{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# UNIÓN + EDA TABLA UNIFICADA"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Este notebook tiene como objetivo integrar y analizar de forma conjunta tres fuentes principales de datos sobre pares enfermedad–fármaco:\n",
    "- `dr_gnns`: métricas generadas a partir de modelos de Graph Neural Networks (GNNs),\n",
    "- `dr_information_paths`:  identifica la presencia de rutas específicas en el grafo biomédico entre enfermedad y fármaco,\n",
    "- `dr_network_proximity`:  cuantifica la proximidad entre nodos en la red de interacciones biomédicas.\n",
    "\n",
    "Tras la unificación, se genera una única tabla estructurada que servirá como base para el metamodelo.\n",
    "El análisis exploratorio posterior incluye estadísticas generales, análisis de duplicados y valores nulos, comparación de distribuciones, detección de outliers mediante boxplots, visualización de histogramas y estudio de correlaciones entre variables.\n"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1 LIBRERÍAS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [],
   "source": [
    "import dask.dataframe as dd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2 UNIÓN DE TABLAS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "ruta_gnn = \"../data/interim/Gnn2_DiseaseDrug_parquet\"\n",
    "ruta_paths = \"../data/interim/dr_information_paths_pivot_parquet\"\n",
    "ruta_network = \"../data/raw/dr_network_proximity_parquet\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "Gnn_DiseaseDrug = dd.read_parquet(ruta_gnn)\n",
    "Information_Paths = dd.read_parquet(ruta_paths)\n",
    "Network_Proximity = dd.read_parquet(ruta_network)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nos aseguramos de que los tipos de datos coincidan en todas las tablas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "Gnn_DiseaseDrug[\"disease_id\"] = Gnn_DiseaseDrug[\"disease_id\"].astype(str)\n",
    "Gnn_DiseaseDrug[\"drug_id\"] = Gnn_DiseaseDrug[\"drug_id\"].astype(str)\n",
    "Information_Paths[\"disease_id\"] = Information_Paths[\"disease_id\"].astype(str)\n",
    "Information_Paths[\"drug_id\"] = Information_Paths[\"drug_id\"].astype(str)\n",
    "Network_Proximity[\"disease_id\"] = Network_Proximity[\"disease_id\"].astype(str)\n",
    "Network_Proximity[\"drug_id\"] = Network_Proximity[\"drug_id\"].astype(str)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hacemos un inner join para quedarnos con las filas presentes en ambas tablas para aquellos pares enfermedad-fármaco. Se hizo de esta manera para reducir el tamaño del DataFrame final."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "NetProx_InfoPath = Information_Paths.merge(\n",
    "    Network_Proximity,\n",
    "    on=[\"disease_id\", \"drug_id\"],\n",
    "    how=\"inner\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Guardamos los datos del primer inner join, ya que en ocasiones pueden surgir problemas al cargarlos posteriormente."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "NetProx_InfoPath.to_parquet(\"../data/extra/NetProx_InfoPath_parquet\", write_index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "NetProx_InfoPath = dd.read_parquet(\"../data/extra/NetProx_InfoPath_parquet\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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>disease_id</th>\n",
       "      <th>drug_id</th>\n",
       "      <th>path_1</th>\n",
       "      <th>path_2</th>\n",
       "      <th>path_4</th>\n",
       "      <th>path_5</th>\n",
       "      <th>closest_distance</th>\n",
       "      <th>dc_mean</th>\n",
       "      <th>dc_std</th>\n",
       "      <th>proximity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>C0001973</td>\n",
       "      <td>CHEMBL1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2.00000</td>\n",
       "      <td>1.82700</td>\n",
       "      <td>0.391243</td>\n",
       "      <td>0.442181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>C0001973</td>\n",
       "      <td>CHEMBL1005</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.33333</td>\n",
       "      <td>1.65933</td>\n",
       "      <td>0.255063</td>\n",
       "      <td>-1.278110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>C0001973</td>\n",
       "      <td>CHEMBL1006</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2.00000</td>\n",
       "      <td>1.90600</td>\n",
       "      <td>0.370357</td>\n",
       "      <td>0.253809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>C0001973</td>\n",
       "      <td>CHEMBL1008</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.80000</td>\n",
       "      <td>1.88880</td>\n",
       "      <td>0.131351</td>\n",
       "      <td>-0.676051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>C0001973</td>\n",
       "      <td>CHEMBL1009</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.20000</td>\n",
       "      <td>1.97955</td>\n",
       "      <td>0.209331</td>\n",
       "      <td>-3.724010</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  disease_id     drug_id  path_1  path_2  path_4  path_5  closest_distance  \\\n",
       "0   C0001973  CHEMBL1000       0       0       1       0           2.00000   \n",
       "1   C0001973  CHEMBL1005       0       0       1       1           1.33333   \n",
       "2   C0001973  CHEMBL1006       0       0       1       0           2.00000   \n",
       "3   C0001973  CHEMBL1008       0       0       1       0           1.80000   \n",
       "4   C0001973  CHEMBL1009       0       0       1       1           1.20000   \n",
       "\n",
       "   dc_mean    dc_std  proximity  \n",
       "0  1.82700  0.391243   0.442181  \n",
       "1  1.65933  0.255063  -1.278110  \n",
       "2  1.90600  0.370357   0.253809  \n",
       "3  1.88880  0.131351  -0.676051  \n",
       "4  1.97955  0.209331  -3.724010  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "NetProx_InfoPath.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "NetProx_InfoPath[\"disease_id\"] = NetProx_InfoPath[\"disease_id\"].astype(str)\n",
    "NetProx_InfoPath[\"drug_id\"] = NetProx_InfoPath[\"drug_id\"].astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "Gnn_DiseaseDrugInfoPath_NetProx = NetProx_InfoPath.merge(\n",
    "    Gnn_DiseaseDrug,\n",
    "    on=[\"disease_id\", \"drug_id\"],\n",
    "    how=\"inner\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Guardamos esta última tabla, que será la que utilizaremos a partir de ahora."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "Gnn_DiseaseDrugInfoPath_NetProx.to_parquet(\"../data/extra/particiones_Gnn_DiseaseDrugInfoPath_NetProx_parquet\", write_index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "Gnn_DiseaseDrugInfoPath_NetProx = dd.read_parquet(\"../data/extra/particiones_Gnn_DiseaseDrugInfoPath_NetProx_parquet\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3 EDA"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "Realizamos análisis exploratorio de la tabla unificada"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.1 Información General"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Columnas disponibles en el DataFrame combinado:\n",
      "Index(['disease_id', 'drug_id', 'path_1', 'path_2', 'path_4', 'path_5',\n",
      "       'closest_distance', 'dc_mean', 'dc_std', 'proximity', 'behor', 'behorC',\n",
      "       'dmsr', 'dmsrC', 'class'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "print(\"Columnas disponibles en el DataFrame combinado:\")\n",
    "print(Gnn_DiseaseDrugInfoPath_NetProx.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'dask.dataframe.dask_expr._collection.DataFrame'>\n"
     ]
    }
   ],
   "source": [
    "print(type(Gnn_DiseaseDrugInfoPath_NetProx))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>disease_id</th>\n",
       "      <th>drug_id</th>\n",
       "      <th>path_1</th>\n",
       "      <th>path_2</th>\n",
       "      <th>path_4</th>\n",
       "      <th>path_5</th>\n",
       "      <th>closest_distance</th>\n",
       "      <th>dc_mean</th>\n",
       "      <th>dc_std</th>\n",
       "      <th>proximity</th>\n",
       "      <th>behor</th>\n",
       "      <th>behorC</th>\n",
       "      <th>dmsr</th>\n",
       "      <th>dmsrC</th>\n",
       "      <th>class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>C0001973</td>\n",
       "      <td>CHEMBL1000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2.00000</td>\n",
       "      <td>1.82700</td>\n",
       "      <td>0.391243</td>\n",
       "      <td>0.442181</td>\n",
       "      <td>0.999997</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>C0001973</td>\n",
       "      <td>CHEMBL1005</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.33333</td>\n",
       "      <td>1.65933</td>\n",
       "      <td>0.255063</td>\n",
       "      <td>-1.278110</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>C0001973</td>\n",
       "      <td>CHEMBL1006</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2.00000</td>\n",
       "      <td>1.90600</td>\n",
       "      <td>0.370357</td>\n",
       "      <td>0.253809</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>C0001973</td>\n",
