trabajo_final.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Trabajo Final - Diplomatura en Ciencia de Datos Aplicada 📊\n",
    "### Integrantes:\n",
    "* Boladeras Facundo\n",
    "* Fontanini Pablo\n",
    "* Miller Marcos\n",
    "* Baeza Noeli"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Liberias \n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Leer el csv \n",
    "df = pd.read_csv(\"./data/datos_ultimos_csv.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>CICLO</th>\n",
       "      <th>EVENTO</th>\n",
       "      <th>LOTE</th>\n",
       "      <th>SUP</th>\n",
       "      <th>pp Nov</th>\n",
       "      <th>pp Dic</th>\n",
       "      <th>pp Ene</th>\n",
       "      <th>IPC</th>\n",
       "      <th>EROSION POTENCIAL</th>\n",
       "      <th>EVI 1 Nov media</th>\n",
       "      <th>...</th>\n",
       "      <th>RINDE</th>\n",
       "      <th>H_Nov</th>\n",
       "      <th>H_Dic</th>\n",
       "      <th>H_Ene</th>\n",
       "      <th>T_Med_Nov</th>\n",
       "      <th>T &gt; 33 Nov</th>\n",
       "      <th>T_Med_Dic</th>\n",
       "      <th>T &gt; 33 Dic</th>\n",
       "      <th>T_Med_Ene</th>\n",
       "      <th>T &gt; 33 Ene</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2001/02</td>\n",
       "      <td>Neutro</td>\n",
       "      <td>TEMPEL N2</td>\n",
       "      <td>64.8</td>\n",
       "      <td>353</td>\n",
       "      <td>140</td>\n",
       "      <td>156</td>\n",
       "      <td>52</td>\n",
       "      <td>moderadamente susceptible</td>\n",
       "      <td>0.212712</td>\n",
       "      <td>...</td>\n",
       "      <td>6675</td>\n",
       "      <td>1458</td>\n",
       "      <td>677</td>\n",
       "      <td>1064</td>\n",
       "      <td>20.4</td>\n",
       "      <td>0</td>\n",
       "      <td>22.9</td>\n",
       "      <td>0</td>\n",
       "      <td>24.5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2001/02</td>\n",
       "      <td>Neutro</td>\n",
       "      <td>3D</td>\n",
       "      <td>118.4</td>\n",
       "      <td>353</td>\n",
       "      <td>140</td>\n",
       "      <td>156</td>\n",
       "      <td>34</td>\n",
       "      <td>practicamente no susceptible</td>\n",
       "      <td>0.509707</td>\n",
       "      <td>...</td>\n",
       "      <td>8357</td>\n",
       "      <td>1463</td>\n",
       "      <td>696</td>\n",
       "      <td>1111</td>\n",
       "      <td>20.4</td>\n",
       "      <td>0</td>\n",
       "      <td>22.9</td>\n",
       "      <td>0</td>\n",
       "      <td>24.5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2001/02</td>\n",
       "      <td>Neutro</td>\n",
       "      <td>6NORTE</td>\n",
       "      <td>143.6</td>\n",
       "      <td>353</td>\n",
       "      <td>140</td>\n",
       "      <td>156</td>\n",
       "      <td>32</td>\n",
       "      <td>moderadamente susceptible</td>\n",
       "      <td>0.484929</td>\n",
       "      <td>...</td>\n",
       "      <td>7296</td>\n",
       "      <td>1459</td>\n",
       "      <td>689</td>\n",
       "      <td>1093</td>\n",
       "      <td>20.4</td>\n",
       "      <td>0</td>\n",
       "      <td>22.9</td>\n",
       "      <td>0</td>\n",
       "      <td>24.5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2001/02</td>\n",
       "      <td>Neutro</td>\n",
       "      <td>BUEYES NORTE</td>\n",
       "      <td>143.1</td>\n",
       "      <td>358</td>\n",
       "      <td>136</td>\n",
       "      <td>120</td>\n",
       "      <td>32</td>\n",
       "      <td>moderadamente susceptible</td>\n",
       "      <td>0.327773</td>\n",
       "      <td>...</td>\n",
       "      <td>4668</td>\n",
       "      <td>1455</td>\n",
       "      <td>689</td>\n",
       "      <td>1092</td>\n",
       "      <td>20.4</td>\n",
       "      <td>0</td>\n",
       "      <td>22.9</td>\n",
       "      <td>0</td>\n",
       "      <td>24.5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2001/02</td>\n",
       "      <td>Neutro</td>\n",
       "      <td>4</td>\n",
       "      <td>69.4</td>\n",
       "      <td>337</td>\n",
       "      <td>153</td>\n",
       "      <td>170</td>\n",
       "      <td>50</td>\n",
       "      <td>moderadamente susceptible</td>\n",
       "      <td>0.374044</td>\n",
       "      <td>...</td>\n",
       "      <td>5848</td>\n",
       "      <td>1483</td>\n",
       "      <td>759</td>\n",
       "      <td>1239</td>\n",
       "      <td>20.4</td>\n",
       "      <td>0</td>\n",
       "      <td>22.9</td>\n",
       "      <td>0</td>\n",
       "      <td>24.5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     CICLO  EVENTO          LOTE    SUP pp Nov pp Dic pp Ene IPC  \\\n",
       "0  2001/02  Neutro     TEMPEL N2   64.8    353    140    156  52   \n",
       "1  2001/02  Neutro            3D  118.4    353    140    156  34   \n",
       "2  2001/02  Neutro        6NORTE  143.6    353    140    156  32   \n",
       "3  2001/02  Neutro  BUEYES NORTE  143.1    358    136    120  32   \n",
       "4  2001/02  Neutro             4   69.4    337    153    170  50   \n",
       "\n",
       "              EROSION POTENCIAL  EVI 1 Nov media  ...  RINDE  H_Nov  H_Dic  \\\n",
       "0     moderadamente susceptible         0.212712  ...   6675   1458    677   \n",
       "1  practicamente no susceptible         0.509707  ...   8357   1463    696   \n",
       "2     moderadamente susceptible         0.484929  ...   7296   1459    689   \n",
       "3     moderadamente susceptible         0.327773  ...   4668   1455    689   \n",
       "4     moderadamente susceptible         0.374044  ...   5848   1483    759   \n",
       "\n",
       "   H_Ene  T_Med_Nov  T > 33 Nov  T_Med_Dic  T > 33 Dic  T_Med_Ene  T > 33 Ene  \n",
       "0   1064       20.4           0       22.9           0       24.5           6  \n",
       "1   1111       20.4           0       22.9           0       24.5           6  \n",
       "2   1093       20.4           0       22.9           0       24.5           6  \n",
       "3   1092       20.4           0       22.9           0       24.5           6  \n",
       "4   1239       20.4           0       22.9           0       24.5           6  \n",
       "\n",
       "[5 rows x 40 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['CICLO', 'EVENTO', 'LOTE', 'SUP', 'pp Nov', 'pp Dic', 'pp Ene', 'IPC',\n",
       "       'EROSION POTENCIAL', 'EVI 1 Nov media', 'EVI 1 Nov min',\n",
       "       'EVI 1 Nov max', 'EVI 17 Nov media', 'EVI 17 Nov min', 'EVI 17 Nov max',\n",
