td>\n",
       "      <td>92.90</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>19.816</td>\n",
       "      <td>12.45</td>\n",
       "      <td>27.31</td>\n",
       "      <td>-25.438</td>\n",
       "      <td>-25.7</td>\n",
       "      <td>-25.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>78.627</td>\n",
       "      <td>45.35</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-2.057.297.971.508.270</td>\n",
       "      <td>-2.120.827.735.509.350</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>50300</td>\n",
       "      <td>12960</td>\n",
       "      <td>49000</td>\n",
       "      <td>35890</td>\n",
       "      <td>17884</td>\n",
       "      <td>-0.4652</td>\n",
       "      <td>-0.3348</td>\n",
       "      <td>-0.6978</td>\n",
       "      <td>0.7198</td>\n",
       "      <td>0.1596</td>\n",
       "      <td>1.3799</td>\n",
       "      <td>0.3650</td>\n",
       "      <td>-0.6966</td>\n",
       "      <td>10.4882</td>\n",
       "      <td>-0.5817</td>\n",
       "      <td>-0.8692</td>\n",
       "      <td>-1.1504</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>15.141</td>\n",
       "      <td>3.73</td>\n",
       "      <td>25.08</td>\n",
       "      <td>17.981</td>\n",
       "      <td>15.2</td>\n",
       "      <td>21.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.486</td>\n",
       "      <td>23.85</td>\n",
       "      <td>92.90</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>19.816</td>\n",
       "      <td>12.45</td>\n",
       "      <td>27.31</td>\n",
       "      <td>-25.438</td>\n",
       "      <td>-25.7</td>\n",
       "      <td>-25.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>78.627</td>\n",
       "      <td>45.35</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-2.057.297.845.168.280</td>\n",
       "      <td>-2.120.827.696.635.160</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5.4</td>\n",
       "      <td>52300</td>\n",
       "      <td>13080</td>\n",
       "      <td>53000</td>\n",
       "      <td>34950</td>\n",
       "      <td>18014</td>\n",
       "      <td>-0.4927</td>\n",
       "      <td>-0.3198</td>\n",
       "      <td>-0.7390</td>\n",
       "      <td>0.6491</td>\n",
       "      <td>0.1587</td>\n",
       "      <td>1.3772</td>\n",
       "      <td>0.3399</td>\n",
       "      <td>-0.6628</td>\n",
       "      <td>10.4617</td>\n",
       "      <td>-0.6041</td>\n",
       "      <td>-0.8852</td>\n",
       "      <td>-1.1297</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>56</td>\n",
       "      <td>5567</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-03-10</td>\n",
       "      <td>15.141</td>\n",
       "      <td>3.73</td>\n",
       "      <td>25.08</td>\n",
       "      <td>17.981</td>\n",
       "      <td>15.2</td>\n",
       "      <td>21.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>51.486</td>\n",
       "      <td>23.85</td>\n",
       "      <td>92.90</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>19.816</td>\n",
       "      <td>12.45</td>\n",
       "      <td>27.31</td>\n",
       "      <td>-25.438</td>\n",
       "      <td>-25.7</td>\n",
       "      <td>-25.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>78.627</td>\n",
       "      <td>45.35</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35672</th>\n",
       "      <td>-2.057.279.018.110.150</td>\n",
       "      <td>-2.120.814.275.462.560</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>6.5</td>\n",
       "      <td>65800</td>\n",
       "      <td>14690</td>\n",
       "      <td>74900</td>\n",
       "      <td>39130</td>\n",
       "      <td>18764</td>\n",
       "      <td>-0.5993</td>\n",
       "      <td>-0.3518</td>\n",
       "      <td>-0.8990</td>\n",
       "      <td>0.5870</td>\n",
       "      <td>0.1218</td>\n",
       "      <td>1.2773</td>\n",
       "      <td>0.2505</td>\n",
       "      <td>-0.7349</td>\n",
       "      <td>10.5746</td>\n",