       "      <td>CHEMBL1008</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.80000</td>\n",
       "      <td>1.88880</td>\n",
       "      <td>0.131351</td>\n",
       "      <td>-0.676051</td>\n",
       "      <td>0.999961</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.999993</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>C0001973</td>\n",
       "      <td>CHEMBL1009</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.20000</td>\n",
       "      <td>1.97955</td>\n",
       "      <td>0.209331</td>\n",
       "      <td>-3.724010</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  disease_id     drug_id  path_1  path_2  path_4  path_5  closest_distance  \\\n",
       "0   C0001973  CHEMBL1000       0       0       1       0           2.00000   \n",
       "1   C0001973  CHEMBL1005       0       0       1       1           1.33333   \n",
       "2   C0001973  CHEMBL1006       0       0       1       0           2.00000   \n",
       "3   C0001973  CHEMBL1008       0       0       1       0           1.80000   \n",
       "4   C0001973  CHEMBL1009       0       0       1       1           1.20000   \n",
       "\n",
       "   dc_mean    dc_std  proximity     behor  behorC  dmsr     dmsrC  class  \n",
       "0  1.82700  0.391243   0.442181  0.999997     1.0   1.0  1.000000      0  \n",
       "1  1.65933  0.255063  -1.278110  1.000000     1.0   1.0  1.000000      0  \n",
       "2  1.90600  0.370357   0.253809  1.000000     1.0   1.0  1.000000      0  \n",
       "3  1.88880  0.131351  -0.676051  0.999961     1.0   1.0  0.999993      0  \n",
       "4  1.97955  0.209331  -3.724010  1.000000     1.0   1.0  1.000000      0  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Gnn_DiseaseDrugInfoPath_NetProx.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "Gnn_DiseaseDrugInfoPath_NetProx[\"disease_id\"] = Gnn_DiseaseDrugInfoPath_NetProx[\"disease_id\"].astype(str)\n",
    "Gnn_DiseaseDrugInfoPath_NetProx[\"drug_id\"] = Gnn_DiseaseDrugInfoPath_NetProx[\"drug_id\"].astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Tipos:\n",
      "disease_id           object\n",
      "drug_id              object\n",
      "path_1                int64\n",
      "path_2                int64\n",
      "path_4                int64\n",
      "path_5                int64\n",
      "closest_distance    float64\n",
      "dc_mean             float64\n",
      "dc_std              float64\n",
      "proximity           float64\n",
      "behor               float64\n",
      "behorC              float64\n",
      "dmsr                float64\n",
      "dmsrC               float64\n",
      "class                 int32\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "print(\"\\nTipos:\")\n",
    "print(Gnn_DiseaseDrugInfoPath_NetProx.dtypes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.2 Número de filas y columnas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Filas: 123638  Columnas: 15\n"
     ]
    }
   ],
   "source": [
    "num_filas = Gnn_DiseaseDrugInfoPath_NetProx.shape[0].compute()  # Número de filas\n",
    "num_cols = len(Gnn_DiseaseDrugInfoPath_NetProx.columns)  # Número de columnas\n",
    "print(f\"\\nFilas: {num_filas}  Columnas: {num_cols}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Observamos que al hacer inner join el número de filas ha reducido considerablemente."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Al no ser muchas filas, se pueden almacenar en 1 única partición para trabajar mejor con los datos, hacer .compute() y usar pandas en vez de Dask."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "Gnn_DiseaseDrugInfoPath_NetProx1 = Gnn_DiseaseDrugInfoPath_NetProx.repartition(npartitions=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "Gnn_DiseaseDrugInfoPath_NetProx1.to_parquet(\"../data/unified/table_completed_parquet\", write_index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "Gnn_DiseaseDrugInfoPath_NetProx1 = dd.read_parquet(\"../data/unified/table_completed_parquet\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    123638\n",
       "dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Gnn_DiseaseDrugInfoPath_NetProx1.map_partitions(len).compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_unificado = Gnn_DiseaseDrugInfoPath_NetProx1.compute()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Como hemos hecho .compute(), estamos trabajando con pandas, por lo que podemos hacer .describe() para obtener más información de los datos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_class0 = df_unificado[df_unificado[\"class\"] == 0]\n",
    "df_class1 = df_unificado[df_unificado[\"class\"] == 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>path_1</th>\n",
       "      <th>path_2</th>\n",
       "      <th>path_4</th>\n",
       "      <th>path_5</th>\n",
       "      <th>closest_distance</th>\n",
       "      <th>dc_mean</th>\n",
       "      <th>dc_std</th>\n",
       "      <th>proximity</th>\n",
       "      <th>behor</th>\n",
       "      <th>behorC</th>\n",
       "      <th>dmsr</th>\n",
       "      <th>dmsrC</th>\n",
       "      <th>class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>119167.000000</td>\n",
       "      <td>119167.0</td>\n",
       "      <td>119167.000000</td>\n",
       "      <td>119167.000000</td>\n",
       "      <td>117116.000000</td>\n",
       "      <td>117116.000000</td>\n",
       "      <td>117116.000000</td>\n",
       "      <td>115736.000000</td>\n",
       "      <td>119167.000000</td>\n",
       "      <td>119167.000000</td>\n",
       "      <td>119167.000000</td>\n",
       "      <td>119167.000000</td>\n",
       "      <td>119167.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.005496</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.998221</td>\n",
       "      <td>0.217258</td>\n",
       "      <td>1.796714</td>\n",
       "      <td>1.806556</td>\n",
       "      <td>0.304214</td>\n",
       "      <td>0.011885</td>\n",
       "      <td>0.926942</td>\n",
       "      <td>0.982041</td>\n",
       "      <td>0.903165</td>\n",
       "      <td>0.952510</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.073935</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.042141</td>\n",
       "      <td>0.412381</td>\n",
       "      <td>0.558880</td>\n",
       "      <td>0.350780</td>\n",
       "      <td>0.126284</td>\n",
       "      <td>1.315443</td>\n",
       "      <td>0.196990</td>\n",
       "      <td>0.097073</td>\n",
       "      <td>0.235357</td>\n",
       "      <td>0.166545</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-9.569350</td>\n",
       "      <td>0.036303</td>\n",
       "      <td>0.031280</td>\n",
       "      <td>0.016483</td>\n",
       "      <td>0.018077</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>1.624485</td>\n",
       "      <td>0.208693</td>\n",
       "      <td>-0.690549</td>\n",
       "      <td>0.994105</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.990665</td>\n",
       "      <td>0.999728</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.841000</td>\n",
       "      <td>0.294947</td>\n",
       "      <td>0.156049</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.014193</td>\n",
       "      <td>0.391343</td>\n",
       "      <td>0.781768</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>2.872100</td>\n",
       "      <td>0.797897</td>\n",
       "      <td>5.179220</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              path_1    path_2         path_4         path_5  \\\n",
       "count  119167.000000  119167.0  119167.000000  119167.000000   \n",
       "mean        0.005496       0.0       0.998221       0.217258   \n",
       "std         0.073935       0.0       0.042141       0.412381   \n",
       "min         0.000000       0.0       0.000000       0.000000   \n",
       "25%         0.000000       0.0       1.000000       0.000000   \n",
       "50%         0.000000       0.0       1.000000       0.000000   \n",
       "75%         0.000000       0.0       1.000000       0.000000   \n",
       "max         1.000000       0.0       1.000000       1.000000   \n",
       "\n",
       "       closest_distance        dc_mean         dc_std      proximity  \\\n",
       "count     117116.000000  117116.000000  117116.000000  115736.000000   \n",
       "mean           1.796714       1.806556       0.304214       0.011885   \n",
       "std            0.558880       0.350780       0.126284       1.315443   \n",
       "min            0.000000       0.000000       0.000000      -9.569350   \n",
       "25%            1.500000       1.624485       0.208693      -0.690549   \n",
       "50%            2.000000       1.841000       0.294947       0.156049   \n",
       "75%            2.000000       2.014193       0.391343       0.781768   \n",
       "max            4.000000       2.872100       0.797897       5.179220   \n",
       "\n",
       "               behor         behorC           dmsr          dmsrC     class  \n",
       "count  119167.000000  119167.000000  119167.000000  119167.000000  119167.0  \n",
       "mean        0.926942       0.982041       0.903165       0.952510       0.0  \n",
       "std         0.196990       0.097073       0.235357       0.166545       0.0  \n",