       "       'EVI 3 Dic media', 'EVI 3 Dic min', 'EVI 3 Dic max', 'EVI 19 Dic media',\n",
       "       'EVI 19 Dic min', 'EVI 19 Dic max', 'EVI 1 Ene media', 'EVI 1 Ene min',\n",
       "       'EVI 1 Ene max', 'EVI 17 Ene media', 'EVI 17 Ene min', 'EVI 17 Ene max',\n",
       "       'EVI 2 Feb media', 'EVI 2 Feb min', 'EVI 2 Feb max', 'RINDE', 'H_Nov',\n",
       "       'H_Dic', 'H_Ene', 'T_Med_Nov', 'T > 33 Nov', 'T_Med_Dic', 'T > 33 Dic',\n",
       "       'T_Med_Ene', 'T > 33 Ene'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Mostrar las columnas\n",
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "El dataframe tiene 176 filas y 40 columnas\n"
     ]
    }
   ],
   "source": [
    "# Visualizar las dimensiones del dataframe\n",
    "df.shape\n",
    "print(\"El dataframe tiene\", df.shape[0], \"filas y\", df.shape[1], \"columnas\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CICLO                 object\n",
       "EVENTO                object\n",
       "LOTE                  object\n",
       "SUP                  float64\n",
       "pp Nov                object\n",
       "pp Dic                object\n",
       "pp Ene                object\n",
       "IPC                   object\n",
       "EROSION POTENCIAL     object\n",
       "EVI 1 Nov media      float64\n",
       "EVI 1 Nov min        float64\n",
       "EVI 1 Nov max        float64\n",
       "EVI 17 Nov media     float64\n",
       "EVI 17 Nov min       float64\n",
       "EVI 17 Nov max       float64\n",
       "EVI 3 Dic media      float64\n",
       "EVI 3 Dic min        float64\n",
       "EVI 3 Dic max        float64\n",
       "EVI 19 Dic media     float64\n",
       "EVI 19 Dic min       float64\n",
       "EVI 19 Dic max       float64\n",
       "EVI 1 Ene media      float64\n",
       "EVI 1 Ene min        float64\n",
       "EVI 1 Ene max        float64\n",
       "EVI 17 Ene media     float64\n",
       "EVI 17 Ene min       float64\n",
       "EVI 17 Ene max       float64\n",
       "EVI 2 Feb media      float64\n",
       "EVI 2 Feb min        float64\n",
       "EVI 2 Feb max        float64\n",
       "RINDE                  int64\n",
       "H_Nov                 object\n",
       "H_Dic                 object\n",
       "H_Ene                 object\n",
       "T_Med_Nov            float64\n",
       "T > 33 Nov             int64\n",
       "T_Med_Dic            float64\n",
       "T > 33 Dic             int64\n",
       "T_Med_Ene            float64\n",
       "T > 33 Ene             int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Consultar el tipo de datos de cada columna\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "float64    25\n",
       "object     11\n",
       "int64       4\n",
       "dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Contabilizar las variables por tipo de datos\n",
    "df.dtypes.value_counts()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>CICLO</th>\n",
       "      <th>EVENTO</th>\n",
       "      <th>LOTE</th>\n",
       "      <th>pp Nov</th>\n",
       "      <th>pp Dic</th>\n",
       "      <th>pp Ene</th>\n",
       "      <th>IPC</th>\n",
       "      <th>EROSION POTENCIAL</th>\n",
       "      <th>H_Nov</th>\n",
       "      <th>H_Dic</th>\n",
       "      <th>H_Ene</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2001/02</td>\n",
       "      <td>Neutro</td>\n",
       "      <td>TEMPEL N2</td>\n",
       "      <td>353</td>\n",
       "      <td>140</td>\n",
       "      <td>156</td>\n",
       "      <td>52</td>\n",
       "      <td>moderadamente susceptible</td>\n",
       "      <td>1458</td>\n",
       "      <td>677</td>\n",
       "      <td>1064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2001/02</td>\n",
       "      <td>Neutro</td>\n",
       "      <td>3D</td>\n",
       "      <td>353</td>\n",
       "      <td>140</td>\n",
       "      <td>156</td>\n",
       "      <td>34</td>\n",
       "      <td>practicamente no susceptible</td>\n",
       "      <td>1463</td>\n",
       "      <td>696</td>\n",
       "      <td>1111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2001/02</td>\n",
       "      <td>Neutro</td>\n",
       "      <td>6NORTE</td>\n",
       "      <td>353</td>\n",
       "      <td>140</td>\n",
       "      <td>156</td>\n",
       "      <td>32</td>\n",
       "      <td>moderadamente susceptible</td>\n",
       "      <td>1459</td>\n",
       "      <td>689</td>\n",
       "      <td>1093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2001/02</td>\n",
       "      <td>Neutro</td>\n",
       "      <td>BUEYES NORTE</td>\n",
       "      <td>358</td>\n",
       "      <td>136</td>\n",
       "      <td>120</td>\n",
       "      <td>32</td>\n",
       "      <td>moderadamente susceptible</td>\n",
       "      <td>1455</td>\n",
       "      <td>689</td>\n",
       "      <td>1092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2001/02</td>\n",
       "      <td>Neutro</td>\n",
       "      <td>4</td>\n",
       "      <td>337</td>\n",
       "      <td>153</td>\n",
       "      <td>170</td>\n",
       "      <td>50</td>\n",
       "      <td>moderadamente susceptible</td>\n",
       "      <td>1483</td>\n",
       "      <td>759</td>\n",
       "      <td>1239</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     CICLO  EVENTO          LOTE pp Nov pp Dic pp Ene IPC  \\\n",
       "0  2001/02  Neutro     TEMPEL N2    353    140    156  52   \n",
       "1  2001/02  Neutro            3D    353    140    156  34   \n",
       "2  2001/02  Neutro        6NORTE    353    140    156  32   \n",
       "3  2001/02  Neutro  BUEYES NORTE    358    136    120  32   \n",
       "4  2001/02  Neutro             4    337    153    170  50   \n",
       "\n",
       "              EROSION POTENCIAL H_Nov H_Dic H_Ene  \n",
       "0     moderadamente susceptible  1458   677  1064  \n",
       "1  practicamente no susceptible  1463   696  1111  \n",
       "2     moderadamente susceptible  1459   689  1093  \n",
       "3     moderadamente susceptible  1455   689  1092  \n",
       "4     moderadamente susceptible  1483   759  1239  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Visualizar las variables tipo object\n",
    "df.select_dtypes(include=['object']).head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# Obtener el registro con el valor  tipo string \"None\" en la columna pp Nov\n",
    "df[df['pp Nov'] == \"None\"]\n",
    "# Converitr el valor \"None\" a NaN\n",
    "df.replace(\"None\", np.nan, inplace=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reemplazar el valor NaN por la media de la columna\n",
