VES_DataAnalysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import sklearn\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn import linear_model\n",
    "\n",
    "#import warnings\n",
    "#warnings.filterwarnings('ignore')\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# We will use the Seaborn library\n",
    "import seaborn as sns\n",
    "sns.set()\n",
    "\n",
    "# Graphics in SVG format are more sharp and legible\n",
    "%config InlineBackend.figure_format = 'svg'\n",
    "\n",
    "\n",
    "from IPython.display import Image\n",
    "\n",
    "\n",
    "\n",
    "from pylab import rcParams\n",
    "from sklearn.preprocessing import scale\n",
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "VES_FAM = pd.read_csv('VES.csv', delimiter=';')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>NUMBER</th>\n",
       "      <th>NAME</th>\n",
       "      <th>DESIG</th>\n",
       "      <th>FAM</th>\n",
       "      <th>S</th>\n",
       "      <th>CLASS</th>\n",
       "      <th>S.1</th>\n",
       "      <th>F</th>\n",
       "      <th>DIA.</th>\n",
       "      <th>S.2</th>\n",
       "      <th>...</th>\n",
       "      <th>F.3</th>\n",
       "      <th>AMIN</th>\n",
       "      <th>AMAX</th>\n",
       "      <th>U</th>\n",
       "      <th>NOTES</th>\n",
       "      <th>BIN</th>\n",
       "      <th>PRI</th>\n",
       "      <th>SAM</th>\n",
       "      <th>SD</th>\n",
       "      <th>WF</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4.0</td>\n",
       "      <td>Vesta</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>S</td>\n",
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       "      <td>S</td>\n",
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       "      <td>3.0</td>\n",
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       "      <td>Y</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>9.0</td>\n",
       "      <td>Metis</td>\n",
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       "      <td>Y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>63.0</td>\n",
       "      <td>Ausonia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>V</td>\n",
       "      <td>S</td>\n",
       "      <td>S</td>\n",
       "      <td>L</td>\n",
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       "      <td>90.00</td>\n",
       "      <td>M</td>\n",
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       "      <th>4</th>\n",
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       "      <td>?</td>\n",
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       "<p>5 rows × 29 columns</p>\n",
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      "text/plain": [
       "   NUMBER      NAME DESIG FAM  S CLASS S.1   F    DIA. S.2 ...   F.3  AMIN  \\\n",
       "0     4.0     Vesta   NaN   V  S     V   S NaN  468.30   M ...   NaN  0.12   \n",
       "1     9.0     Metis   NaN   V  T     S   L NaN  199.96   L ...   NaN  0.05   \n",
       "2    17.0    Thetis   NaN   V  S     S   L NaN   93.34   L ...   NaN  0.20   \n",
       "3    63.0   Ausonia   NaN   V  S     S   L NaN   90.00   M ...   NaN  0.27   \n",
       "4   113.0  Amalthea   NaN   V  S     S   S NaN   46.14   M ...   NaN  0.19   \n",
       "\n",
       "   AMAX    U  NOTES  BIN  PRI  SAM   SD   WF  \n",
       "0  0.19  3.0    NaN  NaN  NaN    Y  NaN  NaN  \n",
       "1  0.32  3.0    NaN  NaN  NaN    Y  NaN  NaN  \n",
       "2  0.40  3.0    NaN  NaN  NaN    Y  NaN  NaN  \n",
       "3  0.47  3.0    NaN  NaN  NaN    Y  NaN  NaN  \n",
       "4  0.22  3.0    NaN    ?  NaN    Y  NaN  NaN  \n",
       "\n",
       "[5 rows x 29 columns]"
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     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "VES_FAM.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
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      "text/plain": [
       "<Figure size 720x288 with 4 Axes>"
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     },
     "metadata": {},
     "output_type": "display_data"
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   ],
   "source": [
    "hist3 = ['DIA.', 'AMIN', 'AMAX']\n",
    "VES_FAM[hist3].hist(figsize=(10, 4));\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
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     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
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    "VES_FAM[hist3].plot(kind='density', subplots=True, layout=(1, 3), \n",
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     "metadata": {},
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   ],
   "source": [
    "sns.boxplot(x='AMAX',data=CVES)\n",
    "plt.title(\"Cuartiles de Amplitud Máxima - VESTAS\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
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     },
     "metadata": {},
     "output_type": "display_data"