       "      <td>-0.6721</td>\n",
       "      <td>-0.9259</td>\n",
       "      <td>-1.0800</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-25</td>\n",
       "      <td>2018-11-25</td>\n",
       "      <td>61</td>\n",
       "      <td>3930</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-09-25</td>\n",
       "      <td>18.946</td>\n",
       "      <td>10.80</td>\n",
       "      <td>27.66</td>\n",
       "      <td>21.975</td>\n",
       "      <td>19.8</td>\n",
       "      <td>24.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>52.403</td>\n",
       "      <td>33.92</td>\n",
       "      <td>83.81</td>\n",
       "      <td>2018-11-25</td>\n",
       "      <td>21.688</td>\n",
       "      <td>13.07</td>\n",
       "      <td>28.99</td>\n",
       "      <td>-25.023</td>\n",
       "      <td>-25.3</td>\n",
       "      <td>-24.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57.513</td>\n",
       "      <td>35.00</td>\n",
       "      <td>83.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35673</th>\n",
       "      <td>-2.057.278.891.771.050</td>\n",
       "      <td>-2.120.814.236.589.270</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>6.5</td>\n",
       "      <td>62600</td>\n",
       "      <td>13480</td>\n",
       "      <td>67600</td>\n",
       "      <td>34210</td>\n",
       "      <td>15972</td>\n",
       "      <td>-0.6178</td>\n",
       "      <td>-0.3634</td>\n",
       "      <td>-0.9266</td>\n",
       "      <td>0.5883</td>\n",
       "      <td>0.0846</td>\n",
       "      <td>1.1849</td>\n",
       "      <td>0.2363</td>\n",
       "      <td>-0.7617</td>\n",
       "      <td>10.4403</td>\n",
       "      <td>-0.6675</td>\n",
       "      <td>-0.9235</td>\n",
       "      <td>-1.0828</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-25</td>\n",
       "      <td>2018-11-25</td>\n",
       "      <td>61</td>\n",
       "      <td>3930</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-09-25</td>\n",
       "      <td>18.946</td>\n",
       "      <td>10.80</td>\n",
       "      <td>27.66</td>\n",
       "      <td>21.975</td>\n",
       "      <td>19.8</td>\n",
       "      <td>24.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>52.403</td>\n",
       "      <td>33.92</td>\n",
       "      <td>83.81</td>\n",
       "      <td>2018-11-25</td>\n",
       "      <td>21.688</td>\n",
       "      <td>13.07</td>\n",
       "      <td>28.99</td>\n",
       "      <td>-25.023</td>\n",
       "      <td>-25.3</td>\n",
       "      <td>-24.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57.513</td>\n",
       "      <td>35.00</td>\n",
       "      <td>83.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35674</th>\n",
       "      <td>-2.057.278.765.431.060</td>\n",
       "      <td>-2.120.814.197.715.080</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>6.5</td>\n",
       "      <td>59000</td>\n",
       "      <td>12180</td>\n",
       "      <td>62300</td>\n",
       "      <td>30480</td>\n",
       "      <td>13229</td>\n",
       "      <td>-0.6497</td>\n",
       "      <td>-0.3947</td>\n",
       "      <td>-0.9745</td>\n",
       "      <td>0.6075</td>\n",
       "      <td>0.0413</td>\n",
       "      <td>1.0861</td>\n",
       "      <td>0.2123</td>\n",
       "      <td>-0.8347</td>\n",
       "      <td>10.3248</td>\n",
       "      <td>-0.6729</td>\n",
       "      <td>-0.9264</td>\n",
       "      <td>-1.0795</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-25</td>\n",
       "      <td>2018-11-25</td>\n",
       "      <td>61</td>\n",
       "      <td>3930</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-09-25</td>\n",
       "      <td>18.946</td>\n",
       "      <td>10.80</td>\n",
       "      <td>27.66</td>\n",
       "      <td>21.975</td>\n",
       "      <td>19.8</td>\n",
       "      <td>24.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>52.403</td>\n",
       "      <td>33.92</td>\n",