    "df['pp Nov'] = df['pp Nov'].astype(float)\n",
    "df['pp Nov'].fillna(df['pp Nov'].mean(), inplace=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Obtener los registros con valores tipo string \"None\" en la columna pp Dic\n",
    "df[df['pp Dic'] == \"None\"]\n",
    "# Converitr el valor \"None\" a NaN\n",
    "df.replace(\"None\", np.nan, inplace=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reemplazar el valor NaN por la media de la columna pp Dic\n",
    "df['pp Dic'] = df['pp Dic'].astype(float)\n",
    "df['pp Dic'].fillna(df['pp Dic'].mean(), inplace=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Obtener los registros con valores tipo string \"None\" en la columna pp Ene\n",
    "df[df['pp Ene'] == \"None\"]\n",
    "# Converitr el valor \"None\" a NaN\n",
    "df.replace(\"None\", np.nan, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reemplazar el valor NaN por la media de la columna pp Ene\n",
    "df['pp Ene'] = df['pp Ene'].astype(float)\n",
    "df['pp Ene'].fillna(df['pp Ene'].mean(), inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Obtener los registros con valores tipo string \"None\" en la columna IPC\n",
    "df[df['IPC'] == \"None\"]\n",
    "# Converitr el valor \"None\" a NaN\n",
    "df.replace(\"None\", np.nan, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reemplazar el valor NaN por la media de la columna IPC\n",
    "df['IPC'] = df['IPC'].astype(float)\n",
    "df['IPC'].fillna(df['IPC'].mean(), inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Obtener los registros con valores tipo string \"None\" en la columna EROSION POTENCIAL\n",
    "df[df['EROSION POTENCIAL'] == \"None\"]\n",
    "# Converitr el valor \"None\" a NaN\n",
    "df.replace(\"None\", np.nan, inplace=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reemplazar el valor NaN por la moda de la columna EROSION POTENCIAL\n",
    "df['EROSION POTENCIAL'].fillna(df['EROSION POTENCIAL'].mode()[0], inplace=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Guardar el dataframe en un archivo csv\n",
    "df.to_csv(\"./data/datos_sin_none.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\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>CICLO</th>\n",
       "      <th>EVENTO</th>\n",
       "      <th>LOTE</th>\n",
       "      <th>SUP</th>\n",
       "      <th>pp Nov</th>\n",
       "      <th>pp Dic</th>\n",
       "      <th>pp Ene</th>\n",
       "      <th>IPC</th>\n",
       "      <th>EROSION POTENCIAL</th>\n",
       "      <th>EVI 1 Nov media</th>\n",
       "      <th>...</th>\n",
       "      <th>RINDE</th>\n",
       "      <th>H_Nov</th>\n",
       "      <th>H_Dic</th>\n",
       "      <th>H_Ene</th>\n",
       "      <th>T_Med_Nov</th>\n",
       "      <th>T &gt; 33 Nov</th>\n",
       "      <th>T_Med_Dic</th>\n",
       "      <th>T &gt; 33 Dic</th>\n",
       "      <th>T_Med_Ene</th>\n",
       "      <th>T &gt; 33 Ene</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2001/02</td>\n",
       "      <td>Neutro</td>\n",
       "      <td>TEMPEL N2</td>\n",
       "      <td>64.8</td>\n",
       "      <td>353.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>moderadamente susceptible</td>\n",
       "      <td>0.212712</td>\n",
       "      <td>...</td>\n",
       "      <td>6675</td>\n",
       "      <td>1458</td>\n",
       "      <td>677</td>\n",
       "      <td>1064</td>\n",
       "      <td>20.4</td>\n",
       "      <td>0</td>\n",
       "      <td>22.9</td>\n",
       "      <td>0</td>\n",
       "      <td>24.5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2001/02</td>\n",
       "      <td>Neutro</td>\n",
       "      <td>3D</td>\n",
       "      <td>118.4</td>\n",
       "      <td>353.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>34.000000</td>\n",
       "      <td>practicamente no susceptible</td>\n",
       "      <td>0.509707</td>\n",
       "      <td>...</td>\n",
       "      <td>8357</td>\n",
       "      <td>1463</td>\n",
       "      <td>696</td>\n",
       "      <td>1111</td>\n",
       "      <td>20.4</td>\n",
       "      <td>0</td>\n",
       "      <td>22.9</td>\n",
       "      <td>0</td>\n",
       "      <td>24.5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2001/02</td>\n",
       "      <td>Neutro</td>\n",
       "      <td>6NORTE</td>\n",
       "      <td>143.6</td>\n",
       "      <td>353.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>moderadamente susceptible</td>\n",
       "      <td>0.484929</td>\n",
       "      <td>...</td>\n",
       "      <td>7296</td>\n",
       "      <td>1459</td>\n",
       "      <td>689</td>\n",
       "      <td>1093</td>\n",
       "      <td>20.4</td>\n",
       "      <td>0</td>\n",
       "      <td>22.9</td>\n",
       "      <td>0</td>\n",
       "      <td>24.5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2001/02</td>\n",
       "      <td>Neutro</td>\n",
       "      <td>BUEYES NORTE</td>\n",
       "      <td>143.1</td>\n",
       "      <td>358.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>moderadamente susceptible</td>\n",
       "      <td>0.327773</td>\n",
       "      <td>...</td>\n",
       "      <td>4668</td>\n",
       "      <td>1455</td>\n",
       "      <td>689</td>\n",
       "      <td>1092</td>\n",
       "      <td>20.4</td>\n",
       "      <td>0</td>\n",
       "      <td>22.9</td>\n",
       "      <td>0</td>\n",
       "      <td>24.5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2001/02</td>\n",
       "      <td>Neutro</td>\n",
       "      <td>4</td>\n",
       "      <td>69.4</td>\n",
       "      <td>337.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>moderadamente susceptible</td>\n",
       "      <td>0.374044</td>\n",
       "      <td>...</td>\n",
       "      <td>5848</td>\n",
       "      <td>1483</td>\n",
       "      <td>759</td>\n",
       "      <td>1239</td>\n",
       "      <td>20.4</td>\n",
       "      <td>0</td>\n",
       "      <td>22.9</td>\n",
       "      <td>0</td>\n",
       "      <td>24.5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2001/02</td>\n",
       "      <td>Neutro</td>\n",
       "      <td>10</td>\n",
       "      <td>94.4</td>\n",
       "      <td>337.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>moderadamente susceptible</td>\n",
       "      <td>0.246567</td>\n",
       "      <td>...</td>\n",
       "      <td>5596</td>\n",
       "      <td>1480</td>\n",
       "      <td>754</td>\n",
       "      <td>1236</td>\n",
       "      <td>20.4</td>\n",