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   ],
   "source": [
    "sns.boxplot(x='DIA.', data=CVES);\n",
    "plt.title(\"Cuartiles de Diámetro - VESTAS\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Eliminando asteroides con datos incompletos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "              NAME       DESIG  FAM    S CLASS  S.1  S.2  S.3 F.2 F.3 NOTES  \\\n",
       "count          590         582  590  590   590  590  590  590  55  23   153   \n",
       "unique         590         582    1    3     8    5   12    4   2   1    14   \n",
       "top     2003 YP112  2003 YP112    V    A     S    C    T    A   S   >     N   \n",
       "freq             1           1  590  558   555  547  311  570  33  23    43   \n",
       "\n",
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     "execution_count": 17,
     "metadata": {},
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   "source": [
    "VES_FAM.describe(include=['object'])"
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  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
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       "      <td>6.302000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.275000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>102232.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.622500</td>\n",
       "      <td>16.150000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>10.801500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.452500</td>\n",
       "      <td>0.610000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>513917.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>468.300000</td>\n",
       "      <td>18.590000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.460000</td>\n",
       "      <td>1234.171000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.920000</td>\n",
       "      <td>1.420000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              NUMBER    F        DIA.           H    B  F.1      ALBEDO  \\\n",
       "count     587.000000  0.0  590.000000  590.000000  0.0  0.0  590.000000   \n",
       "mean    76885.303237  NaN    5.681508   14.945017  NaN  NaN    0.203075   \n",
       "std     97121.026226  NaN   22.217395    1.736114  NaN  NaN    0.036107   \n",
       "min         4.000000  NaN    0.560000    3.200000  NaN  NaN    0.034100   \n",
       "25%     11782.000000  NaN    1.750000   14.022500  NaN  NaN    0.200000   \n",
       "50%     43662.000000  NaN    2.650000   15.245000  NaN  NaN    0.200000   \n",
       "75%    102232.000000  NaN    4.622500   16.150000  NaN  NaN    0.200000   \n",
       "max    513917.000000  NaN  468.300000   18.590000  NaN  NaN    0.460000   \n",
       "\n",
       "            PERIOD    P  DESC       AMIN        AMAX           U  \n",
       "count   550.000000  0.0   0.0  92.000000  526.000000  534.000000  \n",
       "mean     20.185603  NaN   NaN   0.327174    0.433137    2.061798  \n",
       "std      78.248759  NaN   NaN   0.188081    0.260693    0.499457  \n",
       "min       0.570000  NaN   NaN   0.040000    0.030000    1.000000  \n",
       "25%       4.359000  NaN   NaN   0.200000    0.210000    2.000000  \n",
       "50%       6.302000  NaN   NaN   0.275000    0.400000    2.000000  \n",
       "75%      10.801500  NaN   NaN   0.452500    0.610000    2.000000  \n",
       "max    1234.171000  NaN   NaN   0.920000    1.420000    3.000000  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "VES_FAM.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tenemos 590 asteroides, de los cuales tienen:\n",
    "\n",
    "590, el valor del diámetro\n",
    "\n",
    "92, el valor de la amplitud mínima\n",
    "\n",
    "526, el valor de la amplitud máxima\n",
    "\n",
    "550, el valor del periodo\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "VES_FAM.replace([np.inf, -np.inf], np.nan)\n",
    "CVES=VES_FAM.dropna(subset=['DIA.', 'AMAX'])\n",
    "#new_EOS_FAM = EOS_FAM.drop('DIA',axis ='columns')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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>NUMBER</th>\n",
       "      <th>NAME</th>\n",
       "      <th>DESIG</th>\n",
       "      <th>FAM</th>\n",
       "      <th>S</th>\n",
       "      <th>CLASS</th>\n",
       "      <th>S.1</th>\n",
       "      <th>F</th>\n",
       "      <th>DIA.</th>\n",
       "      <th>S.2</th>\n",
       "      <th>...</th>\n",
       "      <th>F.3</th>\n",
       "      <th>AMIN</th>\n",
       "      <th>AMAX</th>\n",
       "      <th>U</th>\n",
       "      <th>NOTES</th>\n",
       "      <th>BIN</th>\n",
       "      <th>PRI</th>\n",
       "      <th>SAM</th>\n",
       "      <th>SD</th>\n",
       "      <th>WF</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4.0</td>\n",
       "      <td>Vesta</td>\n",
       "      <td>NaN</td>\n",
       "      <td>V</td>\n",
       "      <td>S</td>\n",