       "min         0.036303       0.031280       0.016483       0.018077       0.0  \n",
       "25%         0.994105       1.000000       0.990665       0.999728       0.0  \n",
       "50%         0.999999       1.000000       0.999999       1.000000       0.0  \n",
       "75%         1.000000       1.000000       1.000000       1.000000       0.0  \n",
       "max         1.000000       1.000000       1.000000       1.000000       0.0  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_class0.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "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>path_1</th>\n",
       "      <th>path_2</th>\n",
       "      <th>path_4</th>\n",
       "      <th>path_5</th>\n",
       "      <th>closest_distance</th>\n",
       "      <th>dc_mean</th>\n",
       "      <th>dc_std</th>\n",
       "      <th>proximity</th>\n",
       "      <th>behor</th>\n",
       "      <th>behorC</th>\n",
       "      <th>dmsr</th>\n",
       "      <th>dmsrC</th>\n",
       "      <th>class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>4471.000000</td>\n",
       "      <td>4471.000000</td>\n",
       "      <td>4471.000000</td>\n",
       "      <td>4471.000000</td>\n",
       "      <td>4394.000000</td>\n",
       "      <td>4394.000000</td>\n",
       "      <td>4394.000000</td>\n",
       "      <td>4345.000000</td>\n",
       "      <td>4471.000000</td>\n",
       "      <td>4471.000000</td>\n",
       "      <td>4471.000000</td>\n",
       "      <td>4471.000000</td>\n",
       "      <td>4471.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.012525</td>\n",
       "      <td>0.960412</td>\n",
       "      <td>0.997316</td>\n",
       "      <td>0.530977</td>\n",
       "      <td>1.530957</td>\n",
       "      <td>1.716102</td>\n",
       "      <td>0.277573</td>\n",
       "      <td>-0.788513</td>\n",
       "      <td>0.998183</td>\n",
       "      <td>0.999685</td>\n",
       "      <td>0.998176</td>\n",
       "      <td>0.998319</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.111225</td>\n",
       "      <td>0.195012</td>\n",
       "      <td>0.051743</td>\n",
       "      <td>0.499095</td>\n",
       "      <td>0.620153</td>\n",
       "      <td>0.398616</td>\n",
       "      <td>0.126930</td>\n",
       "      <td>1.686834</td>\n",
       "      <td>0.025271</td>\n",
       "      <td>0.011889</td>\n",
       "      <td>0.025021</td>\n",
       "      <td>0.025492</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-8.657840</td>\n",
       "      <td>0.158338</td>\n",
       "      <td>0.275314</td>\n",
       "      <td>0.158709</td>\n",
       "      <td>0.201951</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.509355</td>\n",
       "      <td>0.176472</td>\n",
       "      <td>-1.616130</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.642860</td>\n",
       "      <td>1.761995</td>\n",
       "      <td>0.257077</td>\n",
       "      <td>-0.435267</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.946695</td>\n",
       "      <td>0.359466</td>\n",
       "      <td>0.389846</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.822110</td>\n",
       "      <td>0.604897</td>\n",
       "      <td>5.101670</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            path_1       path_2       path_4       path_5  closest_distance  \\\n",
       "count  4471.000000  4471.000000  4471.000000  4471.000000       4394.000000   \n",
       "mean      0.012525     0.960412     0.997316     0.530977          1.530957   \n",
       "std       0.111225     0.195012     0.051743     0.499095          0.620153   \n",
       "min       0.000000     0.000000     0.000000     0.000000          0.000000   \n",
       "25%       0.000000     1.000000     1.000000     0.000000          1.000000   \n",
       "50%       0.000000     1.000000     1.000000     1.000000          1.642860   \n",
       "75%       0.000000     1.000000     1.000000     1.000000          2.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000          3.000000   \n",
       "\n",
       "           dc_mean       dc_std    proximity        behor       behorC  \\\n",
       "count  4394.000000  4394.000000  4345.000000  4471.000000  4471.000000   \n",
       "mean      1.716102     0.277573    -0.788513     0.998183     0.999685   \n",
       "std       0.398616     0.126930     1.686834     0.025271     0.011889   \n",
       "min       0.000000     0.000000    -8.657840     0.158338     0.275314   \n",
       "25%       1.509355     0.176472    -1.616130     1.000000     1.000000   \n",
       "50%       1.761995     0.257077    -0.435267     1.000000     1.000000   \n",
       "75%       1.946695     0.359466     0.389846     1.000000     1.000000   \n",
       "max       2.822110     0.604897     5.101670     1.000000     1.000000   \n",
       "\n",
       "              dmsr        dmsrC   class  \n",
       "count  4471.000000  4471.000000  4471.0  \n",
       "mean      0.998176     0.998319     1.0  \n",
       "std       0.025021     0.025492     0.0  \n",
       "min       0.158709     0.201951     1.0  \n",
       "25%       1.000000     1.000000     1.0  \n",
       "50%       1.000000     1.000000     1.0  \n",
       "75%       1.000000     1.000000     1.0  \n",
       "max       1.000000     1.000000     1.0  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_class1.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.3 Enfermedades y fármacos únicos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Número de enfermedades únicas: 116\n",
      "Número de fármacos únicos: 1088\n"
     ]
    }
   ],
   "source": [
    "num_enfermedades = df_unificado['disease_id'].nunique()\n",
    "print(f\"Número de enfermedades únicas: {num_enfermedades}\")\n",
    "\n",
    "num_farmacos = df_unificado['drug_id'].nunique()\n",
    "print(f\"Número de fármacos únicos: {num_farmacos}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Enfermedades y fármacos únicos por class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Número de enfermedades únicas (class = 1 (treatment)): 116\n",
      "Número de fármacos únicos (class = 1 (treatment)): 614\n"
     ]
    }
   ],
   "source": [
    "df_class_1 = df_unificado[df_unificado['class'] == 1]\n",
    "num_enfermedades_class_1 = df_class_1['disease_id'].nunique()\n",
    "num_farmacos_class_1 = df_class_1['drug_id'].nunique()\n",
    "\n",
    "print(f\"Número de enfermedades únicas (class = 1 (treatment)): {num_enfermedades_class_1}\")\n",
    "print(f\"Número de fármacos únicos (class = 1 (treatment)): {num_farmacos_class_1}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Número de enfermedades únicas (class = 0 (unknown)): 116\n",
      "Número de fármacos únicos (class = 0 (unknown)): 1088\n"
     ]
    }
   ],
   "source": [
    "# Filtrar por clase 0\n",
    "df_class_0 = df_unificado[df_unificado['class'] == 0]\n",
    "num_enfermedades_class_0 = df_class_0['disease_id'].nunique()\n",
    "num_farmacos_class_0 = df_class_0['drug_id'].nunique()\n",
    "\n",
    "print(f\"Número de enfermedades únicas (class = 0 (unknown)): {num_enfermedades_class_0}\")\n",
    "print(f\"Número de fármacos únicos (class = 0 (unknown)): {num_farmacos_class_0}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "Observamos que el número de enfermedades únicas es igual, variando el número de fármacos únicos por clase."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.4 Proporción de class (unknown vs treatment)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "num_filas = len(df_unificado)\n",
    "num_filas_1 = (df_unificado[\"class\"] == 1).sum()\n",
    "num_filas_0 = (df_unificado[\"class\"] == 0).sum()\n",
    "\n",
    "porcentaje_class_1 = (num_filas_1 / num_filas) * 100\n",
    "porcentaje_class_0 = 100 - porcentaje_class_1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Número de filas total: 123638\n",
      "Número de CLASS = 1 (treatment): 4471\n",
      "Número de CLASS = 0 (unknown): 119167\n"
     ]
    }
   ],
   "source": [
    "print(f\"Número de filas total: {num_filas}\")\n",
    "print(f\"Número de CLASS = 1 (treatment): {num_filas_1}\")\n",
    "print(f\"Número de CLASS = 0 (unknown): {num_filas_0}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Porcentaje de CLASS = 1 (treatment): 3.6162%\n",
      "Porcentaje de CLASS = 0 (unknown): 96.3838%\n"
     ]
    }
   ],
   "source": [
    "print(f\"\\nPorcentaje de CLASS = 1 (treatment): {porcentaje_class_1:.4f}%\")\n",
    "print(f\"Porcentaje de CLASS = 0 (unknown): {porcentaje_class_0:.4f}%\")"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "Observamos que, al unir las tabla, la proporción de pares enfermedad-fármaco en class 1 ha aumentando respecto a la tabla base dr_gnns, lo que ayudará al metamodelo. Aún así, se observa un claro desequilibrio de clases."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Gráficas número de tratamiento por enfermedad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use(\"seaborn-v0_8-white\")\n",
    "\n",
    "disease_drug_count = (\n",
    "    df_unificado[df_unificado['class'] == 1]\n",
    "    .groupby('disease_id')['drug_id']\n",