       "      <td>0</td>\n",
       "      <td>22.9</td>\n",
       "      <td>0</td>\n",
       "      <td>24.5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2001/02</td>\n",
       "      <td>Neutro</td>\n",
       "      <td>14</td>\n",
       "      <td>85.1</td>\n",
       "      <td>334.0</td>\n",
       "      <td>147.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>practicamente no susceptible</td>\n",
       "      <td>0.314891</td>\n",
       "      <td>...</td>\n",
       "      <td>4091</td>\n",
       "      <td>1471</td>\n",
       "      <td>741</td>\n",
       "      <td>1249</td>\n",
       "      <td>20.4</td>\n",
       "      <td>0</td>\n",
       "      <td>22.9</td>\n",
       "      <td>0</td>\n",
       "      <td>24.5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2002/03</td>\n",
       "      <td>Niño</td>\n",
       "      <td>SAN CARLOS A NORTEL</td>\n",
       "      <td>97.2</td>\n",
       "      <td>356.0</td>\n",
       "      <td>405.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>moderadamente susceptible</td>\n",
       "      <td>0.562010</td>\n",
       "      <td>...</td>\n",
       "      <td>6961</td>\n",
       "      <td>1558</td>\n",
       "      <td>1575</td>\n",
       "      <td>792</td>\n",
       "      <td>21.3</td>\n",
       "      <td>0</td>\n",
       "      <td>22.3</td>\n",
       "      <td>0</td>\n",
       "      <td>25.1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2002/03</td>\n",
       "      <td>Niño</td>\n",
       "      <td>SAN FRANCISCO C</td>\n",
       "      <td>77.3</td>\n",
       "      <td>349.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>moderadamente susceptible</td>\n",
       "      <td>0.562575</td>\n",
       "      <td>...</td>\n",
       "      <td>5615</td>\n",
       "      <td>1552</td>\n",
       "      <td>1565</td>\n",
       "      <td>785</td>\n",
       "      <td>21.3</td>\n",
       "      <td>0</td>\n",
       "      <td>22.3</td>\n",
       "      <td>0</td>\n",
       "      <td>25.1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2002/03</td>\n",
       "      <td>Niño</td>\n",
       "      <td>3C3</td>\n",
       "      <td>68.5</td>\n",
       "      <td>349.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>45.895349</td>\n",
       "      <td>moderadamente susceptible</td>\n",
       "      <td>0.561429</td>\n",
       "      <td>...</td>\n",
       "      <td>8849</td>\n",
       "      <td>1556</td>\n",
       "      <td>1569</td>\n",
       "      <td>805</td>\n",
       "      <td>21.3</td>\n",
       "      <td>0</td>\n",
       "      <td>22.3</td>\n",
       "      <td>0</td>\n",
       "      <td>25.1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     CICLO  EVENTO                 LOTE    SUP  pp Nov  pp Dic  pp Ene  \\\n",
       "0  2001/02  Neutro            TEMPEL N2   64.8   353.0   140.0   156.0   \n",
       "1  2001/02  Neutro                   3D  118.4   353.0   140.0   156.0   \n",
       "2  2001/02  Neutro               6NORTE  143.6   353.0   140.0   156.0   \n",
       "3  2001/02  Neutro         BUEYES NORTE  143.1   358.0   136.0   120.0   \n",
       "4  2001/02  Neutro                    4   69.4   337.0   153.0   170.0   \n",
       "5  2001/02  Neutro                   10   94.4   337.0   153.0   170.0   \n",
       "6  2001/02  Neutro                   14   85.1   334.0   147.0   170.0   \n",
       "7  2002/03    Niño  SAN CARLOS A NORTEL   97.2   356.0   405.0   121.0   \n",
       "8  2002/03    Niño      SAN FRANCISCO C   77.3   349.0   418.0   120.0   \n",
       "9  2002/03    Niño                  3C3   68.5   349.0   418.0   120.0   \n",
       "\n",
       "         IPC             EROSION POTENCIAL  EVI 1 Nov media  ...  RINDE  \\\n",
       "0  52.000000     moderadamente susceptible         0.212712  ...   6675   \n",
       "1  34.000000  practicamente no susceptible         0.509707  ...   8357   \n",
       "2  32.000000     moderadamente susceptible         0.484929  ...   7296   \n",
       "3  32.000000     moderadamente susceptible         0.327773  ...   4668   \n",
       "4  50.000000     moderadamente susceptible         0.374044  ...   5848   \n",
       "5  50.000000     moderadamente susceptible         0.246567  ...   5596   \n",
       "6  49.000000  practicamente no susceptible         0.314891  ...   4091   \n",
       "7  40.000000     moderadamente susceptible         0.562010  ...   6961   \n",
       "8  40.000000     moderadamente susceptible         0.562575  ...   5615   \n",
       "9  45.895349     moderadamente susceptible         0.561429  ...   8849   \n",
       "\n",
       "   H_Nov  H_Dic  H_Ene  T_Med_Nov  T > 33 Nov  T_Med_Dic  T > 33 Dic  \\\n",
       "0   1458    677   1064       20.4           0       22.9           0   \n",
       "1   1463    696   1111       20.4           0       22.9           0   \n",
       "2   1459    689   1093       20.4           0       22.9           0   \n",
       "3   1455    689   1092       20.4           0       22.9           0   \n",
       "4   1483    759   1239       20.4           0       22.9           0   \n",
       "5   1480    754   1236       20.4           0       22.9           0   \n",
       "6   1471    741   1249       20.4           0       22.9           0   \n",
       "7   1558   1575    792       21.3           0       22.3           0   \n",
       "8   1552   1565    785       21.3           0       22.3           0   \n",
       "9   1556   1569    805       21.3           0       22.3           0   \n",
       "\n",
       "   T_Med_Ene  T > 33 Ene  \n",
       "0       24.5           6  \n",
       "1       24.5           6  \n",
       "2       24.5           6  \n",
       "3       24.5           6  \n",
       "4       24.5           6  \n",
       "5       24.5           6  \n",
       "6       24.5           6  \n",
       "7       25.1           4  \n",
       "8       25.1           4  \n",
       "9       25.1           4  \n",
       "\n",
       "[10 rows x 40 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Leer el csv sin datos None\n",
    "df = pd.read_csv(\"./data/datos_sin_none.csv\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SUP</th>\n",
       "      <th>pp Nov</th>\n",
       "      <th>pp Dic</th>\n",
       "      <th>pp Ene</th>\n",
       "      <th>IPC</th>\n",
       "      <th>EVI 1 Nov media</th>\n",
       "      <th>EVI 1 Nov min</th>\n",
       "      <th>EVI 1 Nov max</th>\n",
       "      <th>EVI 17 Nov media</th>\n",
       "      <th>EVI 17 Nov min</th>\n",