       "      <td>V</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>468.30</td>\n",
       "      <td>M</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.19</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>9.0</td>\n",
       "      <td>Metis</td>\n",
       "      <td>NaN</td>\n",
       "      <td>V</td>\n",
       "      <td>T</td>\n",
       "      <td>S</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>199.96</td>\n",
       "      <td>L</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.32</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>17.0</td>\n",
       "      <td>Thetis</td>\n",
       "      <td>NaN</td>\n",
       "      <td>V</td>\n",
       "      <td>S</td>\n",
       "      <td>S</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>93.34</td>\n",
       "      <td>L</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.40</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>63.0</td>\n",
       "      <td>Ausonia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>V</td>\n",
       "      <td>S</td>\n",
       "      <td>S</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90.00</td>\n",
       "      <td>M</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.47</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>113.0</td>\n",
       "      <td>Amalthea</td>\n",
       "      <td>NaN</td>\n",
       "      <td>V</td>\n",
       "      <td>S</td>\n",
       "      <td>S</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>46.14</td>\n",
       "      <td>M</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.22</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>?</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Y</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   NUMBER      NAME DESIG FAM  S CLASS S.1   F    DIA. S.2 ...   F.3  AMIN  \\\n",
       "0     4.0     Vesta   NaN   V  S     V   S NaN  468.30   M ...   NaN  0.12   \n",
       "1     9.0     Metis   NaN   V  T     S   L NaN  199.96   L ...   NaN  0.05   \n",
       "2    17.0    Thetis   NaN   V  S     S   L NaN   93.34   L ...   NaN  0.20   \n",
       "3    63.0   Ausonia   NaN   V  S     S   L NaN   90.00   M ...   NaN  0.27   \n",
       "4   113.0  Amalthea   NaN   V  S     S   S NaN   46.14   M ...   NaN  0.19   \n",
       "\n",
       "   AMAX    U  NOTES  BIN  PRI  SAM   SD   WF  \n",
       "0  0.19  3.0    NaN  NaN  NaN    Y  NaN  NaN  \n",
       "1  0.32  3.0    NaN  NaN  NaN    Y  NaN  NaN  \n",
       "2  0.40  3.0    NaN  NaN  NaN    Y  NaN  NaN  \n",
       "3  0.47  3.0    NaN  NaN  NaN    Y  NaN  NaN  \n",
       "4  0.22  3.0    NaN    ?  NaN    Y  NaN  NaN  \n",
       "\n",
       "[5 rows x 29 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CVES.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
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       "        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>NUMBER</th>\n",
       "      <th>F</th>\n",
       "      <th>DIA.</th>\n",
       "      <th>H</th>\n",
       "      <th>B</th>\n",
       "      <th>F.1</th>\n",
       "      <th>ALBEDO</th>\n",
       "      <th>PERIOD</th>\n",
       "      <th>P</th>\n",
       "      <th>DESC</th>\n",
       "      <th>AMIN</th>\n",
       "      <th>AMAX</th>\n",
       "      <th>U</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>523.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>526.000000</td>\n",
       "      <td>526.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>526.000000</td>\n",
       "      <td>519.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>92.000000</td>\n",
       "      <td>526.000000</td>\n",
       "      <td>501.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>74183.839388</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.943422</td>\n",
       "      <td>14.938346</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.203449</td>\n",
       "      <td>20.630759</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.327174</td>\n",
       "      <td>0.433137</td>\n",
       "      <td>2.065868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>91960.312841</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23.509512</td>\n",
       "      <td>1.778724</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.038227</td>\n",
       "      <td>80.452959</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.188081</td>\n",
       "      <td>0.260693</td>\n",
       "      <td>0.515415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>4.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.560000</td>\n",
       "      <td>3.200000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.034100</td>\n",
       "      <td>0.570000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>11782.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.742500</td>\n",