       "      <td>83.81</td>\n",
       "      <td>2018-11-25</td>\n",
       "      <td>21.688</td>\n",
       "      <td>13.07</td>\n",
       "      <td>28.99</td>\n",
       "      <td>-25.023</td>\n",
       "      <td>-25.3</td>\n",
       "      <td>-24.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57.513</td>\n",
       "      <td>35.00</td>\n",
       "      <td>83.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35675</th>\n",
       "      <td>-2.057.279.060.224.080</td>\n",
       "      <td>-2.120.814.159.650.820</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>6.5</td>\n",
       "      <td>69900</td>\n",
       "      <td>14170</td>\n",
       "      <td>80700</td>\n",
       "      <td>38650</td>\n",
       "      <td>14598</td>\n",
       "      <td>-0.6936</td>\n",
       "      <td>-0.4517</td>\n",
       "      <td>-1.0404</td>\n",
       "      <td>0.6512</td>\n",
       "      <td>0.0149</td>\n",
       "      <td>1.0302</td>\n",
       "      <td>0.1809</td>\n",
       "      <td>-0.9737</td>\n",
       "      <td>10.5623</td>\n",
       "      <td>-0.7013</td>\n",
       "      <td>-0.9402</td>\n",
       "      <td>-1.0636</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-25</td>\n",
       "      <td>2018-11-25</td>\n",
       "      <td>61</td>\n",
       "      <td>3930</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-09-25</td>\n",
       "      <td>18.946</td>\n",
       "      <td>10.80</td>\n",
       "      <td>27.66</td>\n",
       "      <td>21.975</td>\n",
       "      <td>19.8</td>\n",
       "      <td>24.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>52.403</td>\n",
       "      <td>33.92</td>\n",
       "      <td>83.81</td>\n",
       "      <td>2018-11-25</td>\n",
       "      <td>21.688</td>\n",
       "      <td>13.07</td>\n",
       "      <td>28.99</td>\n",
       "      <td>-25.023</td>\n",
       "      <td>-25.3</td>\n",
       "      <td>-24.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57.513</td>\n",
       "      <td>35.00</td>\n",
       "      <td>83.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35676</th>\n",
       "      <td>-2.057.278.933.884.080</td>\n",
       "      <td>-2.120.814.120.777.530</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>6.5</td>\n",
       "      <td>66600</td>\n",
       "      <td>13420</td>\n",
       "      <td>84500</td>\n",
       "      <td>37850</td>\n",
       "      <td>12212</td>\n",
       "      <td>-0.7475</td>\n",
       "      <td>-0.5121</td>\n",
       "      <td>-1.1212</td>\n",
       "      <td>0.6852</td>\n",
       "      <td>-0.0471</td>\n",
       "      <td>0.9100</td>\n",
       "      <td>0.1445</td>\n",
       "      <td>-1.1312</td>\n",
       "      <td>10.5414</td>\n",
       "      <td>-0.7259</td>\n",
       "      <td>-0.9508</td>\n",
       "      <td>-1.0518</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-09-25</td>\n",
       "      <td>2018-11-25</td>\n",
       "      <td>61</td>\n",
       "      <td>3930</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-09-25</td>\n",
       "      <td>18.946</td>\n",
       "      <td>10.80</td>\n",
       "      <td>27.66</td>\n",
       "      <td>21.975</td>\n",
       "      <td>19.8</td>\n",
       "      <td>24.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>52.403</td>\n",
       "      <td>33.92</td>\n",
       "      <td>83.81</td>\n",
       "      <td>2018-11-25</td>\n",
       "      <td>21.688</td>\n",
       "      <td>13.07</td>\n",
       "      <td>28.99</td>\n",
       "      <td>-25.023</td>\n",
       "      <td>-25.3</td>\n",
       "      <td>-24.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57.513</td>\n",
       "      <td>35.00</td>\n",
       "      <td>83.46</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>35677 rows × 54 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Longitude                Latitude  F.Siembra  Ciclos  \\\n",