       "      <th>...</th>\n",
       "      <th>RINDE</th>\n",
       "      <th>H_Nov</th>\n",
       "      <th>H_Dic</th>\n",
       "      <th>H_Ene</th>\n",
       "      <th>T_Med_Nov</th>\n",
       "      <th>T &gt; 33 Nov</th>\n",
       "      <th>T_Med_Dic</th>\n",
       "      <th>T &gt; 33 Dic</th>\n",
       "      <th>T_Med_Ene</th>\n",
       "      <th>T &gt; 33 Ene</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>176.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>...</td>\n",
       "      <td>176.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>176.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>84.7</td>\n",
       "      <td>224.9</td>\n",
       "      <td>257.2</td>\n",
       "      <td>240.8</td>\n",
       "      <td>45.9</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>...</td>\n",
       "      <td>7019.6</td>\n",
       "      <td>983.4</td>\n",
       "      <td>959.9</td>\n",
       "      <td>1136.7</td>\n",
       "      <td>21.3</td>\n",
       "      <td>1.1</td>\n",
       "      <td>23.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>25.3</td>\n",
       "      <td>6.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>46.7</td>\n",
       "      <td>100.4</td>\n",
       "      <td>179.3</td>\n",
       "      <td>108.3</td>\n",
       "      <td>12.9</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>...</td>\n",
       "      <td>2468.1</td>\n",
       "      <td>326.9</td>\n",
       "      <td>491.5</td>\n",
       "      <td>376.1</td>\n",
       "      <td>1.1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.6</td>\n",
       "      <td>3.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>8.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>390.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>503.0</td>\n",
       "      <td>20.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.2</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>53.5</td>\n",
       "      <td>160.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>155.2</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.3</td>\n",
       "      <td>...</td>\n",
       "      <td>5610.2</td>\n",
       "      <td>784.5</td>\n",
       "      <td>519.0</td>\n",
       "      <td>794.5</td>\n",
       "      <td>20.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.1</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>76.6</td>\n",
       "      <td>211.0</td>\n",
       "      <td>257.1</td>\n",
       "      <td>228.0</td>\n",
       "      <td>45.9</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.4</td>\n",
       "      <td>...</td>\n",
       "      <td>7278.0</td>\n",
       "      <td>969.0</td>\n",
       "      <td>1046.0</td>\n",
       "      <td>1064.0</td>\n",
       "      <td>20.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>25.2</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>109.6</td>\n",
       "      <td>315.5</td>\n",
       "      <td>389.0</td>\n",
       "      <td>305.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.5</td>\n",
       "      <td>...</td>\n",
       "      <td>8678.8</td>\n",
       "      <td>1184.5</td>\n",
       "      <td>1386.5</td>\n",
       "      <td>1455.0</td>\n",
       "      <td>21.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>24.1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>25.8</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>264.1</td>\n",
       "      <td>432.0</td>\n",
       "      <td>711.0</td>\n",
       "      <td>524.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.7</td>\n",
       "      <td>...</td>\n",
       "      <td>13315.0</td>\n",
       "      <td>1558.0</td>\n",
       "      <td>1751.0</td>\n",
       "      <td>1876.0</td>\n",
       "      <td>24.1</td>\n",
       "      <td>7.0</td>\n",
       "      <td>26.8</td>\n",
       "      <td>17.0</td>\n",
       "      <td>26.5</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         SUP  pp Nov  pp Dic  pp Ene    IPC  EVI 1 Nov media  EVI 1 Nov min  \\\n",
       "count  176.0   176.0   176.0   176.0  176.0            176.0          176.0   \n",
       "mean    84.7   224.9   257.2   240.8   45.9              0.4            0.3   \n",
       "std     46.7   100.4   179.3   108.3   12.9              0.1            0.1   \n",
       "min      8.5    50.0     8.0    23.0   13.0              0.2            0.2   \n",
       "25%     53.5   160.0    83.0   155.2   35.0              0.3            0.2   \n",
       "50%     76.6   211.0   257.1   228.0   45.9              0.3            0.3   \n",
       "75%    109.6   315.5   389.0   305.0   50.0              0.4            0.4   \n",
       "max    264.1   432.0   711.0   524.0   73.0              0.7            0.6   \n",
       "\n",
       "       EVI 1 Nov max  EVI 17 Nov media  EVI 17 Nov min  ...    RINDE   H_Nov  \\\n",
       "count          176.0             176.0           176.0  ...    176.0   175.0   \n",
       "mean             0.4               0.5             0.4  ...   7019.6   983.4   \n",
       "std              0.1               0.1             0.1  ...   2468.1   326.9   \n",
       "min              0.2               0.2             0.0  ...    390.0    78.0   \n",
       "25%              0.3               0.5             0.3  ...   5610.2   784.5   \n",
       "50%              0.4               0.6             0.4  ...   7278.0   969.0   \n",
       "75%              0.5               0.6             0.5  ...   8678.8  1184.5   \n",
       "max              0.8               0.8             0.7  ...  13315.0  1558.0   \n",
       "\n",
       "        H_Dic   H_Ene  T_Med_Nov  T > 33 Nov  T_Med_Dic  T > 33 Dic  \\\n",
       "count   175.0   175.0      176.0       176.0      176.0       176.0   \n",
       "mean    959.9  1136.7       21.3         1.1       23.5         2.5   \n",
       "std     491.5   376.1        1.1         2.0        1.0         3.0   \n",
       "min     240.0   503.0       20.3         0.0       21.7         0.0   \n",
       "25%     519.0   794.5       20.5         0.0       22.7         0.0   \n",
       "50%    1046.0  1064.0       20.9         0.0       23.5         3.0   \n",
       "75%    1386.5  1455.0       21.8         1.0       24.1         3.0   \n",
       "max    1751.0  1876.0       24.1         7.0       26.8        17.0   \n",
       "\n",
       "       T_Med_Ene  T > 33 Ene  \n",
       "count      176.0       176.0  \n",
       "mean        25.3         6.1  \n",
       "std          0.6         3.9  \n",
       "min         24.2         0.0  \n",