       "      <td>14.052500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>4.290000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.210000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>43662.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.610000</td>\n",
       "      <td>15.280000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>6.252000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.275000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>97245.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.550000</td>\n",
       "      <td>16.157500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>10.667500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.452500</td>\n",
       "      <td>0.610000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>513917.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>468.300000</td>\n",
       "      <td>18.590000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.460000</td>\n",
       "      <td>1234.171000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.920000</td>\n",
       "      <td>1.420000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              NUMBER    F        DIA.           H    B  F.1      ALBEDO  \\\n",
       "count     523.000000  0.0  526.000000  526.000000  0.0  0.0  526.000000   \n",
       "mean    74183.839388  NaN    5.943422   14.938346  NaN  NaN    0.203449   \n",
       "std     91960.312841  NaN   23.509512    1.778724  NaN  NaN    0.038227   \n",
       "min         4.000000  NaN    0.560000    3.200000  NaN  NaN    0.034100   \n",
       "25%     11782.000000  NaN    1.742500   14.052500  NaN  NaN    0.200000   \n",
       "50%     43662.000000  NaN    2.610000   15.280000  NaN  NaN    0.200000   \n",
       "75%     97245.500000  NaN    4.550000   16.157500  NaN  NaN    0.200000   \n",
       "max    513917.000000  NaN  468.300000   18.590000  NaN  NaN    0.460000   \n",
       "\n",
       "            PERIOD    P  DESC       AMIN        AMAX           U  \n",
       "count   519.000000  0.0   0.0  92.000000  526.000000  501.000000  \n",
       "mean     20.630759  NaN   NaN   0.327174    0.433137    2.065868  \n",
       "std      80.452959  NaN   NaN   0.188081    0.260693    0.515415  \n",
       "min       0.570000  NaN   NaN   0.040000    0.030000    1.000000  \n",
       "25%       4.290000  NaN   NaN   0.200000    0.210000    2.000000  \n",
       "50%       6.252000  NaN   NaN   0.275000    0.400000    2.000000  \n",
       "75%      10.667500  NaN   NaN   0.452500    0.610000    2.000000  \n",
       "max    1234.171000  NaN   NaN   0.920000    1.420000    3.000000  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CVES.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>NUMBER</th>\n",
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       "      <th>DIA.</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>DIA.</th>\n",
       "      <td>-0.143913</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.570870</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.125077</td>\n",
       "      <td>-0.005034</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.271119</td>\n",
       "      <td>-0.069204</td>\n",
       "      <td>0.237883</td>\n",
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       "    <tr>\n",
       "      <th>H</th>\n",
       "      <td>0.661285</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.570870</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.128341</td>\n",
       "      <td>-0.033416</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.493413</td>\n",
       "      <td>0.236626</td>\n",
       "      <td>-0.514457</td>\n",
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       "    <tr>\n",
       "      <th>B</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>F.1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>ALBEDO</th>\n",
       "      <td>-0.065892</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.125077</td>\n",
       "      <td>-0.128341</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.025237</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.086369</td>\n",
       "      <td>-0.038251</td>\n",
       "      <td>0.093760</td>\n",
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       "    <tr>\n",
       "      <th>PERIOD</th>\n",
       "      <td>-0.053033</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.005034</td>\n",
       "      <td>-0.033416</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.025237</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.103958</td>\n",
       "      <td>0.155961</td>\n",
       "      <td>-0.015952</td>\n",
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       "    <tr>\n",
       "      <th>P</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DESC</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>AMIN</th>\n",
       "      <td>0.323096</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.271119</td>\n",
       "      <td>0.493413</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.086369</td>\n",