    "    .nunique()\n",
    ")\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(12, 6), facecolor=\"white\")\n",
    "disease_drug_count.sort_values(ascending=False).head(30).plot(kind='bar', color=\"#77DD77\", ax=ax)\n",
    "\n",
    "plt.xlabel(\"disease_id\", fontsize=12)\n",
    "plt.ylabel(\"Number of associated drugs\", fontsize=12)\n",
    "plt.title(\"Number of treatments per disease (class = treatment (1))\", fontsize=14)\n",
    "plt.xticks(rotation=90)\n",
    "\n",
    "plt.grid(False)\n",
    "ax.spines[\"top\"].set_visible(False)\n",
    "ax.spines[\"right\"].set_visible(False)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use(\"seaborn-v0_8-white\")\n",
    "\n",
    "disease_drug_count = (\n",
    "    df_unificado[df_unificado['class'] == 0]\n",
    "    .groupby('disease_id')['drug_id']\n",
    "    .nunique()\n",
    ")\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(12, 6), facecolor=\"white\")\n",
    "disease_drug_count.sort_values(ascending=False).head(30).plot(kind='bar', color=\"#FFB6C1\", ax=ax)\n",
    "\n",
    "plt.xlabel(\"disease_id\", fontsize=12)\n",
    "plt.ylabel(\"Number of associated drugs\", fontsize=12)\n",
    "plt.title(\"Number of treatments per disease (class = unknown (0))\", fontsize=14)\n",
    "plt.xticks(rotation=90)\n",
    "\n",
    "plt.grid(False)\n",
    "ax.spines[\"top\"].set_visible(False)\n",
    "ax.spines[\"right\"].set_visible(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Gráficas número de enfermedad por tratamiento"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "drug_disease_count = (\n",
    "    df_unificado[df_unificado['class'] == 1]\n",
    "    .groupby('drug_id')['disease_id']\n",
    "    .nunique()\n",
    ")\n",
    "\n",
    "# Plot\n",
    "fig, ax = plt.subplots(figsize=(12, 6), facecolor=\"white\")\n",
    "drug_disease_count.sort_values(ascending=False).head(30).plot(kind='bar', color=\"#77DD77\", ax=ax)\n",
    "\n",
    "plt.xlabel(\"drug_id\", fontsize=12)\n",
    "plt.ylabel(\"Number of associated diseases\", fontsize=12)\n",
    "plt.title(\"Number of diseases per treatment (class = treatment (1))\", fontsize=14)\n",
    "plt.xticks(rotation=90)\n",
    "\n",
    "plt.grid(False)\n",
    "ax.spines[\"top\"].set_visible(False)\n",
    "ax.spines[\"right\"].set_visible(False)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "drug_disease_count = (\n",
    "    df_unificado[df_unificado['class'] == 0]\n",
    "    .groupby('drug_id')['disease_id']\n",
    "    .nunique()\n",
    ")\n",
    "\n",
    "# Plot\n",
    "fig, ax = plt.subplots(figsize=(12, 6), facecolor=\"white\")\n",
    "drug_disease_count.sort_values(ascending=False).head(30).plot(kind='bar', color=\"#FFB6C1\", ax=ax)\n",
    "\n",
    "plt.xlabel(\"drug_id\", fontsize=12)\n",
    "plt.ylabel(\"Number of associated diseases\", fontsize=12)\n",
    "plt.title(\"Number of diseases per treatment (class = unknown (0))\", fontsize=14)\n",
    "plt.xticks(rotation=90)\n",
    "\n",
    "plt.grid(False)\n",
    "ax.spines[\"top\"].set_visible(False)\n",
    "ax.spines[\"right\"].set_visible(False)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.5 Duplicados"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "Observamos que no hay pares enferemdad - fármacos duplicados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Número total de filas duplicadas en ['disease_id', 'drug_id']: 0\n"
     ]
    }
   ],
   "source": [
    "columnas_clave = ['disease_id', 'drug_id']\n",
    "total_duplicados = df_unificado.duplicated(subset=columnas_clave, keep=False).sum()\n",
    "print(f\"Número total de filas duplicadas en {columnas_clave}: {total_duplicados}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.6 Nulos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "missing_values = df_unificado.isnull().sum()\n",
    "missing_percentage = (missing_values / len(df_unificado)) * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Valores nulos por columna:\n",
      "disease_id             0\n",
      "drug_id                0\n",
      "path_1                 0\n",
      "path_2                 0\n",
      "path_4                 0\n",
      "path_5                 0\n",
      "closest_distance    2128\n",
      "dc_mean             2128\n",
      "dc_std              2128\n",
      "proximity           3557\n",
      "behor                  0\n",
      "behorC                 0\n",
      "dmsr                   0\n",
      "dmsrC                  0\n",
      "class                  0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "missing_percentage = (missing_values / len(df_unificado)) * 100\n",
    "print(\"\\nValores nulos por columna:\")\n",
    "print(missing_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Porcentaje de valores nulos:\n",
      "disease_id          0.000000\n",
      "drug_id             0.000000\n",
      "path_1              0.000000\n",
      "path_2              0.000000\n",
      "path_4              0.000000\n",
      "path_5              0.000000\n",
      "closest_distance    1.721154\n",
      "dc_mean             1.721154\n",
      "dc_std              1.721154\n",
      "proximity           2.876947\n",
      "behor               0.000000\n",
      "behorC              0.000000\n",
      "dmsr                0.000000\n",
      "dmsrC               0.000000\n",
      "class               0.000000\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(\"\\nPorcentaje de valores nulos:\")\n",
    "print(missing_percentage)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Nulos por class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_class0 = df_unificado[df_unificado[\"class\"] == 0]\n",
    "df_class1 = df_unificado[df_unificado[\"class\"] == 1]\n",
    "\n",
    "def null_percentage(df_class):\n",
    "    return (df_class.isnull().sum() / len(df_class)) * 100\n",
    "\n",
    "nulls_class0 = null_percentage(df_class0)\n",
    "nulls_class1 = null_percentage(df_class1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Porcentaje de nulos en CLASS = 0 (unknown):\n",
      "disease_id          0.000000\n",
      "drug_id             0.000000\n",
      "path_1              0.000000\n",
      "path_2              0.000000\n",
      "path_4              0.000000\n",
      "path_5              0.000000\n",
      "closest_distance    1.721114\n",
      "dc_mean             1.721114\n",
      "dc_std              1.721114\n",
      "proximity           2.879153\n",
      "behor               0.000000\n",
      "behorC              0.000000\n",
      "dmsr                0.000000\n",
      "dmsrC               0.000000\n",
      "class               0.000000\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(\"\\nPorcentaje de nulos en CLASS = 0 (unknown):\")\n",
    "print(nulls_class0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Porcentaje de nulos en CLASS = 1 (treatment):\n",
      "disease_id          0.000000\n",
      "drug_id             0.000000\n",
      "path_1              0.000000\n",
      "path_2              0.000000\n",
      "path_4              0.000000\n",
      "path_5              0.000000\n",
      "closest_distance    1.722210\n",
      "dc_mean             1.722210\n",
      "dc_std              1.722210\n",
      "proximity           2.818161\n",
      "behor               0.000000\n",
      "behorC              0.000000\n",
      "dmsr                0.000000\n",
      "dmsrC               0.000000\n",
      "class               0.000000\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(\"\\nPorcentaje de nulos en CLASS = 1 (treatment):\")\n",
    "print(nulls_class1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "Observamos que las métricas de network proximity (closest_distance, dc_mean, dc_std y proximity) presentan valores nulos. No obstante, no es un porcentaje de nulos muy elevado (entre 1% y 3%). Además, es un porcentaje equilibrado en ambas clases. **Optaremos por eliminar las intacias con valores nulos en estas columnas en la fase de  preprocesado.**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.7 OUTLIERS - BOXPLOTS"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "Realizamos boxplots, uno para cada clase (0 vs 1), de todas las columnas presentes en la tabla unificada."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "outputs": [],
   "source": [
    "def plot_boxplot(df, column, class_col='class'):\n",
    "    data = df[[column, class_col]].dropna(subset=[column])\n",
    "    if data.empty:\n",
    "        print(f\"No hay datos para la columna '{column}'.\")\n",
    "        return\n",
    "\n",
    "    plt.style.use(\"seaborn-v0_8-white\")\n",
    "    fig, ax = plt.subplots(figsize=(8, 6), facecolor=\"white\")\n",
    "\n",
    "    sns.boxplot(\n",
    "        x=class_col,\n",
    "        y=column,\n",
    "        hue=class_col,\n",
    "        data=data,\n",
    "        palette={0: \"#FFB6C1\", 1: \"#77DD77\"},\n",
    "        dodge=False,\n",
    "        ax=ax\n",
    "    )\n",
    "    if ax.get_legend() is not None:\n",
    "        ax.get_legend().remove()\n",
    "\n",
    "    plt.xlabel('Class', fontsize=12)\n",
    "    plt.ylabel(column, fontsize=12)\n",
    "    plt.title(f\"Boxplot de {column} por Clase\", fontsize=14)\n",