       "25%         25.1         2.0  \n",
       "50%         25.2         5.0  \n",
       "75%         25.8         9.0  \n",
       "max         26.5        13.0  \n",
       "\n",
       "[8 rows x 36 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "# Descripción de las variables numéricas\n",
    "df.describe().round(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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>CICLO</th>\n",
       "      <th>EVENTO</th>\n",
       "      <th>LOTE</th>\n",
       "      <th>EROSION POTENCIAL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>176</td>\n",
       "      <td>176</td>\n",
       "      <td>176</td>\n",
       "      <td>176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>16</td>\n",
       "      <td>3</td>\n",
       "      <td>112</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>2005/06</td>\n",
       "      <td>Niña</td>\n",
       "      <td>1</td>\n",
       "      <td>moderadamente susceptible</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>20</td>\n",
       "      <td>77</td>\n",
       "      <td>4</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          CICLO EVENTO LOTE          EROSION POTENCIAL\n",
       "count       176    176  176                        176\n",
       "unique       16      3  112                          4\n",
       "top     2005/06   Niña    1  moderadamente susceptible\n",
       "freq         20     77    4                         84"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Descripción de las variables categóricas\n",
    "df.describe(include=['O'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CICLO                 object\n",
       "EVENTO                object\n",
       "LOTE                  object\n",
       "SUP                  float64\n",
       "pp Nov               float64\n",
       "pp Dic               float64\n",
       "pp Ene               float64\n",
       "IPC                  float64\n",
       "EROSION POTENCIAL     object\n",
       "EVI 1 Nov media      float64\n",
       "EVI 1 Nov min        float64\n",
       "EVI 1 Nov max        float64\n",
       "EVI 17 Nov media     float64\n",
       "EVI 17 Nov min       float64\n",
       "EVI 17 Nov max       float64\n",
       "EVI 3 Dic media      float64\n",
       "EVI 3 Dic min        float64\n",
       "EVI 3 Dic max        float64\n",
       "EVI 19 Dic media     float64\n",
       "EVI 19 Dic min       float64\n",
       "EVI 19 Dic max       float64\n",
       "EVI 1 Ene media      float64\n",
       "EVI 1 Ene min        float64\n",
       "EVI 1 Ene max        float64\n",
       "EVI 17 Ene media     float64\n",
       "EVI 17 Ene min       float64\n",
       "EVI 17 Ene max       float64\n",
       "EVI 2 Feb media      float64\n",
       "EVI 2 Feb min        float64\n",
       "EVI 2 Feb max        float64\n",
       "RINDE                  int64\n",
       "H_Nov                float64\n",
       "H_Dic                float64\n",
       "H_Ene                float64\n",
       "T_Med_Nov            float64\n",
       "T > 33 Nov             int64\n",
       "T_Med_Dic            float64\n",
       "T > 33 Dic             int64\n",
       "T_Med_Ene            float64\n",
       "T > 33 Ene             int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Verificacion del tipo de datos\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "# Graficar \n",
    "fig, ax = plt.subplots (3,3, figsize=(10,10))\n",
    "plt.subplots_adjust(wspace=0.5, hspace=0.5)\n",
    "\n",
    "variables_numericas = [\"SUP\", \"pp Nov\", \"pp Dic\", \"pp Ene\", \"IPC\", \"EVI 1 Nov media\", \"EVI 1 Nov min\", \"EVI 1 Nov max\", \"EVI 17 Nov media\"]\n",
    "\n",
    "for i, variable in enumerate(variables_numericas):\n",
    "    sns.histplot(df[variable], ax=ax[i//3, i%3], color=\"green\", kde=True)\n",
    "    ax[i//3, i%3].set_title(variable)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Graficar \n",
    "fig, ax = plt.subplots (3,3, figsize=(10,10))\n",
    "plt.subplots_adjust(wspace=0.5, hspace=0.5)\n",
    "\n",
    "variables_numericas = [\"EVI 17 Nov min\", \"EVI 17 Nov max\", \"EVI 3 Dic media\", \"EVI 3 Dic min\", \"EVI 3 Dic max\", \"EVI 19 Dic media\", \"EVI 19 Dic min\", \"EVI 19 Dic max\", \"EVI 1 Ene media\"]\n",
    "\n",
    "for i, variable in enumerate(variables_numericas):\n",
    "    sns.histplot(df[variable], ax=ax[i//3, i%3], color=\"green\", kde=True)\n",
    "    ax[i//3, i%3].set_title(variable)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Graficar \n",
    "fig, ax = plt.subplots (3,3, figsize=(10,10))\n",
    "plt.subplots_adjust(wspace=0.5, hspace=0.5)\n",
    "\n",
    "variables_numericas = [\"EVI 1 Ene min\", \"EVI 1 Ene max\", \"EVI 17 Ene media\", \"EVI 17 Ene min\", \"EVI 17 Ene max\", \"EVI 2 Feb media\", \"EVI 2 Feb min\", \"EVI 2 Feb max\", \"RINDE\"]\n",
    "\n",
    "for i, variable in enumerate(variables_numericas):\n",
    "    sns.histplot(df[variable], ax=ax[i//3, i%3], color=\"green\", kde=True)\n",
    "    ax[i//3, i%3].set_title(variable)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "### Los histogramas de rendimiento y el EVI de diciembre presentan una distribución normal, mientras que la precipitación de diciembre tiende a concentrarse hacia valores más bajos.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Graficar \n",
    "fig, ax = plt.subplots (3,3, figsize=(10,10))\n",
    "plt.subplots_adjust(wspace=0.5, hspace=0.5)\n",
    "\n",
    "variables_numericas = [\"H_Nov\", \"H_Dic\", \"H_Ene\", \"T_Med_Nov\", \"T > 33 Nov\", \"T_Med_Dic\", \"T > 33 Dic\", \"T_Med_Ene\", \"T > 33 Ene\"]\n",
    "\n",
    "for i, variable in enumerate(variables_numericas):\n",
    "    sns.histplot(df[variable], ax=ax[i//3, i%3], color=\"green\", kde=True)\n",
    "    ax[i//3, i%3].set_title(variable)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Graficar variables categoricas \n",
    "fig, ax = plt.subplots (2,2, figsize=(10,10))\n",
    "plt.subplots_adjust(wspace=0.5, hspace=0.5)\n",
    "\n",
    "variables_categoricas =[\"CICLO\", \"EVENTO\", \"EROSION POTENCIAL\"]\n",
    "\n",
    "for i, variable in enumerate(variables_categoricas):\n",
    "    sns.countplot(x=variable, data=df, ax=ax[i//2, i%2], color=\"#34bf59\")\n",
    "    plt.xticks(rotation=45)\n",
    "\n",
    "for ax in ax.flat:\n",
    "    for label in ax.get_xticklabels():\n",
    "        label.set_rotation(45)\n",