       "0      -2.057.297.803.054.350  -2.120.827.812.446.900          1       1   \n",
       "1      -2.057.297.676.715.260  -2.120.827.773.572.710          1       1   \n",
       "2      -2.057.297.550.375.270  -2.120.827.734.699.420          1       1   \n",
       "3      -2.057.297.971.508.270  -2.120.827.735.509.350          1       1   \n",
       "4      -2.057.297.845.168.280  -2.120.827.696.635.160          1       1   \n",
       "...                       ...                     ...        ...     ...   \n",
       "35672  -2.057.279.018.110.150  -2.120.814.275.462.560          2       0   \n",
       "35673  -2.057.278.891.771.050  -2.120.814.236.589.270          2       0   \n",
       "35674  -2.057.278.765.431.060  -2.120.814.197.715.080          2       0   \n",
       "35675  -2.057.279.060.224.080  -2.120.814.159.650.820          2       0   \n",
       "35676  -2.057.278.933.884.080  -2.120.814.120.777.530          2       0   \n",
       "\n",
       "      Variedad  ZADOCK   Azul  Verde   Rojo  Borde rojo  Infra Rojo    NDVI  \\\n",
       "0            9     5.4  47700  12170  50100       33200       16748 -0.4989   \n",
       "1            9     5.4  52300  11770  49500       32220       17738 -0.4724   \n",
       "2            9     5.4  56100  14200  59400       38940       18662 -0.5219   \n",
       "3            9     5.4  50300  12960  49000       35890       17884 -0.4652   \n",
       "4            9     5.4  52300  13080  53000       34950       18014 -0.4927   \n",
       "...        ...     ...    ...    ...    ...         ...         ...     ...   \n",
       "35672       20     6.5  65800  14690  74900       39130       18764 -0.5993   \n",
       "35673       20     6.5  62600  13480  67600       34210       15972 -0.6178   \n",
       "35674       20     6.5  59000  12180  62300       30480       13229 -0.6497   \n",
       "35675       20     6.5  69900  14170  80700       38650       14598 -0.6936   \n",
       "35676       20     6.5  66600  13420  84500       37850       12212 -0.7475   \n",
       "\n",
       "         NDRE    SAVI    SCCI   GNDVI     GVI     RVI  RedEdgeVI     LNVI  \\\n",
       "0     -0.3294 -0.7484  0.6602  0.1583  1.3762  0.3343    -0.6843  10.4103   \n",
       "1     -0.2899 -0.7086  0.6137  0.2023  1.5071  0.3583    -0.5969  10.3803   \n",
       "2     -0.3520 -0.7828  0.6746  0.1358  1.3142  0.3142    -0.7355  10.5698   \n",
       "3     -0.3348 -0.6978  0.7198  0.1596  1.3799  0.3650    -0.6966  10.4882   \n",
       "4     -0.3198 -0.7390  0.6491  0.1587  1.3772  0.3399    -0.6628  10.4617   \n",
       "...       ...     ...     ...     ...     ...     ...        ...      ...   \n",
       "35672 -0.3518 -0.8990  0.5870  0.1218  1.2773  0.2505    -0.7349  10.5746   \n",
       "35673 -0.3634 -0.9266  0.5883  0.0846  1.1849  0.2363    -0.7617  10.4403   \n",
       "35674 -0.3947 -0.9745  0.6075  0.0413  1.0861  0.2123    -0.8347  10.3248   \n",
       "35675 -0.4517 -1.0404  0.6512  0.0149  1.0302  0.1809    -0.9737  10.5623   \n",
       "35676 -0.5121 -1.1212  0.6852 -0.0471  0.9100  0.1445    -1.1312  10.5414   \n",
       "\n",
       "         GRVI   MGRVI   NGRVI  Adversidades F_Espigazon  F.Madurez  \\\n",
       "0     -0.6091 -0.8886 -1.1254           0.0  2018-03-10 2018-11-28   \n",
       "1     -0.6158 -0.8930 -1.1199           0.0  2018-03-10 2018-11-28   \n",
       "2     -0.6141 -0.8919 -1.1212           0.0  2018-03-10 2018-11-28   \n",
       "3     -0.5817 -0.8692 -1.1504           0.0  2018-03-10 2018-11-28   \n",
       "4     -0.6041 -0.8852 -1.1297           0.0  2018-03-10 2018-11-28   \n",
       "...       ...     ...     ...           ...         ...        ...   \n",
       "35672 -0.6721 -0.9259 -1.0800           0.0  2018-09-25 2018-11-25   \n",
       "35673 -0.6675 -0.9235 -1.0828           0.0  2018-09-25 2018-11-25   \n",
       "35674 -0.6729 -0.9264 -1.0795           0.0  2018-09-25 2018-11-25   \n",
       "35675 -0.7013 -0.9402 -1.0636           0.0  2018-09-25 2018-11-25   \n",