       "      <td>0.103958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.816056</td>\n",
       "      <td>-0.244491</td>\n",
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       "    <tr>\n",
       "      <th>AMAX</th>\n",
       "      <td>0.177979</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.069204</td>\n",
       "      <td>0.236626</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.038251</td>\n",
       "      <td>0.155961</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.816056</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.095708</td>\n",
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       "    <tr>\n",
       "      <th>U</th>\n",
       "      <td>-0.288981</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.237883</td>\n",
       "      <td>-0.514457</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.093760</td>\n",
       "      <td>-0.015952</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.244491</td>\n",
       "      <td>0.095708</td>\n",
       "      <td>1.000000</td>\n",
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       "  </tbody>\n",
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       "</div>"
      ],
      "text/plain": [
       "          NUMBER   F      DIA.         H   B  F.1    ALBEDO    PERIOD   P  \\\n",
       "NUMBER  1.000000 NaN -0.143913  0.661285 NaN  NaN -0.065892 -0.053033 NaN   \n",
       "F            NaN NaN       NaN       NaN NaN  NaN       NaN       NaN NaN   \n",
       "DIA.   -0.143913 NaN  1.000000 -0.570870 NaN  NaN  0.125077 -0.005034 NaN   \n",
       "H       0.661285 NaN -0.570870  1.000000 NaN  NaN -0.128341 -0.033416 NaN   \n",
       "B            NaN NaN       NaN       NaN NaN  NaN       NaN       NaN NaN   \n",
       "F.1          NaN NaN       NaN       NaN NaN  NaN       NaN       NaN NaN   \n",
       "ALBEDO -0.065892 NaN  0.125077 -0.128341 NaN  NaN  1.000000 -0.025237 NaN   \n",
       "PERIOD -0.053033 NaN -0.005034 -0.033416 NaN  NaN -0.025237  1.000000 NaN   \n",
       "P            NaN NaN       NaN       NaN NaN  NaN       NaN       NaN NaN   \n",
       "DESC         NaN NaN       NaN       NaN NaN  NaN       NaN       NaN NaN   \n",
       "AMIN    0.323096 NaN -0.271119  0.493413 NaN  NaN  0.086369  0.103958 NaN   \n",
       "AMAX    0.177979 NaN -0.069204  0.236626 NaN  NaN -0.038251  0.155961 NaN   \n",
       "U      -0.288981 NaN  0.237883 -0.514457 NaN  NaN  0.093760 -0.015952 NaN   \n",
       "\n",
       "        DESC      AMIN      AMAX         U  \n",
       "NUMBER   NaN  0.323096  0.177979 -0.288981  \n",
       "F        NaN       NaN       NaN       NaN  \n",
       "DIA.     NaN -0.271119 -0.069204  0.237883  \n",
       "H        NaN  0.493413  0.236626 -0.514457  \n",
       "B        NaN       NaN       NaN       NaN  \n",
       "F.1      NaN       NaN       NaN       NaN  \n",
       "ALBEDO   NaN  0.086369 -0.038251  0.093760  \n",
       "PERIOD   NaN  0.103958  0.155961 -0.015952  \n",
       "P        NaN       NaN       NaN       NaN  \n",
       "DESC     NaN       NaN       NaN       NaN  \n",
       "AMIN     NaN  1.000000  0.816056 -0.244491  \n",
       "AMAX     NaN  0.816056  1.000000  0.095708  \n",
       "U        NaN -0.244491  0.095708  1.000000  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CVES.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
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      "text/plain": [
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "numerical3 = list(set(['DIA.','H', 'AMAX']))\n",
    "corr_matrix3 = CVES[numerical3].corr()\n",
    "sns.heatmap(corr_matrix3);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
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      "text/plain": [
       "<Figure size 720x288 with 4 Axes>"
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist5 = ['DIA.', 'H', 'AMAX']\n",
    "CVES[hist5].hist(figsize=(10, 4));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
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       "<Figure size 900x288 with 3 Axes>"
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   ],
   "source": [
    "CVES[hist5].plot(kind='density', subplots=True, layout=(1, 3), \n",
    "                  sharex=False, figsize=(12.5,4));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(CVES['DIA.'], CVES['PERIOD']);\n",
    "plt.title(\"VESTAS\")\n",
    "plt.xlabel(\"Diámetro\")\n",
    "plt.ylabel(\"Periodo\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
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     "metadata": {},
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   ],
   "source": [
    "plt.scatter(CVES['DIA.'], CVES['AMAX']);\n",
    "plt.title(\"VESTAS\")\n",
    "plt.xlabel(\"Diámetro\")\n",
    "plt.ylabel(\"Amplitud máxima\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
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