    "        label.set_ha('right')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Análisis de valores atípicos "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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nxLFew6XwxhamgeUqfvCM4HE+EeAnpmnK5XJZHcNyp38GfB4nGYZR76co8LvcfPrpp/rLX6pOx5xzzjkqKSkJSKhg5vUfJLwx5QYenE8E+InL5VJqaqrVMYJKWlqa1RGCgtPpVFRUVL1uw+9pqdjYWBUWFlZZvmPHDrVv3z4goQAAAGrL75Gb4cOH6/7779fy5cvlcDhUWVmp/Px83XPPPRo1alR9ZAQANGAV11TU8usrNmBKOnWV9nBJoTrA+6MU/vbZO32637vb448/rjFjxqh9+/aec9xUVFRo+PDhevDBB+sjIwCgIWuk0C03ksTRC2ed37tb48aNlZubq6ysLO3YsUOVlZXq1auXzj///PrIBwAA4Jdad+nOnTurc+fOgcwCAABQZ36XG9M09cYbb+j999/XoUOHVFlZ6fX4ypUrAxYOAADAX36Xm7vuuksLFy7UwIEDFR8fz9dfAQBAUPG73LzyyitauXKlrrrqqvrIAwAAUCd+n+cmJiZG5513Xn1kAQAAqDO/y80jjzyiRx99VCdOnKiPPAAAAHXi97TUjTfeqFdffVWtW7dWx44d1bix9xf4t2/f7tfrzZ8/X7NmzVJhYaG6d++uOXPmKCUlpcbnu91uZWVl6ZVXXlFRUZE6dOigadOmaezYsf6+FcB23BUOnTxrWOgxTan8/7/fEBEmhfLhgCf3AyB0+V1uxowZo23btmnkyJF1PqB42bJlmjRpkubPn6/k5GQ9//zzGjJkiHbt2qVzzz232nX+8Ic/6ODBg1q0aJG6dOmiQ4cO6ccff6x1BsBObt8Qa3UEALCc3+Xmb3/7m5xOpy677LI6b/ypp55SRkaGxo0bJ0maM2eOnE6nFixYoOzs7CrPX7t2rdavX6+vvvpKLVu2lCR17NixzjkAAIB9+F1uEhISFB0dXecNl5eXa9u2bZoyZYrX8sGDB2vTpk3VrvPWW2+pT58+evLJJ7V06VI1bdpUv//97/XYY4/VeIVRt9stt9vtuV9WVlbn7EAwMQxDTqfT6hiWc7lcnqsur1q1SoZhWJwoOPA5IBT5XW5mz56t++67T88991ydRk2Ki4tVUVGh+Ph4r+Xx8fEqKiqqdp2vvvpKH3zwgQzD0F//+lcVFxdrwoQJOnz4sBYvXlztOtnZ2Xr00UdrnRMIdg6Ho8ZyH6oMw+AzAUKY3+Vm5MiROn78uDp37qwmTZpUOaD48OHDfr3ez4/ZMU2zxuN4Kisr5XA4lJubq5iYGEknp7ZuuOEG/fnPf672f2ZTp05VZmam535ZWZkSEhL8yggAABoOv8vNnDlzArLhVq1aKTw8vMoozaFDh6qM5pzStm1btW/f3lNsJKlr164yTVMHDhyo9uKdkZGRioyMDEhmAAAQ/PwuN6NHjw7IhiMiItS7d2/l5eVp6NChnuV5eXmeefOfS05O1vLly3X06FE1a9ZMkvTFF18oLCxMHTp0CEguAADQsPl9Er9AyszM1IsvvqjFixdr9+7dmjx5sgoKCjR+/HhJJ6eURo0a5Xn+8OHDFRcXp1tuuUW7du3Shg0bdO+992rs2LHMrwMAAEm1GLkJpGHDhqmkpERZWVkqLCxUUlKS1qxZo8TERElSYWGhCgoKPM9v1qyZ8vLydOedd6pPnz6Ki4vTH/7wB02fPt2qtwAAAIKMpeVGkiZMmKAJEyZU+1hOTk6VZb/61a+Ul5dXz6kAAEBDZem0FAAAQKD5XW5KS0ur/br34cOHOUEeAACwnN/l5qabbtJrr71WZfnrr7+um266KSChAAAAasvvcrN582YNHDiwyvLf/OY32rx5c0BCAQAA1JbfBxS73e5qr8L9ww8/6MSJEwEJ1WBUhvDVyE3zp/cf1kiqw9XhG7RQ3gcAIEj5XW769u2rhQsXau7cuV7Ln3vuOfXu3TtgwRqCpttzrY4AAAB+xu9y8/jjj+vKK6/UJ598oiuuuEKStG7dOm3ZskXvvPNOwAMCAAD4w+9yk5ycrA8//FCzZs3S66+/rqioKF100UVatGhRtdd2shvDMOR0Oq2OYTmXy+W5TMaqVatkGIbFiazHZwAAwaFWJ/Hr2bOncnNDc0rG4XBwqYefMQyDzwQAEDR8KjdlZWWKjo72/Hwmp54HAABgBZ/KTYsWLVRYWKjWrVsrNjZWjmq+GWOaphwOhyoqKgIeEgAAwFc+lZv33ntPLVu2lCS9//779RoIAACgLnwqN5dffnm1PwMAAAQbvw8o3rNnj1atWqWvv/5aDodD5513ntLS0nTeeefVRz4AAAC/+FVusrOz9dBDD6myslKtW7eWaZr67rvvdP/99+uJJ57QPffcU185AQAAfOLztaXef/99Pfjgg5o2bZqKi4tVWFiooqIifffdd5oyZYqmTJmiDRs21GdWAACAX+TzyM1zzz2ncePG6ZFHHvFa3rJlS2VlZamoqEgLFizQgAEDAp0RAADAZz6P3Hz88cdKT0+v8fH09HR99NFHAQkFAABQWz6P3Bw8eFAdO3as8fFOnTqpqKgoEJkAAA2caZo/3fnRuhwIEqftA177Rj3xudy4XC5FRETU+Hjjxo1VXl4ekFAAgIbN7XZ7fg5/O9zCJAg2brdbTZo0qddt+PVtqRdffFHNmjWr9rEjR44EJBAAAEBd+Fxuzj33XL3wwgu/+BwAACIjIz0/V1xTUcvLNMM2fvxpBO/0faO++Ly7ff311/UYAwBgJ17XIGwkyg08qrs+ZaD5/G0pAACAhoByAwAAbIVyAwAAbIVyAwAAbIVyAwAAbMXv49ePHTumbdu2qbCwUOHh4erUqZMuvvjis3L0MwAAwC/xudxUVlZqypQp+vOf/yyXyyXpp1Mon3vuuZo7d66uueaa+kkJAADgI5+npR544AGtXr1af/nLX7RmzRolJydrxowZ2rVrl0aNGqUbb7xR77zzTn1mBQAA+EU+j9wsXbpUr732mlJSUiRJSUlJ+tWvfqW77rpLWVlZaty4sR555BENHjy43sICAAD8Ep9Hbo4cOaL27dt77rdt21Yul0vff/+9JOn666/XJ598EviEAAAAfvC53PTo0UOvvvqq5/7rr7+uZs2aqU2bNpJOHpNzNq4XAQAAcCY+T0tlZWXp6quv1ltvvSXDMLRp0ybNmjXL8/jatWvVq1evegkJAADgK59Hbq644gp9/PHHuvLKK9W3b1+tWbNGkyZN8jx+zz33aN26dfWREQAAwGd+nefmoosu0kUXXVRfWQAAAOosYGcoPnbsmDZs2BColwMAAKiVgJWbvXv3auDAgYF6OQAAgFrh2lIAAMBWfD7mpmXLlmd8vKKios5hAAAA6srncuN2u3XbbbepR48e1T6+b98+PfroowELBgAAUBs+l5uePXsqISFBo0ePrvbxTz75hHIDAAAs5/MxN1dffbX+/e9/1/h4y5YtNWrUqEBkAgAAqDWfR24eeOCBMz6ekJCgJUuW1DkQAABAXfBtKQAAYCt+naEYwcE0TblcLksznL59q7NIkmEYcjgcVscAAAQByk0D5HK5lJqaanUMj7S0NKsjyOl0KioqyuoYAIAgwLQUAACwFUZuGiDDMOR0Oi3NYJqm3G63JCkyMtLyKSHDMCzdPgAgeFBuGiCHwxEUUzBNmjSxOgIAAFX4XG5atGjh01/nhw8frlMgAACAuvC53Dz99NOWTz0AAAD8Ep/LzciRI9WoEbNYAKri9ARVcXoCwDo+t5V27dpp1KhRysjIUNeuXeszE4AGhtMTVMXpCQDr+PxV8MmTJ+vtt99WUlKS+vXrp0WLFuno0aP1mQ0AAMBvDtM0TX9W2LhxoxYvXqw33nhDknTDDTdo3LhxSk5OrpeAgVZWVqaYmBiVlpYqOjra6jiALQTDtFQwnp7A6gxWOnHihGc0r2JoBd/NDXU/SuF/DZdU+1FNf35/+727paSkKCUlRfPmzdNrr72mnJwcpaSk6Pzzz1dGRobuu+8+vwMDaNg4PQGAYFLrMxQ3bdpUGRkZ2rhxo95++20VFxdr6tSpgcwGAADgt1qXm+PHj2vJkiUaMGCAfv/73ysuLk6PP/54ILMBAAD4ze9ys3HjRo0dO1Zt2rTRHXfcoU6dOun999/XF198oSlTpvgdYP78+erUqZMMw1Dv3r21cePGGp/797//XQ6Ho8rtn//8p9/bBQAA9uTzMTdPPPGEcnJy9OWXX6pPnz6aNWuWbr755jodlLts2TJNmjRJ8+fPV3Jysp5//nkNGTJEu3bt0rnnnlvjep9//rnXds8555xaZwAAAPbi88jN008/rauvvlqffPKJNm/erFtvvbXO3zZ66qmnlJGRoXHjxqlr166aM2eOEhIStGDBgjOu17p1a7Vp08ZzCw8Pr1MOAABgHz6P3Hz77bdq3LhxwDZcXl6ubdu2VZnKGjx4sDZt2nTGdXv16iWXy6Vu3brpwQcf1MCBA2t8rtvt9nw9VDr5VTIAAGBfPo/cpKWlqbS01HP/8ccf17///W/P/ZKSEnXr1s3nDRcXF6uiokLx8fFey+Pj41VUVFTtOm3bttXChQu1YsUKrVy5UhdeeKGuuOIKbdiwocbtZGdnKyYmxnNLSEjwOSMAAGh4fB65Wbt2rdcIyMyZM3XzzTcrNjZWkvTjjz/q888/9zvAz09yZZpmjSe+uvDCC3XhhRd67vfr10/79+/Xf//3f2vAgAHVrjN16lRlZmZ67peVlVFwAACwsVp/FdzPExtX0apVK4WHh1cZpTl06FCV0Zwz+Y//+A/t2bOnxscjIyMVHR3tdQMAAPZV63JTVxEREerdu7fy8vK8lufl5al///4+v86OHTvUtm3bQMcDAAANlM/TUqfOKfPzZXWRmZmp9PR09enTR/369dPChQtVUFCg8ePHSzo5pfTNN9/o5ZdfliTNmTNHHTt2VPfu3VVeXq5XXnlFK1as0IoVK+qUAwAA2IfP5cY0TY0ZM0aRkZGSJJfLpfHjx6tp06aS5HU8jq+GDRumkpISZWVlqbCwUElJSVqzZo0SExMlSYWFhSooKPA8v7y8XPfcc4+++eYbRUVFqXv37vrb3/6mq666yu9tAwAAe/L5quC33HKLTy+4ZMmSOgWqb1wVHADqn9dVwa8J4auCm5Iq/v/ncEmheqH4H6Xwt4PwquDBXloAAMHp1C814Gyx7IBiAACA+hCqA4UAgHpkGIacTqfVMSzncrmUlpYmSVq1apUMw7A4kfXOxmdAuQEABJzD4ajVcRV2ZhgGn8lZwrQUAACwFcoNAACwFcoNAACwFcoNAACwFcoNAACwFcoNAACwFcoNAACwFcoNAACwFcoNAACwFcoNAACwFcoNAACwFcoNAACwFcoNAACwFcoNAACwFcoNAACwFcoNAACwFcoNAACwFcoNANvIz8/XjTfeqPz8fKujALAQ5QaALbhcLs2ePVsHDx7U7Nmz5XK5rI4EwCKUGwC28Morr6ikpESSVFJSotzcXIsTAbAK5Qa1xhQAgsWBAweUm5sr0zQlSaZpKjc3VwcOHLA4GQArUG5QK0wBIFiYpqmnn366xuWnCg+A0EG5Qa0wBYBgsW/fPm3ZskUVFRVeyysqKrRlyxbt27fPomQArEK5gd+YAkAwSUxMVN++fRUeHu61PDw8XJdccokSExMtSgbAKpQb+IUpAAQbh8OhyZMn17jc4XBYkAqAlSg38AtTAAhGHTp00IgRIzxFxuFwaMSIEWrfvr3FyQBYgXIDvzAFgGA1cuRIxcXFSZJatWqlESNGWJwIgFUoN/ALUwAIVoZh6O6771Z8fLwyMzNlGIbVkQBYhHIDvzEFgGCVnJys5cuXKzk52eooACxEuUGtMAUAAAhWlBvUClMAAIBg1cjqAGi4kpOTGf4HAAQdRm4AAICtUG4AAICtUG4AAICtUG4AAICtUG4AAICtUG4AAICtUG4AAICtUG4AAICtUG4AAICtUG4AAICtUG4AAICtUG4AAICtUG4AAICtUG4AAICtUG4AAICtUG4AAICtUG4AAICtUG4AAICtUG4AAICtUG4AAICtUG4AAICtUG4AAICtUG4AAICtUG4AAICtWF5u5s+fr06dOskwDPXu3VsbN270ab38/Hw1atRIPXv2rN+AAACgQbG03CxbtkyTJk3StGnTtGPHDqWkpGjIkCEqKCg443qlpaUaNWqUrrjiirOUFAAANBSWlpunnnpKGRkZGjdunLp27ao5c+YoISFBCxYsOON6t956q4YPH65+/fqdpaQAAKChsKzclJeXa9u2bRo8eLDX8sGDB2vTpk01rrdkyRJ9+eWXevjhh33ajtvtVllZmdcNAADYl2Xlpri4WBUVFYqPj/daHh8fr6KiomrX2bNnj6ZMmaLc3Fw1atTIp+1kZ2crJibGc0tISKhzdgAAELwsP6DY4XB43TdNs8oySaqoqNDw4cP16KOP6oILLvD59adOnarS0lLPbf/+/XXODAAAgpdvwx/1oFWrVgoPD68ySnPo0KEqozmSdOTIEW3dulU7duzQHXfcIUmqrKyUaZpq1KiR3nnnHQ0aNKjKepGRkYqMjKyfNwEAAIKOZSM3ERER6t27t/Ly8ryW5+XlqX///lWeHx0drU8//VQ7d+703MaPH68LL7xQO3fu1KWXXnq2ogMAgCBm2ciNJGVmZio9PV19+vRRv379tHDhQhUUFGj8+PGSTk4pffPNN3r55ZcVFhampKQkr/Vbt24twzCqLAcAAKHL0nIzbNgwlZSUKCsrS4WFhUpKStKaNWuUmJgoSSosLPzFc94AAACczmGapml1iLOprKxMMTExKi0tVXR0tNVxAAA2duLECaWmpkqSnE6noqKiLE7UcPnz+9vyb0sBAAAEEuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYCuUGAADYSiOrAwAAUB9M05TL5bI0w+nbtzqLJBmGIYfDYXWMeke5AQDYksvlUmpqqtUxPNLS0qyOIKfTqaioKKtj1DumpQAAgK0wcgMAsCXDMOR0Oi3NYJqm3G63JCkyMtLyKSHDMCzd/tlCuQEA2JLD4QiKKZgmTZpYHSHkMC0FAABshXIDAABshXIDAABshXIDAABshXIDAABshXIDAABshXIDAABshXIDAABshXIDAABshXIDAABshXIDAABshXIDAABshXIDAABsJeSuCm6apiSprKzM4iQAAMBXp35vn/o9fiYhV26OHDkiSUpISLA4CQAA8NeRI0cUExNzxuc4TF8qkI1UVlbq22+/VfPmzeVwOKyO06CVlZUpISFB+/fvV3R0tNVxAPZJBCX2y8AwTVNHjhxRu3btFBZ25qNqQm7kJiwsTB06dLA6hq1ER0fzDxZBhX0SwYj9su5+acTmFA4oBgAAtkK5AQAAtkK5Qa1FRkbq4YcfVmRkpNVRAEnskwhO7JdnX8gdUAwAAOyNkRsAAGArlBsAAGArlBsAAGArlBsADVZOTo5iY2O9ln3zzTdKTEzUb3/7W3377bfq1q2bNeEQktgngwPlJkSMGTNGDodDM2bM8Fr+5ptvBvRMzV9//bUcDod27twZsNdEaPJlnx02bJi++OILr8ffe+89paenKy0tTcnJycrIyDhrmWFv7JMNR8idoTiUGYahmTNn6tZbb1WLFi0szVJeXq6IiAhLMyD4/dI+GxUVpaioKK9l6enpnp/vuOOOes+I0MI+2TAwchNCrrzySrVp00bZ2dk1PmfTpk0aMGCAoqKilJCQoIkTJ+rYsWOexx0Oh958802vdWJjY5WTkyNJ6tSpkySpV69ecjgc+s1vfiPp5F881157rbKzs9WuXTtdcMEFkqRPP/1UgwYNUlRUlOLi4vTHP/5RR48eDdybRoP2S/vsz6cAHnnkEfXs2VNLly5Vx44dFRMTo5tuuslzwVxJcrvdmjhxolq3bi3DMHTZZZdpy5Yt9f1WYBP1sU+uXbtWl112mWJjYxUXF6f//M//1Jdfflnfb8XWKDchJDw8XE888YTmzp2rAwcOVHn8008/VWpqqq677jr94x//0LJly/TBBx/49ZfGxx9/LEl69913VVhYqJUrV3oeW7dunXbv3q28vDytXr1ax48f1+9+9zu1aNFCW7Zs0fLly/Xuu+/ylw08fmmfrc6XX36pN998U6tXr9bq1au1fv16r2mE++67TytWrNBLL72k7du3q0uXLkpNTdXhw4fr623ARupjnzx27JgyMzO1ZcsWrVu3TmFhYRo6dKgqKyvr623YHuUmxAwdOlQ9e/bUww8/XOWxWbNmafjw4Zo0aZLOP/989e/fX88++6xefvlluVwun17/nHPOkSTFxcWpTZs2atmypeexpk2b6sUXX1T37t2VlJSk3NxcnThxQi+//LKSkpI0aNAgzZs3T0uXLtXBgwcD84bR4J1pn61OZWWlcnJylJSUpJSUFKWnp2vdunWSTv4SWbBggWbNmqUhQ4aoW7dueuGFFxQVFaVFixbV59uAjQRyn5Sk66+/Xtddd53OP/989ezZU4sWLdKnn36qXbt21ddbsD3KTQiaOXOmXnrppSr/cLZt26acnBw1a9bMc0tNTVVlZaX+9a9/1Xm7PXr08DrOZvfu3fr1r3+tpk2bepYlJyersrJSn3/+eZ23B/uoaZ+tTseOHdW8eXPP/bZt2+rQoUOSTv4F/cMPPyg5OdnzeOPGjXXJJZdo9+7dgQ8O2wrUPimd3C+HDx+u8847T9HR0Z7p/YKCgsAHDxGUmxA0YMAApaam6oEHHvBaXllZqVtvvVU7d+703D755BPt2bNHnTt3lnTymJufX7Hjhx9+8Gm7p5cYSTJNs8ZvagXyG1xo+GraZ6vTuHFjr/sOh8MzvH9q3/35/nWmfRGoTqD2SUm65pprVFJSohdeeEGbN2/W5s2bJZ384gVqh29LhagZM2aoZ8+engN7Jeniiy/WZ599pi5dutS43jnnnKPCwkLP/T179uj48eOe+6dGZioqKn4xQ7du3fTSSy/p2LFjnuKTn5+vsLAwr1yAVP0+668uXbooIiJCH3zwgYYPHy7pZDnfunWrJk2aFKCkCBWB2CdLSkq0e/duPf/880pJSZEkffDBB4GKGLIYuQlRPXr00IgRIzR37lzPsvvvv18ffvihbr/9du3cuVN79uzRW2+9pTvvvNPznFPHxWzfvl1bt27V+PHjvf4qad26taKiorR27VodPHhQpaWlNWYYMWKEDMPQ6NGj9b//+796//33deeddyo9PV3x8fH188bRYFW3z/qradOmuu2223Tvvfdq7dq12rVrl/7rv/5Lx48f59wj8Fsg9skWLVooLi5OCxcu1N69e/Xee+8pMzMzgClDE+UmhD322GNeU0wXXXSR1q9frz179iglJUW9evXSn/70J7Vt29bznNmzZyshIUEDBgzQ8OHDdc8996hJkyaexxs1aqRnn31Wzz//vNq1a6e0tLQat9+kSRM5nU4dPnxYffv21Q033KArrrhC8+bNq583jAbv5/tsbcyYMUPXX3+90tPTdfHFF2vv3r1yOp2Wn/sJDVNd98mwsDC99tpr2rZtm5KSkjR58mTNmjUrgAlDk8Os6/8pAAAAgggjNwAAwFYoNwAAwFYoNwAAwFYoNwAAwFYoNwAAwFYoNwAAwFYoNwAAwFYoNwAAwFYoNwAAwFYoNwDq3ZgxY+RwOKrcBg0apFatWmn69OnVrpedna1WrVqpvLxcOTk51b6GYRhVtjNjxgyv13nzzTc9V/2uKcvpt1P279+vjIwMtWvXThEREUpMTNRdd92lkpKSeviUAAQK5QbAWfG73/1OhYWFXrcVK1Zo5MiRysnJqfb6PEuWLFF6errnavPR0dFVXmPfvn1e6xiGoZkzZ+r777+vNsczzzzjtf6p7fx82VdffaU+ffroiy++0Kuvvqq9e/fqueee07p169SvXz8dPnw4kB8PgABqZHUAAKEhMjJSbdq0qbI8IyNDzzzzjDZs2KDLL7/cs3zjxo3as2eP19W6HQ5Hta9xuiuvvFJ79+5Vdna2nnzyySqPx8TEKCYmxmtZbGxslde9/fbbFRERoXfeeUdRUVGSpHPPPVe9evVS586dNW3aNC1YsOCX3ziAs46RGwCW6tGjh/r27aslS5Z4LV+8eLEuueQSJSUl+fV64eHheuKJJzR37lwdOHCgVpkOHz4sp9OpCRMmeIrNKW3atNGIESO0bNmyOl+hHED9oNwAOCtWr16tZs2aed0ee+wxSdLYsWP1xhtv6OjRo5Kko0ePavny5V6jNpJUWlpa5TUGDx5cZVtDhw5Vz5499fDDD9cq6549e2Saprp27Vrt4127dtX333+v7777rlavD6B+MS0F4KwYOHBglWmcli1bSpJuvvlmZWZmatmyZcrIyPCMitx0001ez2/evLm2b9/uteznIyunzJw5U4MGDdLdd98dwHdx0qkRm9MPPgYQPBi5AXBWNG3aVF26dPG6nSo3MTExuuGGGzxTU0uWLNENN9yg6Ohor9cICwur8hrt27evdnsDBgxQamqqHnjgAb+zdunSRQ6HQ7t27ar28X/+859q0aKFWrVq5fdrA6h/lBsAQSEjI0P5+flavXq18vPzq0xJ1caMGTP09ttva9OmTX6tFxcXp9/+9reaP3++Tpw44fVYUVGRcnNzNWzYMEZugCDFtBSAs8LtdquoqMhrWaNGjTyjH5dffrm6dOmiUaNGqUuXLhowYECV1zBNs8prSFLr1q0VFlb1b7UePXpoxIgRmjt3rt95582bp/79+ys1NVXTp09Xp06d9Nlnn+nee+9V+/bt9fjjj/v9mgDODkZuAJwVa9euVdu2bb1ul112mddzxo4dq++//15jx46t9jXKysqqvEbbtm116NChGrf72GOP1epbTeeff762bt2qzp07a9iwYercubP++Mc/auDAgfrwww89U2oAgo/D5LuMAADARhi5AQAAtkK5AQAAtkK5AQAAtkK5AQAAtkK5AQAAtkK5AQAAtkK5AQAAtkK5AQAAtkK5AQAAtkK5AQAAtkK5AQAAtvJ/aLydnzNq+nkAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "sns.boxplot(x=\"EVENTO\", y=\"RINDE\", data=df)\n",
    "plt.show()\n",
    "\n",
    "sns.boxplot(x=\"EVENTO\", y=\"EVI 19 Dic media\", data=df)\n",
    "plt.show()\n",
    "\n",
    "sns.boxplot(x=\"EVENTO\", y=\"pp Dic\", data=df)\n",
    "plt.show()\n",
    "\n",
    "sns.boxplot(x=\"EVENTO\", y=\"H_Dic\", data=df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6914    3\n",
       "9284    2\n",
       "4568    2\n",
       "8059    1\n",
       "8396    1\n",
       "       ..\n",
       "5724    1\n",
       "6613    1\n",
       "7989    1\n",
       "8354    1\n",
       "9943    1\n",
       "Name: RINDE, Length: 172, dtype: int64"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Obervar valores del RINDE\n",
    "df['RINDE'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Usuario\\AppData\\Local\\Temp\\ipykernel_11632\\874967248.py:2: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
      "  sns.heatmap(df.corr(), cmap=\"YlGnBu\", vmin=-1, vmax=1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Graficar la correlación entre las variables\n",
    "sns.heatmap(df.corr(), cmap=\"YlGnBu\", vmin=-1, vmax=1)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "# Dividir los datos en un conjunto de entrenamiento y un conjunto de prueba, excluyendo las columnas 'EVENTO', 'EROSION POTENCIAL' y 'LOTE'\n",
    "X_train, X_test, y_train, y_test = train_test_split(df.drop(['RINDE', 'CICLO', 'EVENTO', 'EROSION POTENCIAL', 'LOTE'], axis=1), df['RINDE'], test_size=0.2, random_state=42)\n",
    "\n",
    "# Crear un modelo de regresión lineal\n",
    "model = LinearRegression()\n",
    "\n",
    "# Ajustar el modelo al conjunto de entrenamiento\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "# Evaluar el rendimiento del modelo en el conjunto de prueba\n",
    "score = model.score(X_test, y_test)\n",
    "print('R^2 score:', score)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "PRUEBAKAGGEL",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.11"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}