       "35676 -0.7259 -0.9508 -1.0518           0.0  2018-09-25 2018-11-25   \n",
       "\n",
       "      Dias.entre.fechas  RDTO Roya_cat Carbon_cat Fusariosis_cat  \\\n",
       "0                    56  5567        0          0              0   \n",
       "1                    56  5567        0          0              0   \n",
       "2                    56  5567        0          0              0   \n",
       "3                    56  5567        0          0              0   \n",
       "4                    56  5567        0          0              0   \n",
       "...                 ...   ...      ...        ...            ...   \n",
       "35672                61  3930        1          0              0   \n",
       "35673                61  3930        1          0              0   \n",
       "35674                61  3930        1          0              0   \n",
       "35675                61  3930        1          0              0   \n",
       "35676                61  3930        1          0              0   \n",
       "\n",
       "      ManchasFoliares_cat    Fecha_x  T.prom.Espig  T.min.Espig  T.max.Espig  \\\n",
       "0                       0 2018-03-10        15.141         3.73        25.08   \n",
       "1                       0 2018-03-10        15.141         3.73        25.08   \n",
       "2                       0 2018-03-10        15.141         3.73        25.08   \n",
       "3                       0 2018-03-10        15.141         3.73        25.08   \n",
       "4                       0 2018-03-10        15.141         3.73        25.08   \n",
       "...                   ...        ...           ...          ...          ...   \n",
       "35672                   0 2018-09-25        18.946        10.80        27.66   \n",
       "35673                   0 2018-09-25        18.946        10.80        27.66   \n",
       "35674                   0 2018-09-25        18.946        10.80        27.66   \n",
       "35675                   0 2018-09-25        18.946        10.80        27.66   \n",
       "35676                   0 2018-09-25        18.946        10.80        27.66   \n",
       "\n",
       "       T.suelo.prom.Espig  T.suelo.min.Espig  T.suelo.max.Espig  \\\n",
       "0                  17.981               15.2               21.4   \n",
       "1                  17.981               15.2               21.4   \n",
       "2                  17.981               15.2               21.4   \n",
       "3                  17.981               15.2               21.4   \n",
       "4                  17.981               15.2               21.4   \n",
       "...                   ...                ...                ...   \n",
       "35672              21.975               19.8               24.7   \n",
       "35673              21.975               19.8               24.7   \n",
       "35674              21.975               19.8               24.7   \n",
       "35675              21.975               19.8               24.7   \n",
       "35676              21.975               19.8               24.7   \n",
       "\n",
       "       PP.acum.Espig  HR.prom.Espig  HR.min.Espig  HR.max.Espig    Fecha_y  \\\n",
       "0                0.0         51.486         23.85         92.90 2018-11-28   \n",
       "1                0.0         51.486         23.85         92.90 2018-11-28   \n",
       "2                0.0         51.486         23.85         92.90 2018-11-28   \n",
       "3                0.0         51.486         23.85         92.90 2018-11-28   \n",
       "4                0.0         51.486         23.85         92.90 2018-11-28   \n",
       "...              ...            ...           ...           ...        ...   \n",
       "35672            0.0         52.403         33.92         83.81 2018-11-25   \n",
       "35673            0.0         52.403         33.92         83.81 2018-11-25   \n",
       "35674            0.0         52.403         33.92         83.81 2018-11-25   \n",