    "    plt.xticks([0, 1], [\"Unknown\", \"Treatment\"])\n",
    "    sns.despine(top=True, right=True)\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### VARIABLES GNN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "outputs": [],
   "source": [
    "columns_to_plot_gnn = [\n",
    "    'dmsr', 'dmsrC', 'behor', 'behorC'\n",
    "]"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for col in columns_to_plot_gnn:\n",
    "    plot_boxplot(df_unificado, col)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "Observamos una tendencia de concentración en los valores elevados, próximos a 1, en ambas clases (Unknown y Treatment). No obstane, los valores en la clase 0 presentan una mayor dispersión, abarcando hasta valores próximos a 0. En cambio, en la clase 1, los valores tienden a concentrarse en la zona alta (cercana a 1), aunque también se identifican algunos valores atípicos más bajos.\n",
    "\n",
    "Esto puede deberse, a la diferencia en el número de pares enfermedad-fármaco por clase. Esta mayor dispersión en la clase 0 podría mostrar la heterogeneidad de los pares no validados, lo cual puede ser importante para los modelos de clasificación, al contrastar frente a la clase 1."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### VARIABLES INFORMATION PATH"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "outputs": [],
   "source": [
    "columns_to_plot_path = [\n",
    "    'path_1', 'path_2', 'path_4', 'path_5'\n",
    "]"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for col in columns_to_plot_path:\n",
    "    plot_boxplot(df_unificado, col)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "Observamos que los boxplots de todos los paths muestran comportamientos distintos entre sí, reflejando la heterogeneidad en la distribución de estos caminos.\n",
    "Destaca el comportamiento de path_2, ya que presenta un patrón binario muy marcado: en la clase Unknown (0), todos los valores son 0, mientras que en la clase Treatment (1), la mayoría toma el valor 1.\n",
    "Esta fuerte relación entre path_2 y class refleja una alta correlación entre ambas variables, lo que podría influir en la capacidad predictiva de un modelo de clasificación."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### VARIABLES NETWORK PROXIMITY"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "outputs": [],
   "source": [
    "columns_to_plot_network = [\n",
    "    'closest_distance', 'dc_mean', 'dc_std', 'proximity'\n",
    "]"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for col in columns_to_plot_network:\n",
    "    plot_boxplot(df_unificado, col)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "En general, las métricas de network proximity (closest_distance, dc_mean, dc_std, proximity) muestran distribuciones similares entre clases, aunque la clase 0 tiende a presentar mayor dispersión y más valores extremos, especialmente en proximity. Esto sugiere una mayor heterogeneidad en los pares no validados.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "Observamos que todos los boxplots presentan valores atípicos en ambas clases, no obstante, no tienen por qué ser datos erróneos, ya que se encuentran en un rango razonable que podrían tomar dichas variables.\n",
    "\n",
    "Esto ocurre debido a que la mayoría de datos se agrupan en un rango muy pequeño, por lo que cualquier valor fuera de este rango se considera atípico."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.8 DISTRIBUCIONES - HISTOGRAMAS"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "Realizamos histogramas para cada una de las columnas de la tabla integrada. Además, fue necesario hacerlo en escala lográtimica para poder visualizar correctamente los datos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [],
   "source": [
    "def plot_histogram(df, column, bins=100):\n",
    "    data = df[column].dropna()\n",
    "    if data.empty:\n",
    "        print(f\"No hay datos para la columna '{column}'.\")\n",
    "        return\n",
    "\n",
    "    range_bins = (data.min(), data.max())\n",
    "    hist_values, bin_edges = np.histogram(data, bins=bins, range=range_bins)\n",
    "\n",
    "    plt.style.use(\"seaborn-v0_8-white\")\n",
    "    fig, ax = plt.subplots(figsize=(8, 6), facecolor=\"white\")\n",
    "\n",
    "    ax.bar(bin_edges[:-1], hist_values, width=np.diff(bin_edges), alpha=0.7, color=\"#7678ED\")\n",
    "    plt.yscale('log')\n",
    "    plt.title(f\"Distribution of '{column}' (log scale)\", fontsize=14)\n",
    "    plt.xlabel(column, fontsize=12)\n",
    "    plt.ylabel(\"Frequency (log)\", fontsize=12)\n",
    "    plt.grid(False)\n",
    "    ax.spines[\"top\"].set_visible(False)\n",
    "    ax.spines[\"right\"].set_visible(False)\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### VARIABLES GNN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [],
   "source": [
    "columns_to_plot_gnn = [\n",
    "    'dmsr', 'dmsrC', 'behor', 'behorC'\n",
    "]"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for col in columns_to_plot_gnn:\n",
    "    plot_histogram(df_unificado, col)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "Como se observó anteriormente, las métricas de dr_gnns tienden a concentrarse en valores altos, cercanos a 1. No obstante, sus distribuciones abarcan prácticamente todo el rango entre 0 y 1, lo que indica una heterogeneidad en los valores."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### VARIABLES INFORMATION PATH"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [],
   "source": [
    "columns_to_plot_path = [\n",
    "    'path_1', 'path_2', 'path_4', 'path_5'\n",
    "]"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for col in columns_to_plot_path:\n",
    "    plot_histogram(df_unificado, col)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "Al observar los histogramas, se aprecia que en path_1, path_2 y path_5 predominan los valores 0, mientras que en path_4 la mayoría de las instancias toman el valor 1. Sin embargo, dado que la clase positiva (class = 1) representa un pequeño porcentaje del total (3% de los datos), esta alta activación de path_4 también ocurre mayoritariamente en pares que no están clínicamente validados.\n",
    "Por tanto, aunque path_4 refleja una vía frecuentemente explorada por el modelo para generar hipótesis, no se puede asumir directamente que su presencia implique una alta probabilidad de reposicionamiento, ya que también se activa en muchos pares con class = 0."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### VARIABLES NETWORK PROXIMITY"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "outputs": [],
   "source": [
    "columns_to_plot_network = [\n",
    "    'closest_distance', 'dc_mean', 'dc_std', 'proximity'\n",
    "]"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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NmzseV6lSRQcPHtScOXO0d+9e/fHHHzpw4IBj+Nupc2xOt2/fPuXl5Sk5ObnEc/744w+XcF21alX9888/pb5PAN5DsADgNT/99JMKCgoc37S7Ex8fr3fffVfff/+9Nm7cqM2bN+uzzz7TmjVr1KJFCy1evFgRERGlXqf4ZrAs3J1bfBN5phBT3m/5z3STWlRU5HKzV1ovjxnF7+H065WXu9cpvsbpn+fpN5pn+lzsdrvL6x8+fFi//PKLJOmbb77RX3/9pbp1656xzpL+br35OTdv3lwJCQn68MMP9cgjj+ijjz5SQUGBevfu7dHrFP+MlnZjXay0z7D4+cWfYUFBQYl/79HR0WcMFlarVa+99pr27NmjDRs2aPPmzUpLS9MXX3yhefPm6d1331WNGjVUWFhYps915syZmjt3rurXr6+kpCQlJyc7Jsk/8MADpT7Xbrerfv36mjZtWonnXHrppS5tRUVFFb63DYD/YSgUAK8pXmb2+uuvd3vcMAz997//1XfffafExESNGDFCixcv1ubNm9WpUydt375d//d//+fVmk7vGZDkuFEt7rkovvEoXoq1WEZGRrmuWbxuvrt9OHJzc/XHH3+UOuHcE8V7OLi7lmEY+uWXXxQXF+c0HMyMffv2ubQVf55nWvmotM/l999/V15entPnYhiGxo0bp+zsbE2aNEnHjh3TuHHjytW7UFF69+6tjIwMbd26VevWrdMFF1ygpKQkj16juBfF3c71pzv//POVk5OjP/74w+VY8eTnevXqSTr5871//36XgGy328u0i/i+ffv07bffqmHDhho8eLDmz5+vLVu2qG/fvvrtt98cE9fr16+v/fv3uwSjoqIijR49WosXL9bBgwc1b948tWrVSp988olSUlI0ZMgQXXXVVTpx4sQZa6lfv74yMzN1+eWXq127dk5/oqOjZRiGy14hdrtdWVlZbnsDAVQMggUAr0hPT9fbb7+thg0blhgsLBaLRowYoWHDhjl9WxoXF+dY1rT4Jt+Tb3FLs3z5cqfAcODAAa1atUoXXnihGjduLEmOoVs7d+50eu7KlStdXq8sdbVv315xcXFavHixyzCMV155RTabrcTPyFNNmjTReeedpw8//NBljPm7776rP/74Q126dPHKtSRpxYoVTst3Hjt2TIsXL1bNmjXPuElh586dFR4ernnz5iknJ8fRbhiGZs+eLUlOcxPmz5+vtLQ03XfffRowYIDuuusupaWlVfreBMU/k+7+zm+++WZFRETo3Xff1X/+8x/H6leeiI+Pl9Vq1cGDB894bvHPzQsvvOAUsE6cOKF58+YpPDzcsfFht27ddOzYMa1YscLpNVasWKGjR4+e8VpPPPGE7rrrLqe6oqKiHHNUij+Xzp07KysrSx988IHT89etW6dPPvlEubm5ysrKkmEYuuiii5x6UU7dzby0HsLrr7/e8R5P9ddff2nYsGEaM2aMS+/koUOHVFRUpPr165/xvQLwDoZCAfDI9u3bHTcUhmEoKytL27dv16effqpatWrpxRdfLHWI0fDhwzV27FjdfvvtuuWWW1S9enX99NNPevfdd9WkSRPHhN/iMfLr169XvXr11Llz53LV+/fff6tv377q3bu3MjMztWTJEtntdk2bNs1xI9KlSxdNnz5dr776qnJycnTRRRcpPT1d//73v12Wky1LXVWrVtWUKVM0btw43Xzzzbr99ttVu3Ztbdq0SevXr1fTpk113333lev9nC48PFxPPvmkhgwZottuu0133HGH6tevr+3bt2vVqlU699xz9fDDD3vlWtLJG8Fbb71Vffv2lcVi0bJly5SZmannnnvOsct0Sc4//3yNHj1aM2fOVM+ePXXLLbfIarXq888/V3p6uq655hrdfPPNkk5OSp89e7YSEhI0YsQISdLo0aO1YcMGzZ49W+3atVOTJk289r5KY7FYVKtWLe3atUtLly5VUlKSIwjXqlVLnTp10urVqxUWFqaePXt6/Prh4eFq166dNm3apIKCglKHAvbo0UNr167VypUr9eeff+raa69Vbm6uVqxYof379+vhhx929GLddddd+vjjjzV58mTt2LFDTZs21Q8//KBVq1adcbihJN1///1KT09Xv3791KdPH9WpU0e//vqrli5dqnPOOUfdunWTJA0ZMkTr16/XpEmTtHXrVjVv3ly//vqr3n77bTVu3Fh33nmnIiIidMEFF2jlypWKiYlRo0aNdPjwYX3wwQeOnsHiZWndGTx4sDZs2KDnn39eP/30k6644godO3ZM77zzjo4dO6Znn33Wpcdi69atkqSOHTue8b0C8A6CBQCPLFu2TMuWLZN08oYrJiZGF154oQYPHqxBgwapZs2apT6/R48eio2N1cKFCzV//nxlZ2frnHPO0YABAzRs2DBHKGnYsKHuuusurVixQtOnT1f9+vU9mltRbOrUqdq4caNmz56twsJCtWrVSqNHj1ZiYqLjnGrVqmnhwoWaPXu23n77bVksFrVp00ZLly7VqFGjnF6vrHXdfPPNOuecczR37ly99dZbys/Pd9xY33PPPWe8CffEFVdcoXfffVdz5szRihUrdPz4cdWrV0/33HOPhg4d6rVhUJI0aNAgWSwWLViwQPn5+brsssv09NNPl3n4z5AhQ9SgQQO9+eabeu211ySdHEI1efJk3XHHHQoLC1NeXp7GjBkjwzD09NNPO77hjoqK0owZM9SvXz+NGTPG5RvyijR+/HjNnDlTTz31lIYOHeoIFtLJ4VDr1q1Tu3btyj3E7dprr9X69eu1fft2l71DThUeHq45c+Zo4cKFWrlypZ599llZrVYlJibqsccec7qJtlqteuutt/Tcc89p/fr1WrVqlWOTxHHjxp1x3s0VV1yhN954Q/PmzdPSpUt19OhRxcfH66abbtLw4cNVvXp1SSd7HN9++229/PLL+uyzz7R69WqdffbZuuOOOzRs2DDHRPbXX39dzz77rNasWaPly5frrLPOUlJSkoYPH64777xTmzZtkmEYbudrxMbGaunSpZo7d67Wrl2rDRs2qFq1amrcuLFSUlJ0xRVXuDxny5YtioyMVIcOHcr0dwDAPIvhT4NVAQB+acuWLRo4cKCGDh3qWBoWJ3311VcaPHiwnnvuOce3+J7KycnRtddeq6uvvlozZszwSl1HjhxR1apVXXon7Ha7WrRoocsuu8wxDCnY5Obm6sorr1S3bt30xBNP+LocIGQwxwIAgHIyDEMLFy5UnTp1HHMbyiMmJkZ33323PvnkkzOu1lRWzz//vC677DKXZYDXrl0rm81WIUst+4uPP/5YeXl5uv/++31dChBSGAoFAICH9u/fr9mzZ+vgwYP6z3/+o8cee8z0kr4DBgzQihUrNHfuXI0ZM8Z0jT179tTy5ct19913q0+fPqpZs6b++9//avny5Y6hcsEoPz9fr776qu655x63+30AqDj0WAAA4KGqVasqPT1de/bs0eDBg3XnnXeafk2r1aqnn35aixcv1p9//mn69Vq2bKnFixerYcOGeuutt/TEE09o/fr1uvXWW7VixYozzocKVEuXLlVMTIxj0j+AysMcCwAAAACm0WMBAAAAwDSCBQAAAADTQiJY9O/fX/379/d1GQAAAEDQColVobwxCQ4AAABAyUKixwIAAABAxSJYAAAAADAtKILFvn371KpVK1+XAQAAAISsgA8Wubm5SklJUVRUlK9LAQAAAEJWwAeL6dOna/jw4bJarb4uBQAAAAhZAR0sli1bpksvvVSJiYm+LgUAAAAIaQEdLFavXq1169ZpwIABysjI0H333efrkgAAAICQFND7WCxZssTx/zt16qTXX3/dh9UAAAAAocuveizy8/PVvXt3bdmyxdFms9k0ceJEJSUlqUOHDlqwYIEPKwQAAADgjt/0WNhsNo0ZM0a7d+92ak9NTdXOnTu1cOFCHTx4UOPGjVO9evXUtWtXp/O++OKLyiwXAAAAwCn8Iljs2bNHY8aMkWEYTu05OTlavny55s2bp6ZNm6pp06bavXu3lixZ4hIsAAAAAPiOXwyFSk9PV9u2bbVs2TKn9l27dqmwsFAtW7Z0tLVu3Vo7duyQ3W6v7DIBAAAAlMAveiz69evntj0jI0M1a9ZUZGSkoy0+Pl42m01Hjx5VrVq1KqtEAAAAAKXwix6LkuTm5jqFCkmOx/n5+b4oCQAAAIAbfh0soqKiXAJE8ePo6GhflAQAAADADb8OFnXr1lVmZqYKCwsdbRkZGYqOjla1atV8WBkAAACAU/l1sGjcuLGqVKmi7du3O9q2bt2qxMREhYX5dekAAABASPHru3Or1aqePXtq6tSp+u677/T5559rwYIFGjhwoK9LAwAAAHAKv1gVqjQTJkzQ1KlTNWjQIMXFxWnkyJHq0qWLr8sCAAAAcAqLcfqudEHo2muvlSStX7/ex5UAAAAAwcmvh0IBAAAACAwECwAAAACm+f0cCwAA4N9y8+zKt7mOrI6MssgazXeYQKggWAAAAFPybYbS0mw6kWN3tMXGhCk5OUpW9rMFQgbBAgAAmHYix67s7FN7LewlngsgONE/CQAAAMA0ggUAAKgQFouvKwBQmRgKBQAAvC4yUrJYLMrKKnJ/nIndQNAhWAAAgDMqaeWnsDDJ7mar3YgIiwoKDKWnO0/qlpjYDQQrggUAADgjdys/SVJ87XAlJkaW+DzXSd0SE7uB4ESwAAAAZeIuJMTGEhIAnMTgRgAAAACmESwAAAAAmEawAAAAAGAawQIAAACAaQQLAABQ6dg8Dwg+rAoFAAAqVWmb57FxHhC4CBYAAECS55vglVdJm+excR4Q2AgWAABAUvk3wSsv130x2BMDCGQECwAA4MAmeADKi0GMAAAAAEwjWAAAAAAwjaFQAACEGHeTtL09QRtA6CFYAAAQhEpb4amwSNqy2XmSdkVN0PYU+1sAgYtgAQBAEDrTCk+nT9L2hwnape1vIbHHBeDvCBYAAASw0oY1BdoKTyXtbyGxxwUQCAgWAAD4uUAd1lRe7gIRe1wA/o9gAQCAnwvEYU0AQg/BAgCAABBow5oAhB5mQAEAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATGPyNgAAfqK0PSnArtyAvyNYAADgJ9wtKxvoe1J4S2m7crMjN+AfCBYAAPgR9qRwr6RdudmRG/AfBAsAABAwXPfzIHgB/oJgAQBAJXI3j0JiLgWAwEewAACgErmbRyExlwJA4CNYAABQyVyH8zCXAkDgYwkFAAAQ0FiGFvAP9FgAAICAVdoytBJL0QKViWABAAACVknL0EosRQtUNoIFAAAVgF20K5e7eSssRQtULoIFAAAVgF20AYQaggUAABWEXbQBhBJmMwEAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAADCNYAEAAADANJabBQCgnNxtgiexER6A0ESwAACgnNxtgiexER6A0ESwAADAhNM3wZPYCA9AaGKOBQAACFoWi68rAEIHPRYAACAoRUZKFotFWVlF7o9HWWSN5jtWwFsIFgAAIChFRFhUUGAoPd11HkxsTJiSk6NkjfZRcUAQIlgAAICg5m4ejMQ8GMDb6P8DAAAAYBrBAgAAAIBpDIUCAKAUbIIHAGVDsAAAoBRsghe8WIoW8C6CBQAAZ8AmeMGntKVoWYYWKB+CBQAACDklLUXLMrRA+REsAABAyHLtjaInCigv+vkAAAAAmEawAAAAAGAawQIAAACAaQQLAAAAAKYRLAAAAE7B/hZA+bAqFAAAcr/DNrtrh57S9reQ2OMCKA3BAgAAud9hm921Q09J+1tI7HEBnAnBAgCA/+/0PQ3YXTt0udttnT0ugNLRlwcAAADANIIFAAAAANMIFgAAAGXEilFAyZhjAQAAUAalrRjFalEAwQIAEELcLSkrsawsyqakFaNYLQo4iWABAAgZ7paUlVhWFp5xXTGK1aIAiWABAAgx7pYRZVlZADCPwYAAAAAATKPHAgAQdNzNpWAeBQBULIIFACDouJtLwTwKAKhYBAsAQFA6fS4F8yhQkdjfAiBYAAAAmFLa/hYSe1wgdBAsAAAATChpfwuJPS4QWggWAAAAXuBuKWP2uEAoIVgAAAISu2gDgH8hWAAAAhK7aAOAfyFYAAACFrtoA4D/YIkCAAAAAKYRLAAAAACYRrAAAAAAYBpzLAAAfs3d6k+s/IRAwq7cCBUECwCAX3O3+hMrPyFQlLYrNztyI9gQLAAAfu/01Z9Y+QmBoqRdudmRG8GIYAEAAFDBXJdGJhwj+ND/BgAAAMA0ggUAAAAA0wJ6KFRBQYHGjRunQ4cOyWq16plnnlGtWrV8XRYAAAAQcgK6x2LNmjWqW7euli5dqhtvvFHz5s3zdUkAAABASAroHosePXroxhtvlCQdOnRI1atX93FFAIDycLdXhcR+FQAQSAI6WEhSlSpVNGTIEH3//fd64403fF0OAKAc3O1VIbFfBQAEkoAPFpI0d+5c/fbbbxoyZIjWrVvn63IAAOXguhwn+1UAQCAJ6DkWy5Yt0+LFiyVJMTExCgsL6LcDAAAABCy/uhPPz89X9+7dtWXLFkebzWbTxIkTlZSUpA4dOmjBggWOYzfccIP+7//+T/3799e//vUvTZs2zRdlAwAAACHPb4ZC2Ww2jRkzRrt373ZqT01N1c6dO7Vw4UIdPHhQ48aNU7169dS1a1dVq1ZNr776qo8qBgAAAFDML4LFnj17NGbMGBmG89janJwcLV++XPPmzVPTpk3VtGlT7d69W0uWLFHXrl19VC0AAACA0/nFUKj09HS1bdtWy5Ytc2rftWuXCgsL1bJlS0db69attWPHDtntTOgDAACBy2LxdQWAd/lFj0W/fv3ctmdkZKhmzZqKjPzfUoPx8fGy2Ww6evQou2wDAICAFBkpWSwWZWUVuT8eZZE12i++/wXKzC+CRUlyc3OdQoUkx+P8/HxflAQAAGBaRIRFBQWG0tNd92+JjQlTu3ZRskb7qDignPw6WERFRbkEiOLH0dH81wYAAAKbu/1bIiPtJfZm0JMBf+bXwaJu3brKzMxUYWGhqlQ5WWpGRoaio6NVrVo1H1cHAHAnN8+ufJvh0s4NEVA2JfVmxMaEKTmZngz4L78OFo0bN1aVKlW0fft2JSUlSZK2bt2qxMRENsMDAD+VbzOUluZ6Q8TQDsAzrr0ZLFwD/+bXwcJqtapnz56aOnWqnnrqKR0+fFgLFizQjBkzfF0aAKAUp98QlTa0IyxMsrt2cAAAAoxfBwtJmjBhgqZOnapBgwYpLi5OI0eOVJcuXXxdFgDAA6VNVI2vHa7ExMgSngkACBR+Fyx+/vlnp8dWq1UpKSlKSUnxUUUAAG9xN1E1NpbhHQAQDJioAAAAAMA0v+uxAAD4v5JWfmK+BACELoIFAMBj7lZ+kpgvAQChjGABACgX5ksAAE7FHAsAAAAAphEsAAAAAJjGUCgAQIncTdJmgjYAwB2CBQCgRO4maTNBGwDgDsECAFCq0ydpM0EbAOAOcywAAAAAmEawAAAACBAWi68rAErGUCgAAIAAEBkpWSwWZWUVuT8eZZE1mu+M4TsECwAAgAAQEWFRQYGh9HTXXe9jY8KUnBwla7SPigNEsAAAAAgo7na9l1hUAb5HfxkAAAAA0wgWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAADCNfSwAIMTl5tmVbzt9TXwpLEyyuzYD8FMWi68rQKgjWABAiMu3GUpLc93JN752uBITI31UFQBPREZKFotFWVlF7o9HWWSNZqAKKhbBAgDgdiff2Fh28gUCRUSERQUFhtLTXb8kiI0JU3JylKzRPioOIYNgAQAAECTcfUkg8SUBKgfBAgBChLu5FMyjAAB4C8ECAEKEu7kUzKMAQgMTu1EZCBYAEEJOHybBPAog+JU2sZtJ3fAmggUAAEAQK2liN5O64W0ECwAAgBDgOrGbHkt4F31fAAAAAEyjxwIAggi7aAMAfIVgAQBBhF20AQC+QrAAgCDDLtoAAF9gjgUAAAAA0wgWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAADCNYAEAABCiLBZfV4BgwgZ5AAAAISgyUrJYLMrKKnJ/PMoiazTfQaPsCBYAAAAhKCLCooICQ+npNp3IsTsdi40JU3JylKzRPioOAYlgAQAAEMJO5NiVnW2c1mp3ey5QGoIFAASg3Dy78m3ONwJhYZL99HsDAAAqCcECAAJQvs1QWprz8IX42uFKTIz0YVUAgFBGsACAAHX68IXYWIYuAAB8h6n+AAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAwIXF4usKEGhYbhYAAABOIiMli8WirKwi12NRFlmj+W4arggWAAAAcBIRYVFBgaH0dOeNOGNjwpScHCVrtA+Lg98iWAAAAMCt0zfilNiIEyWjHwsAAACAaQQLAAAAAKZ5PBQqMzNTn3/+udLS0nTgwAFlZ2erZs2aqlevnjp27Kirr75a1apVq4haAQAAAPipMgeLI0eO6JVXXtF7772noqIiXXzxxTr33HN1wQUX6NixY9q9e7fWrFmjyMhI9e3bV4MHD1bt2rUrsnYACHi5eXbl2wy3x1h5BQAQSMoULD755BNNmzZNzZs315NPPqlOnTrJarW6nHf8+HF99dVXevfdd3XjjTdq8uTJ6tatm9eLBoBgkW8zlJbmvOqKJNWoHqY2baKVZXNd6jEsTLK7zyIAAPhMmYLF0qVLNX/+fDVu3LjU8+Li4tStWzd169ZN33//vZ5++mmCBQCcgeuqK1JsrOF2qUdJiq8drsTEyMosEQAc2DgPJSlTsFi0aJHHL5yYmKglS5Z4/DwAwP+4Dx0s9wjAN0rbOE9iCGeoYx8LAAAAlElJG+dJbJ6HcgSLTp06yVJCH1hYWJhiYmJ0wQUXaMCAAbr88stNFwgAAAD/4q43lc3z4HFf1U033aSMjAzl5OSoTZs26tatm9q2bSubzaaDBw/qwgsv1J9//qlBgwYpLS2tImoGAAAA4Gc87rE4evSomjRpovnz5ys2NtbRnpeXp/vvv1916tTR888/r4kTJ2rOnDlKTk72asEAAAAA/I/HPRZr167VkCFDnEKFJEVHR+uuu+7Shx9+KEnq1q2bfvzxR+9UCQAAAMCvlWva/okTJ9y2Z2dnq7CwUJJUpUqVEudiAAAAAAguHgeLdu3aadasWfrpp5+c2nft2qXZs2erffv2kqTPPvtMF198sXeqBAAAAODXPJ5jMXHiRA0cOFC33HKLzjvvPNWqVUv//POPDhw4oAYNGujRRx/Vp59+qqVLl+r555+viJoBAAAA+BmPg0WdOnW0atUqrV69Wlu2bNGRI0d08cUXa/jw4brpppsUHh6uBg0aaNmyZWrevHlF1AwAAADAz5Rrg7zIyEjdeuutuvHGG3X8+HHVqFFDERERjuMNGzb0WoEAAAAA/F+5gsW3336r1NRU7dy5U4ZxcnOU5s2b68EHH9QVV1zh1QIBAAAA+D+Pg8W2bdt011136bzzztMDDzyg+Ph4HT58WB9//LHuu+8+LVq0SC1btqyIWgEAAAD4KY+DxezZs5WUlKT58+crPDzc0T5ixAjde++9evHFF7VgwQKvFgkAAADAv3m83Oz333+vgQMHOoUKSQoLC1P//v313Xffea04AAAAAIHB42ARGxvr2ATvdIWFhY45FwAAAABCh8fBolWrVpo7d65yc3Od2nNycjR37lwlJSV5rTgACBa5eXZlZRU5/cnOLpKd72IAAEHC4zkWY8aM0S233KJrr71WV199terUqaOMjAx9+eWXysvL0/Tp0yuiTgAIaPk2Q2lpNp3IsTva4muHKzEx0odVAQDgPR4HiwsuuEDLli3TSy+9pI0bNyorK0vVq1dXmzZtNGLECPawAIASnMixKzv7f10UsbH2Us4GACCwlGsfi4YNG2r27NleLgUAAABAoCpTsFi5cqVHL9qzZ89ylAIAAIBAZrH4ugL4UpmCxfjx48v8ghaLhWABAAAQYiIjT94HZmUVuR6Lssga7fGaQQgwZQoW69evr+g6AAAAEMAiIiwqKDCUnu68UEVsTJiSk6NkjfZhcagUZQoWMTExqlmzpscvnpmZWa7nAQAAIDCdvlCFxEIVoaJMfVK9e/fWokWLVFBQUKYXzc3N1fz589WrVy9TxQEAAAAIDGUKFm+99ZY+++wzdezYUVOmTNHXX3+t48ePO52TnZ2tL7/8Uo8//rg6duyozz//XIsWLaqQogEAAAD4lzINhapfv77eeustffrpp5o7d66WLVsmi8WiatWqyWq16tixY8rNzZVhGGrSpImmT5+uLl26VHTtAAAAAPyER/tYdOnSRV26dNG+ffu0efNm/f777zp+/Lhq1qypevXqqX379qpfv35F1QoAAADAT5Vrg7yLLrpIF110kbdrAQAAABCgWFAYAAAAgGkECwAAAACmESwAAAAAmEawAAAAAGCax8Hio48+Un5+fkXUAgAAACBAeRwsxo4dq/bt22vq1Kn67rvvKqImAAAAAAHG42DxxRdf6J577tHmzZt1++23q1u3bpo/f74yMjIqoj4AAAAEOIvF1xWgMngcLM4++2wNGzZMa9eu1ZIlS5SUlKR58+bpmmuu0dChQ/Xpp5+qsLCwImoFAABAgImMlCwWi7Kyitz+yc2z+7pEeEm5Nsgr1qpVK7Vq1Uq33XabUlNT9eWXX+rLL79UfHy8Bg0apHvuuUfh4eHeqhUAAAABJiLCooICQ+npNp3IcQ4RsTFhSk6OkjXaR8XBq8odLP744w+tWrVKq1at0v79+3X++efroYce0tVXX60vv/xSL7/8svbs2aOUlBRv1uvEZrNp7Nix+ueff5Sfn6+JEyeqRYsWFXY9AAAAlM+JHLuys43TWumtCCYeB4vly5dr1apV2rZtm6KiotS1a1dNnz5dSUlJjnMSEhKUmZmpd955p0KDxXvvvacGDRro+eef1y+//KIJEyZo2bJlFXY9AAAAAO55HCwee+wxXXbZZZo6daq6deumuLg4t+c1atRIt99+u+kCS9OjRw9Z/v9soKKiIkVERFTo9QAAAAC453Gw+Oijj9SwYUMVFRU55k/k5eWpoKBAVatWdZzXs2dPrxVZkuJQc+TIEY0dO1Zjx46t8GsCAAAAcOXxqlAXXnihpkyZoj59+jjatm3bpuTkZKWkpMhur9yxcvv27dOgQYM0cuRIJScnV+q1AYSm3Dy7y6omx44V6cQJ1/asrCJlZxfJfvqwYgAAgozHPRYvvPCCVq9erVGjRjnamjRpoocfflgvvviiatasqSFDhni1yJL8+eefGjZsmFJTU9W8efNKuSYA5NsMpaU5r24SXztciYmRblc9KT4GAEAw87jH4sMPP9S4ceN09913O9pq1Kihu+66Sw8++KDee++9cheTn5+v7t27a8uWLY42m82miRMnKikpSR06dNCCBQscx+bMmaOcnBw988wzGjBggFPYAYCKVLy6SfGf4nXYT28/9RgAAMHM4x6LzMxMnXfeeW6PNWjQQIcOHSpXITabTWPGjNHu3bud2lNTU7Vz504tXLhQBw8e1Lhx41SvXj117dpV06ZNK9e1AAAAAHiXxz0WDRo00Lp169we++KLL3TBBRd4XMSePXvUp08f7d+/36k9JydHy5cv16OPPqqmTZuqc+fOuu+++7RkyRKPrwEAAACg4njcYzFw4ECNHz9eR48e1XXXXafatWvryJEj2rBhgz755BPNmDHD4yLS09PVtm1bPfjgg04b3O3atUuFhYVq2bKlo61169Z69dVXZbfbFRbmcS4CAAAAUAE8DhY9e/bUiRMnNGfOHH366aeO9po1a+qxxx4r1zKz/fr1c9uekZGhmjVrKjLyf5Me4+PjZbPZdPToUdWqVcvjawEAAADwPo+DhSTdeeed6tevn/bt26ejR4+qWrVqatCggdd7EHJzc51ChSTH4/z8fK9eCwAAAJXv/+91jCBQrmAhSRaLRQ0aNPBmLS6ioqJcAkTx4+jo6Aq9NgAAACpWZOTJe8qsrCL3x6MsskYz9D1QeBwsjhw5ounTp+vLL79Ubm6uDMN51yeLxaIff/zRK8XVrVtXmZmZKiwsVJUqJ0vNyMhQdHS0qlWr5pVrAAAAwDciIiwqKDDc7gEUGxOm5OQoWfkuOWB4HCyeeOIJbdiwQTfeeKPOPvvsCp1A3bhxY1WpUkXbt29XUlKSJGnr1q1KTExk4jaACpWbZ1e+zXW77LAwsYs2AHhZ8R5AztgDKNB4HCy++uorTZw4UbfffntF1OPEarWqZ8+emjp1qp566ikdPnxYCxYsKNfKUwDgCXe7a0vsog0AQEk8DhYRERElbpBXESZMmKCpU6dq0KBBiouL08iRI9WlS5dKuz6A0OXuG7TYWL5BAwDAHY+DRefOnfXRRx+pXbt2FVGPfv75Z6fHVqtVKSkpSklJqZDrAQAAADDP42DRpEkTzZ49W7///rsuu+wyl9WZLBaLhg8f7rUCAQAAAPi/ck3elqRvvvlG33zzjctxggUAAAAQejwOFrt27aqIOgAAAAAEMFNrtmZnZ2vv3r3Kz89XUZH7jU0AAAAABL9yBYstW7botttuU5s2bXTTTTdp9+7dGjNmjJ5++mlv1wcAAAAgAHgcLNLS0nTvvfcqOjpaDz/8sGPn7UsvvVRvvfWW3njjDa8XCQAAAMC/eRwsZs+erWuvvVaLFi3SoEGDHMFi6NChuu+++7R8+XKvFwkAAADAv3kcLH766Sf17t1b0skVoE7Vvn17/fHHH96pDAAAAEDA8HhVqKpVqyojI8PtsT///FNVq1Y1XRQAlCQ3z658m/Nu2BaLFB5uUWGh4fY5kVEWWaNNrVUBAADOwONgce211+q5555TQkKCmjRpIulkz8WhQ4f06quv6uqrr/Z2jQDgkG8zlJZm04kcu6Mtvna4EhMjlZ7u3C5JsTFhSk6OkjX69FcCAADe5HGwGDNmjHbs2KE+ffooPj5ekvTQQw/p0KFDOuecc/TQQw95vUgAONWJHLuys//XOxEba3fbfpJdpXHXAxIWJtndd34AAIASeBwsqlevruXLl2vlypXavHmzjh49qqpVq2rAgAG65ZZbZLVaK6JOAKgQpfWAAACAsvM4WEhSZGSk+vTpoz59+ni7HgCodCX1gAAAgLLzOFisXLnyjOf07NmzHKUACGRMqgYAILR5HCzGjx/vtt1isSg8PFzh4eEECyAE+fOk6tNWxgYAABXA42Cxfv16l7acnBx9++23mjdvnl5++WWvFAYg8HhzUrW3REae/OIjK6vI5RiTtAEA8B6Pg8W5557rtv2SSy5RQUGBpk2bpqVLl5ouDAC8ISLCooICw22vCZO0AQDwHq8Obm7UqJF++OEHb74kAHhFca/JqX9y85ikDQD+jKGsgaVcq0K5k5+fr/fee0+1a9f21ksCCFHuJoJLDF0CgFBS2lBWFv/wTx4Hi06dOslyWny02+3KzMyUzWbTuHHjvFYcgNDkbiK4xNAlAAglJQ1lrczFP+AZj4NFmzZtXIKFJMXFxemaa65Ru3btvFIYgNDmbsI3+0sAQOhx/X3A7wJ/5XGwePrppyuiDgAAAAABzONgcfDgQY/Or1evnqeXAAAAABBgvDLHojQ//fSTp5cAECJY7QMAgODhcbCYPXu2pkyZoqZNm+rmm29W3bp1lZmZqS+++EKffPKJhg0bVuJeFwBQrKTVPlj5CQCAwORxsFi1apWuueYal7kW3bp1U+3atbVt2zaNGDHCawUCCE4lrfbByk8AgDOhx9s/ebwAcFpamrp37+72WMeOHbV161bTRQEIHadvXMemdQCA0pza4+3uD79HfMfjHouaNWtqx44d6tChg8uxtLQ01a1b1yuFAfA/bFwHAPC1knq8Jfa48DWPg8Wtt96qV155Rbm5uerUqZNq1aqlv//+W2vXrtXbb7+txx57rCLqBOAH2LgOAOAv3O13xB4XvuVxsHjggQeUnZ2tN998U/Pnz5ckGYYhq9WqBx98UH379vV6kQD8BxvXAQAAdzwOFhaLRePHj9cDDzyg7du3KysrSzVr1lSLFi0UFxdXETUCAAAA8HMeB4ticXFxOuussyRJLVq0UGFhodeKAgAAABBYyhUsVq1apZkzZyojI0MWi0XLly/Xiy++qIiICM2cOVORkYy1BgAAAEKJx8vNrlmzRuPGjdMVV1yhWbNmyW4/Oba6c+fO2rhxo+bMmeP1IgEAAAD4N497LF599VX17dtXU6dOVVHR/3bM7d27t44cOaJ3331Xo0eP9maNAAAAAPycxz0W+/btU+fOnd0eu+yyy/TXX3+ZLgoAAABAYPE4WNSuXVt79+51e2zv3r2qXbu26aIA+FZunt1lJ9Ps7CI2wQMAACXyeChUt27d9MILL+iss87SVVddJenkErQ7d+7UnDlz1L17d68XCaByudsIj03wAABAaTwOFqNHj9Z///tfjR49WmFhJzs8BgwYoJycHCUlJelf//qX14sEUD65eXbl29x3M0RGWWSNLrnT8vSN8NgEDwAAlMbjYBEZGanXX39dmzZt0ubNm3X06FFVrVpVbdq00VVXXSWLxVIRdQIoB3c9D5IUGxOm5OQoWaN9VBgAAAg6HgeLe++9V/fdd5/at2+v9u3bV0RNALzo9J6Hk+h9AAAA3uXx5O1t27bRKwEEAf4zBgAA3uRxj8WVV16p1atXq3Xr1oqIiKiImgBUsMjIk4suZGUVuRwLCxOrPwEAAI95HCyioqK0evVqffLJJ7r44osVExPjdNxisWjhwoVeKxCA90VEWFRQYCg93XX+Bas/AQCA8vA4WBw6dEgtW7Z0PDYM5682T38MwH+5m3/B6k8AAKA8PA4WixYtqog6AAAAAASwMk3e/vTTT3Xs2LGKrgUAAABAgCpTsPjXv/6lX3/91alt3rx5+ueffyqiJgAAAAABpkzB4vR5E0VFRZo1a5YOHTpUIUUBAAAACCwe72NRjEnaAAAAAIqVO1gAAAAA/oYNYH3H41WhAAAAAH9U2gawkVEWWaP5Tr0imQoWFiIhAAAA/ERJG8DGxoQpOTlK1mgfFhcCyhwshg8frshI5914hw4dqoiICKc2i8Wizz//3DvVAQAAAB5y3QCWzV8rQ5mCRa9evSq6DgAAAAABrEzBYsaMGRVdBwAAAIAAxuRtIAjk5tmVb3NeAjosTLKzKjQAAKgkBAsgCOTbDKWlOU9Ui68drsTEyFKeBQAA4D0ECyBInD5RLTaWiWoAAKDysJgvAAAAANMIFgAAAABMI1gAAAAg6LGvc8VjjgXgZ9yt8CRJkVEWWaP5LgAAAE9FRp7cxDkrq8j9cX7HegXBAvAz7lZ4io0JU3JylKzRPiwMAIAAFRFhUUGBofR059+v0snfse3a8TvWGwgWgB86fYUniRWeAAAwy/X3qxQZaS+xN4OeDM8QLAAAABCySurNYLSA5wgWAAAACHmMFjCPvh0AAAAAphEsAAAAAJhGsAAAAABgGsECAAAAgGkECwAAAACmESyAAGGx+LoCAACAkrHcLBAAIiNV4uY9YWGS3XDzJAAAgEpEsAACQEmb90hSfO1wJSZG+qgyAACAkwgWQABx3bxHio1lAx8AAOB7BAvApNw8u/JtrmORLBYpPNyiwkLXY5FRFlmjmeIEAACCB8ECMCnfZigtreQhSqcPX4qNCVNycpSs0ZVdKQAAQMUhWABeUNoQJddjdlZ4AgAAQYdgAVQyVngCAADBiGABVDJWeAIAAMGIYAH4CCs8AQCAYEKwAE5R0gpPrOIEAABQOoIFcAp3KzyxihMAAMCZESyA07hbxQkAAAClI1ggaDGsCQAAoPIQLBC0GNYEAABQeQgWCGoMawIAAKgcjAcBAAAAYBrBAgAAAIBpBAsAAAAAphEsAAAAAJhGsAAAAABgGsECAAAAgGkEC6AMLBZfVwAAACobv/89wz4WwBlERkoWi0VZWUUux8LCJLvr5t4AACDAlfb7X5IioyyyRvMd/akIFsAZRERYVFBgKD3deRdvSYqvHa7ExEgfVQYAACpKab//Y2PClJwcJWu0j4rzUwQLoIxcd/GWYmPZyRsAgGDm7ve/xO9/d+i/AQAAAGAawQIAAACAaUETLD7//HNNmDDB12WgDHLz7MrKKnL5k5tHtyIAAECgCoo5FikpKdqwYYNatGjh61JQBvk2Q2lpzhOhmAQFAAAQ2IIiWDRv3lxXXXWVVq5c6etSUEauE6HorQAAAAhkQTEU6oYbbpCFHUxQRvyoAAAAeF9Q9FgAZcVmdwAAABWDYIGQwmZ3AAAAFcPvhkLl5+ere/fu2rJli6PNZrNp4sSJSkpKUocOHbRgwQIfVohgUDzH49Q/rEoFAABQfn7VY2Gz2TRmzBjt3r3bqT01NVU7d+7UwoULdfDgQY0bN0716tVT165dHee0bdtWbdu2reySAQAAAMiPgsWePXs0ZswYGYbzIPecnBwtX75c8+bNU9OmTdW0aVPt3r1bS5YscQoWAAAAAHzHb4ZCpaenq23btlq2bJlT+65du1RYWKiWLVs62lq3bq0dO3bIbmfoCgAAAOAP/KbHol+/fm7bMzIyVLNmTUVG/m9SbXx8vGw2m44ePapatWpVVokAAAAASuA3PRYlyc3NdQoVkhyP8/PzfVESAAAAgNP4fbCIiopyCRDFj6Ojo31REgAAAIDT+H2wqFu3rjIzM1VYWOhoy8jIUHR0tKpVq+bDyuBt7IgNAAAQuPxmjkVJGjdurCpVqmj79u1KSkqSJG3dulWJiYkKC/P7XIQyKm1HbItFCg+3qLDQKFO7xC7aAAAAlc3vg4XValXPnj01depUPfXUUzp8+LAWLFigGTNm+Lo0eFFZdsQ+/VhJ7aceAwAAQOXw+2AhSRMmTNDUqVM1aNAgxcXFaeTIkerSpYuvy0IFKN4R+1SxsXa3x0pqP/UYAAAAKodfBouff/7Z6bHValVKSopSUlJ8VBEAAACA0jBJAQAAAIBpBAsAAADAQ6xm6covh0IBAAAA/qq01SwjoyyyRofmd/cECwAAAMADJa1mGRsTpuTkKFlDdA9nggUAAABQDq4rU4b2qpSh2U8DAAAAwKsIFgAAAABMI1gAAAAAMI1gAQAAAMA0Jm+jQuTm2ZVvM1zaw8Iku2szAAAAAhzBAhUi32YoLc15CTZJiq8drsTESB9VBQAAgIpCsECFcV2CTYqNDe1l2AAAAIIVcywAAAAAmEawAAAAAGAawQIAAACAaQQLAAAAAKYRLAAAAACYRrAAAAAAYBrBAgAAAIBpBAsAAAAAphEsAAAAAJhGsAAAAABgGsECAAAAgGkECwAAAACmESwAAAAAmEawAAAAAGAawQIAAADwEovF1xX4ThVfFwD/l5tnV77NcGmPjLLIGk02BQAAkKTISMlisSgrq8j98SC/dyJY4IzybYbS0mw6kWN3tMXGhCk5OUrWaB8WBgAA4EciIiwqKDCUnu583ySFxr0TwQJlciLHruzsU3st7CWeCwAAEMpc75ukULh3Ct6+GAAAAACVhmABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAADCNYAEAAADANIIFAAAAANMIFii3UN6yHgAAAM7YIA+SpNw8u/Jtp2/kIoWFSXbX5lK3rC/pOQAAAAheBAtIkvJthtLSXLefj68drsTESJfzS9uyvqTnAAAAIHgRLODgbvv52NjSt58vz3MAAAAQfJhjAQAAAMA0ggUAAAAA0wgWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAADCNYAEAAADANIIFAAAAANMIFgAAAABMI1gAAAAAMK2KrwsAAAAAQl1unl35NsOlPTLKImt0YPQFECwAAAAAH8u3GUpLs+lEjt3RFhsTpuTkKFmjfViYBwgWAAAAgB84kWNXdvapvRb2Es/1R4HRrwIAAADArxEsAAAAAJhGsAAAAABgGsECAAAAgGkECwAAAACmESwAAAAAmEawAAAAAGAawQIAAACAaQQLAAAAAKYRLAAAAACYRrAAAAAAYBrBAgAAAIBpBAsAAAAAphEsAAAAAJhGsAAAAABgGsECAAAAgGkECwAAAACmESwAAACASmCx+LqCilXF1wWEktw8u/Jthkt7ZJRF1mgyHgAAQLCKjJQsFouysopcjoWFSXbXW8SAQ7CoRPk2Q2lpNp3IsTvaYmPClJwcJWu0DwsDAABAhYqIsKigwFB6uvO9oCTF1w5XYmKkjyrzHoJFJTuRY1d29qmR1F7iuQAAAAgurveCUmxscNwPMv4GAAAAgGkECwAAAACmESwAAAAAmEawAAAAAGAawQIAAACAaQQLAAAAAKYRLAAAAACYRrAAAAAAYBrBAgAAAIBpBAsAAAAAphEsAAAAAJhGsAAAAABgGsECAAAAgGkECwAAAACmESwAAAAAmEawAAAAAGAawQIAAACAaQQLAAAAAKYRLAAAAACYRrAAAAAAYBrBAgAAAIBpBAsAAAAAphEsAAAAAJhGsAAAAABgWhVfF2CG3W7Xo48+qn379ik2NlapqamqXbu2r8sCAAAAQk5A91h89tlnio6O1jvvvKPevXvrtdde83VJAAAAQEgK6GCxbds2tW/fXpJ05ZVXKj093ccVAQAAAKEpoIPF8ePHFRcXJ0mKjY3ViRMnfFwRAAAAEJoCOljExcU5wsSJEydUtWpVH1cEAAAAhKaADhYtWrTQpk2bJElfffWVWrZs6eOKAAAAgNDkV8EiPz9f3bt315YtWxxtNptNEydOVFJSkjp06KAFCxY4jnXp0kW5ubnq27ev3nnnHQ0dOtQXZQMAAAAhz2+Wm7XZbBozZox2797t1J6amqqdO3dq4cKFOnjwoMaNG6d69eqpa9euCg8P14wZM3xUMQAAAIBifhEs9uzZozFjxsgwDKf2nJwcLV++XPPmzVPTpk3VtGlT7d69W0uWLFHXrl19VG3lys2zK99muD0WGWWRNdq106k8zwEAAADM8ItgkZ6errZt2+rBBx9UixYtHO27du1SYWGh09yJ1q1b69VXX5XdbldYWPDfIOfbDKWl2XQix+7UHhsTpuTkKFmjvfMcAAAAwAy/CBb9+vVz256RkaGaNWsqMjLS0RYfHy+bzaajR4+qVq1alVWiT53IsSs7+/QeCLvbc808BwAAACgvv/7KPzc31ylUSHI8zs/P90VJAAAAANzw62ARFRXlEiCKH0dHM54HAAAA8Bd+HSzq1q2rzMxMFRYWOtoyMjIUHR2tatWq+bAyAAAAAKfy62DRuHFjValSRdu3b3e0bd26VYmJiSExcRsAAAAIFH59d261WtWzZ09NnTpV3333nT7//HMtWLBAAwcO9HVpAAAAAE7hF6tClWbChAmaOnWqBg0apLi4OI0cOVJdunTxdVkAAAAATuF3weLnn392emy1WpWSkqKUlBQfVQQAAADgTPx6KBQAAACAwECwAAAAAGAawQIAAACAaQQLAAAAAKYRLAAAAACYRrAAAAAAYBrBAgAAAIBpBAsAAAAAphEsAAAAAJhGsAAAAABgGsECAAAAgGkECwAAAACmESwAAAAAmGYxDMPwdREVLTExUUVFRTrnnHN8WofdLuXmGjr1E7dYJKvVorASIp6755zped58Tni4FBVlcTlWUnt5jwXbc/yhhlCqO5Teqz/UwHv1/xp4r/5fA+/V/2vwh/d6pvvEynLOOedo8eLFZzwvJIJFUlKS8vPzVadOHV+XAgAAAAQUggUAAACASsMcCwAAAACmESwAAAAAmEawKCPDMHTPPffo/fffd2rPzMzUyJEj1bJlS3Xq1EmrVq3yUYXBIysrSw8//LDatGmjK6+8UjNnzpTdbvd1WUHFMAy98MILateundq0aaPHHntMNpvN12UFrccff1wDBgzwdRlB59ixY3r00UfVrl07XXHFFRo/fryOHTvm67ICns1m08SJE5WUlKQOHTpowYIFvi4p6Pz1118aNWqU4/fcjBkz+De4ggwZMkTjx4/3dRkhg2BRBna7XU8++aQ2bdrkcmzChAnKzs7WsmXLNGzYME2aNEnfffedD6oMHo8//rgOHz6sJUuW6JlnntEHH3ygt956y9dlBZV58+Zp6dKlmjlzpl5//XVt3rxZL730kq/LCkrbtm3T22+/7esygtKUKVO0a9cuzZ07V/Pnz9fevXs1adIkX5cV8FJTU7Vz504tXLhQU6ZM0UsvvaS1a9f6uqygYRiGRo0apdzcXC1ZskTPPfecNmzYoNmzZ/u6tKDz8ccfa+PGjb4uI6RU8XUB/u6vv/7Sww8/rAMHDqhatWpOx/bv368NGzZo/fr1ql+/vhISErR9+3YtXbpUzZs391HFgW/jxo169tlndckll+iSSy5R9+7dlZaWprvuusvXpQWFoqIivfHGGxo3bpySk5MlSSNHjtTKlSt9W1gQys/P1+TJk9WiRQtflxJ0cnJytG7dOr399ttq1qyZJGnixIm68847ZbPZFBUV5eMKA1NOTo6WL1+uefPmqWnTpmratKl2796tJUuWqGvXrr4uLyj88ssv2r59uzZt2qT4+HhJ0qhRo5SSkqJx48b5uLrgcfToUaWmpioxMdHXpYQUeizO4IcfftA555yjFStWqGrVqk7HduzYoXPOOUf169d3tLVu3Vr/+c9/KrvMoFKjRg2tXr1aubm5+uuvv/Tvf/9bjRs39nVZQWP37t3KzMzUdddd52i7+eabGe5QAebOnatGjRqpffv2vi4l6ISFhenVV191