       "35675            0.0         52.403         33.92         83.81 2018-11-25   \n",
       "35676            0.0         52.403         33.92         83.81 2018-11-25   \n",
       "\n",
       "       T.prom.Madurez  T.min.Madurez  T.max.Madurez  T.suelo.prom.Madurez  \\\n",
       "0              19.816          12.45          27.31               -25.438   \n",
       "1              19.816          12.45          27.31               -25.438   \n",
       "2              19.816          12.45          27.31               -25.438   \n",
       "3              19.816          12.45          27.31               -25.438   \n",
       "4              19.816          12.45          27.31               -25.438   \n",
       "...               ...            ...            ...                   ...   \n",
       "35672          21.688          13.07          28.99               -25.023   \n",
       "35673          21.688          13.07          28.99               -25.023   \n",
       "35674          21.688          13.07          28.99               -25.023   \n",
       "35675          21.688          13.07          28.99               -25.023   \n",
       "35676          21.688          13.07          28.99               -25.023   \n",
       "\n",
       "       T.suelo.min.Madurez  T.suelo.max.Madurez  PP.acum.Madurez  \\\n",
       "0                    -25.7                -25.1              0.0   \n",
       "1                    -25.7                -25.1              0.0   \n",
       "2                    -25.7                -25.1              0.0   \n",
       "3                    -25.7                -25.1              0.0   \n",
       "4                    -25.7                -25.1              0.0   \n",
       "...                    ...                  ...              ...   \n",
       "35672                -25.3                -24.8              0.0   \n",
       "35673                -25.3                -24.8              0.0   \n",
       "35674                -25.3                -24.8              0.0   \n",
       "35675                -25.3                -24.8              0.0   \n",
       "35676                -25.3                -24.8              0.0   \n",
       "\n",
       "       HR.prom.Madurez  HR.min.Madurez  HR.max.Madurez  \n",
       "0               78.627           45.35          100.00  \n",
       "1               78.627           45.35          100.00  \n",
       "2               78.627           45.35          100.00  \n",
       "3               78.627           45.35          100.00  \n",
       "4               78.627           45.35          100.00  \n",
       "...                ...             ...             ...  \n",
       "35672           57.513           35.00           83.46  \n",
       "35673           57.513           35.00           83.46  \n",
       "35674           57.513           35.00           83.46  \n",
       "35675           57.513           35.00           83.46  \n",
       "35676           57.513           35.00           83.46  \n",
       "\n",
       "[35677 rows x 54 columns]"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resultadofinal=resultadofinal.rename(columns={'Tem. [°C] Prom':'T.prom.Madurez','Tem. [°C] Mín': 'T.min.Madurez','Tem. [°C] Máx': 'T.max.Madurez',\n",
    "                                    'Temp suelo [°C] Prom':'T.suelo.prom.Madurez','Temp suelo [°C] Mín':'T.suelo.min.Madurez','Temp suelo [°C] Máx':'T.suelo.max.Madurez',\n",
    "                                   'Lluvia Acum[mm]':'PP.acum.Madurez','Hum [%HR] Prom':'HR.prom.Madurez','Hum [%HR] Mín':'HR.min.Madurez','Hum [%HR] Máx':'HR.max.Madurez'})\n",
    "\n",
    "dataframelimpio=resultadofinal\n",
    "dataframelimpio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataframelimpio.to_csv(r'C:/Users/Franco/Desktop/Mentoria-Imagenes_Drones/dataframelimpio.csv')"
   ]
  }
 ],
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