+behqKhIJ06c8FFVgW/Xrl0qLCxUy5YtHW2tW7fWjh07GJLqJXXq1NHrr7/uCBXFjh8/7qOKglNKSop69Oihhg0b+rqUkEKwOINOnTopNTVVtWrVcjmWkZGhs846y6mtdu3a+uuvvyqrvKA0ZcoUpaWlqVWrVurYsaPOOussjRgxwtdlBY0DBw6oevXq2rZtm3r27KmrrrpK06dPV35+vq9LCyp79+7V22+/rQkTJvi6lKAUHR2tjh07KjIy0tH21ltvqVGjRm7/vUbZZGRkqGbNmk6fa3x8vGw2m44ePeq7woJItWrVdOWVVzoe2+12LV68WFdccYUPqwouaWlp+vbbb/XAAw/4upSQE/JDofLy8koMAnXq1FFMTEyJz83NzXX6x1eSIiMjuUE7gzN95vv27VOzZs00YsQIZWRk6PHHH9e8efM0bNiwSq40cJX2GWdnZysvL08zZ87UhAkTZLfbNWXKFNntdj322GOVXGngOtPP8eTJkzVy5EiXbyVRdp78+7x48WJ98sknev311yurvKBU0u81SfxuqyDPPPOMfvzxR7333nu+LiUo2Gw2TZkyRZMnT1Z0dLSvywk5IR8sduzYoYEDB7o99vLLLzsNFzldVFSUyz+0+fn5/CCfQWmf+SOPPKJZs2bpyy+/dPQG5ebmaurUqRo8eLCqVAn5H9kyKe0znjVrlvLy8jRp0iS1adNGkjR+/Hg99NBDevTRRxUWRkdmWZT2GY8ZM0ZFRUW6/fbbK7mq4FLWf5+XLFmiJ598UhMmTFCHDh0qs8SgU9LvNUn8bqsAzzzzjBYuXKjnnntOCQkJvi4nKLz00ktq1qyZU68QKk/I36W1bdtWP//8c7meW7duXf39999ObX///bfq1KnjjdKCVmmf+Zo1a1SzZk2nIWZNmjTRiRMnlJWVpdq1a1dWmQGttM84PT1dktSgQQNH20UXXSSbzaYjR47wDXsZlfYZDxgwQDt37lSrVq0kSQUFBSoqKlLLli318ccfq169epVZasAqy7/P8+fPV2pqqsaOHatBgwZVUmXBq27dusrMzFRhYaHji5yMjAxFR0e7LGACc6ZNm6a3335bzzzzjK6//npflxM0Pv74Y/3999+OeULFwXjdunXMga0EIR8szGjRooX++OMPHTp0SGeffbYkaevWrawAY8JZZ52lzMxM/fPPP44Q8csvvygmJoZx017SpEkTRUREaNeuXY5vd/fu3avY2FjVqFHDt8UFiWeffVZ5eXmOx4sWLdKOHTv07LPPuszLQvl98MEHSk1N1YQJE1g1zksaN26sKlWqaPv27UpKSpJ08vdaYmIivZle9NJLL+mdd97RrFmzWG3LyxYtWqTCwkLH42effVaS9PDDD/uqpJBCsDDhvPPOU4cOHfTII4/o0Ucf1ffff6+PPvpIixcv9nVpAatFixa6+OKLNXbsWI0fP16ZmZlKTU1V//79ZbFYfF1eUIiLi1OfPn00bdo0paSkyDAMPfvss7rtttsYauYldevWdXpcvXp1RUdH64ILLvBRRcHn6NGjeuKJJ9SrVy/deOONysjIcByrVauWwsPDfVhd4LJarerZs6emTp2qp556SocPH9aCBQs0Y8YMX5cWNPbu3as5c+ZoyJAhat26tdPPLiMezDv33HOdHsfGxkoS//5WEu4iTEpNTdWjjz6qPn36qE6dOnrqqafYw8KEKlWqaN68eZo+fbruvPNOxcTEqEePHqwK5WXjx4/XM888oyFDhsgwDN18880aM2aMr8sCymzTpk3KycnRBx98oA8++MDpWPHeQiifCRMmaOrUqRo0aJDi4uI0cuRIdenSxddlBY3169erqKhIr7zyil555RWnY+Udmg34C4thGIaviwAAAAAQ2BgwCQAAAMA0ggUAAAAA0wgWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAACCFls1AUDlIVgAAHzq/fffV6NGjXTgwAFTrzN+/Hh16tTJ8Xj9+vUaN26c2fIAAGXEztsAAJ86cuSI9u/fryZNmigyMrLcr7N//34dP35cTZo0kSQNGDBAkrRo0SKv1AkAKF0VXxcAAAhttWrVUq1atUy/zvnnn++FagAA5cVQKACAOnXqpOeee05PPfWULr/8crVt21Zjx47V0aNHJZ0cZjRo0CBNmTJFrVq1Urdu3VRUVCSbzaaXX35ZXbt2VWJiorp06aK5c+fKbrdLknbu3KmmTZtq/Pjxjmv9888/Sk5O1t133y3DMFyGQo0fP1733nuvli1bpuuuu07NmzdX3759tW/fPm3YsEE33XSTLrvsMt1222366aefHK976lCoAQMGKD09Xenp6WrUqJG+/vprdejQQWPGjHF57126dNGkSZMq6qMFgJBBjwUAQJK0dOlSXXDBBZoxY4aOHDmimTNn6rffftM777wjSfr2228VFRWll19+WTk5OQoLC9PQoUO1fft2jRgxQpdeeqm2bNmi2bNn6/fff9e0adPUrFkzDR48WK+88op69Oih5ORkTZ48WXa7XU8//bQsFovbWv7zn//o8OHDGj9+vGw2m6ZOnaohQ4bIYrFo1KhRslqtmjJlih5++GF9/PHHLs+fMmWKHnnkEcf/b9iwoXr27KlFixbp+PHjiouLkyRt3bpVv/32m55++ukK+lQBIHQQLAAAkqSwsDC98cYbqlq1qqSTQ5SGDx+uf//735KkwsJCPfHEEzr77LMlSRs3btTXX3+tWbNm6cYbb5QktW/fXtHR0Xr++ec1cOBAXXLJJRo+fLi++OILPf744xoyZIg+//xzPf/886pbt26JtZw4cUKzZ8/WxRdfLElKT0/XO++8ozfffFPJycmSpN9++00pKSk6duyYqlWr5vT8hg0bOsJDixYtJEm9e/fWvHnztG7dOvXu3VuStHLlSl144YVq1aqVNz5CAAhpDIUCAEg6ORyqOFQUP65SpYq++eYbSVKNGjUcoUI6ebNfpUoVde3a1el1br75ZsdxSYqIiFBKSooOHDigRx99VL169XJ5zumqV6/uCBWSFB8fL0m67LLLHG01atSQJB07dqxM7++iiy5S69attWrVKklSXl6ePvnkE91yyy1lej4AoHQECwCAJLn0IISFhalmzZrKysqSJMXGxjodz8rKUs2aNRUeHu7UXqdOHUlSdna2o61x48Zq1KiR7Ha7rrnmmjPWUtzbcLqYmJgzv5FS3HrrrUpPT9eff/6pzz//XCdOnFDPnj1NvSYA4CSCBQBAkpSZmen0uKioSJmZmSWu2FS9enVlZmaqqKjIqf3w4cOSpJo1azrali1bpp07d+rSSy/V9OnTy9zL4G1du3ZVTEyM1q5dq08++UTt27cvdUgWAKDsCBYAAEnSV199pfz8fMfj9evXq7Cw0DGn4XRt2rRRYWGh1q5d69S+evVqSVLr1q0lSX/88YdSUlJ066236tVXX1V2dramT59eQe/if8LCXH/FxcTEqFu3bvroo4+0adMmhkEBgBcRLAAAkqQ///xTw4YN08aNG/XOO+9o0qRJuvLKK9W2bVu353fs2FFt27bVpEmTtGDBAn399deaPXu25syZo169eqlhw4YyDEOPPvqorFarxo4dq3POOUejR4/WypUr9cUXX1To+6lWrZr27duntLQ0x3Au6eRwqJ07dyoyMlLXXXddhdYAAKGEVaEAAJKkG2+8UdWqVdPo0aMVExOjXr166cEHHyzxfIvFotdee00vvPCC3nzzTR05ckT169fXQw89pLvvvlvSySVs09LSNHv2bFWvXl3SyT0mPvzwQ02ePLlCV2O68847tXPnTg0ePFgzZszQTTfdJOnkKlE1atRQt27dTO30DQBwZjEMw/B1EQAA3+rUqZPatGkTEvs57NixQ3369NGqVat06aWX+rocAAga9FgAAELCli1btGXLFq1cuVIdOnQgVACAlzHHAgAQEjIzM/XGG28oPj5eTz75pK/LAYCgw1AoAAAAAKbRYwEAAADANIIFAAAAANMIFgAAAABMI1gAAAAAMI1gAQAAAMA0ggUAAAAA0wgWAAAAAEwjWAAAAAAwjWABAAAAwLT/B3Dq3radTc9LAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for col in columns_to_plot_network:\n",
    "    plot_histogram(df_unificado, col)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "Las métricas de network proximity presentan distribuciones más amplias que el rango [0, 1]. closest_distance y dc_mean  se concentran en valores intermedios, con mínimos cercanos a 0 y máximos en torno a 3–4, mientras que dc_std alcanza como máximo valores de 0.8. En proximity, se observan pares con valores negativos, llegando incluso hasta -10."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.9 MATRIZ DE CORRELACIÓN"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "Visualizamos la matriz de correlación entre todas las métricas de la tabla unificada para identificar posibles relaciones entre variables y facilitar la interpretación del comportamiento del metamodelo. Esto permite detectar qué métricas podrían tener mayor o menor influencia en la clasificación.\n",
    "\n",
    "Para ello, utilizamos la **correlación de Spearman**, ya que es más robusta frente a distribuciones no normales, outliers y relaciones no lineales, condiciones que se cumplen en varias de las métricas analizadas.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "columnas_numericas = ['path_1', 'path_2', 'path_4', 'path_5',\n",
    "       'closest_distance', 'dc_mean', 'dc_std', 'proximity',\n",
    "       'dmsr', 'dmsrC', 'behor', 'behorC', 'class']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_numerico = df_unificado[columnas_numericas].copy()\n",
    "df_numerico = df_numerico.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "correlation_matrix = df_numerico.corr(method='spearman')\n",
    "\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.heatmap(correlation_matrix,\n",
    "            annot=True,\n",
    "            cmap=\"seismic\",\n",
    "            vmin=-1, vmax=1,\n",
    "            fmt=\".2f\",\n",
    "            linewidths=0.5)\n",
    "\n",
    "plt.title(\"Matriz de Correlación (Spearman)\", fontsize=14)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " Se observa que no existe una correlación fuerte entre métricas provenientes de modelos diferentes, lo cual era esperable y refuerza el objetivo de construir un metamodelo integrador\n",
    "\n",
    "Por otro lado, las métricas del **modelo GNN** (dmsr, dmsrC, behor, behorC) presentan alta correlación entre sí (valores entre 0.78 y 0.97), lo que indica que capturan información similar. Algo parecido ocurre con ciertas métricas del **modelo network proximity**, donde destacan correlaciones moderadas como entre dc_mean y closest_distance (ρ = 0.68) y proximity y closest_distance (ρ = 0.75).\n",
    "\n",
    "Es  destacable el caso de **path_2**, que muestra una correlación de 0.98 con la variable class. Esta relación tan elevada sugiere una fuga de información, probablemente porque path_2 está considerando caminos a través de enfermedades con síntomas similares, enlazando directamente con los tratamientos ya aprobados. Esto provoca una correlación artificial con la variable class, contaminando el entrenamiento del modelo. Por tanto, path_2 será eliminada del conjunto de características para evitar sesgos y garantizar una evaluación realista del rendimiento del metamodelo."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.10 SCATTER PLOTS"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "Para completar el análisis anterior, se realizaron los scatter plots de pares con alta correlación, así como de aquellos con baja o nula correlación. Esto permite observar visualmente las relaciones entre las variables y cómo se distribuyen en las diferentes clases (Unknown vs Treatment)."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\USUARIO\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use(\"seaborn-v0_8-white\")\n",
    "\n",
    "pairs_to_plot = [\n",
    "    (\"behorC\", \"dmsrC\"), #alta correlación positiva\n",
    "    (\"closest_distance\", \"proximity\"), #alta correlación positiva\n",
    "    (\"behorC\", \"proximity\"), #nula correlación\n",
    "    (\"path_5\", \"closest_distance\"), #correlación negativa\n",
    "    (\"path_1\", \"dc_std\") #nula correlación\n",
    "]\n",
    "\n",
    "df_class_0 = df_unificado[df_unificado['class'] == 0]\n",
    "df_class_1 = df_unificado[df_unificado['class'] == 1]\n",
    "\n",
    "for x_var, y_var in pairs_to_plot:\n",
    "    fig, ax = plt.subplots(figsize=(8, 6), facecolor=\"white\")\n",
    "    plt.scatter(df_class_0[x_var], df_class_0[y_var],\n",
    "                color='#FFB6C1', alpha=0.3, label='Unknown (0)')\n",
    "    plt.scatter(df_class_1[x_var], df_class_1[y_var],\n",
    "                color='#77DD77', alpha=0.8, label='Treatment (1)')\n",
    "\n",
    "    plt.xlabel(x_var, fontsize=12)\n",
    "    plt.ylabel(y_var, fontsize=12)\n",
    "    plt.title(f\"Scatter Plot: {x_var} vs {y_var} (Class)\", fontsize=14)\n",
    "\n",
    "    sns.despine(top=True, right=True)\n",
    "    plt.grid(False)\n",
    "    plt.legend()\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.11.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}