{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploracion de las mediciones\n",
    "\n",
    "Vamos a explorar todas las muestras que tenemos en la base de datos para tener una idea de con que estamos trabajando. Para esto vamos a explorar las mediciones demoduladas, las mediciones de respiracion (ver si se pueden limpiar un poco o si se pueden interpretar un poco) las mediciones de ritmo cardiaco, etc...\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploracion de las mediciones demoduladas\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
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        [
         "59",
         "2",
         "2017-02-27_10-31-18",
         "PCG_front_radar_front",
         "radar_2R_PCG_2L",
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         null,
         null,
         null,
         "ColeccionDatos/datasets/measurement_data_person2/PCG_front_radar_front/radar_2R_PCG_2L/DATASET_2017-02-27_10-31-18_Person 2.mat",
         "ColeccionDatos/datasets/measurement_data_person2/PCG_front_radar_front/radar_2R_PCG_2L/Peak_2017-02-27_10-31-18.csv"
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        [
         "60",
         "2",
         "2017-02-27_10-33-30",
         "PCG_front_radar_front",
         "radar_2R_PCG_2L",
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         null,
         null,
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         "ColeccionDatos/datasets/measurement_data_person2/PCG_front_radar_front/radar_2R_PCG_2L/Peak_2017-02-27_10-33-30.csv"
        ],
        [
         "61",
         "2",
         "2017-02-27_10-36-48",
         "PCG_front_radar_front",
         "radar_4L_PCG_2L",
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         null,
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        [
         "62",
         "2",
         "2017-02-27_10-38-25",
         "PCG_front_radar_front",
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         null,
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        [
         "63",
         "2",
         "2017-02-27_10-40-06",
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         null,
         null,
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         "ColeccionDatos/datasets/measurement_data_person2/PCG_front_radar_front/radar_4L_PCG_2L/Peak_2017-02-27_10-40-06.csv"
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        [
         "64",
         "2",
         "2017-02-27_10-41-45",
         "PCG_front_radar_front",
         "radar_4L_PCG_2L",
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         null,
         null,
         null,
         "ColeccionDatos/datasets/measurement_data_person2/PCG_front_radar_front/radar_4L_PCG_2L/DATASET_2017-02-27_10-41-45_Person 2.mat",
         "ColeccionDatos/datasets/measurement_data_person2/PCG_front_radar_front/radar_4L_PCG_2L/Peak_2017-02-27_10-41-45.csv"
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        [
         "65",
         "2",
         "2017-02-27_10-43-46",
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         null,
         null,
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        [
         "66",
         "3",
         "2017-01-17_17-41-07",
         "PCG_front_radar_front",
         "radar_xiphoid_PCG_2L",
         "Radar Xiphoid PCG 2L",
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         null,
         null,
         "ColeccionDatos/datasets/measurement_data_person3/PCG_front_radar_front/radar_xiphoid_PCG_2L/DATASET_2017-01-17_17-41-07_Person 3.mat",
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        ],
        [
         "67",
         "3",
         "2017-01-17_17-48-53",
         "PCG_front_radar_front",
         "radar_4L_PCG_2L",
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         null,
         null,
         "ColeccionDatos/datasets/measurement_data_person3/PCG_front_radar_front/radar_4L_PCG_2L/DATASET_2017-01-17_17-48-53_Person 3.mat",
         "ColeccionDatos/datasets/measurement_data_person3/PCG_front_radar_front/radar_4L_PCG_2L/Peak_2017-01-17_17-48-53.csv"
        ],
        [
         "68",
         "3",
         "2017-01-17_17-55-53",
         "PCG_front_radar_front",
         "radar_4L_PCG_2L",
         "Radar 4L PCG 2L",
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         null,
         null,
         "ColeccionDatos/datasets/measurement_data_person3/PCG_front_radar_front/radar_4L_PCG_2L/DATASET_2017-01-17_17-55-53_Person 3.mat",
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        [
         "69",
         "3",
         "2017-01-17_17-59-08",
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         null,
         null,
         "ColeccionDatos/datasets/measurement_data_person3/PCG_front_radar_front/radar_4L_PCG_2L/DATASET_2017-01-17_17-59-08_Person 3.mat",
         "ColeccionDatos/datasets/measurement_data_person3/PCG_front_radar_front/radar_4L_PCG_2L/Peak_2017-01-17_17-59-08.csv"
        ],
        [
         "70",
         "3",
         "2017-01-17_18-04-18",
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         null,
         null,
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        ],
        [
         "73",
         "3",
         "2017-01-17_18-23-25",
         "PCG_front_radar_front",
         "radar_2L_PCG_4L",
         "Radar 2L PCG 4L",
         null,
         null,
         null,
         "ColeccionDatos/datasets/measurement_data_person3/PCG_front_radar_front/radar_2L_PCG_4L/DATASET_2017-01-17_18-23-25_Person 3.mat",
         "ColeccionDatos/datasets/measurement_data_person3/PCG_front_radar_front/radar_2L_PCG_4L/Peak_2017-01-17_18-23-25.csv"
        ],
        [
         "80",
         "3",
         "2017-01-17_19-09-33",
         "PCG_neck_radar_neck",
         "radar_carotid_L_PCG_carotid_R",
         "Radar carotid L PCG carotid R",
         null,
         null,
         null,
         "ColeccionDatos/datasets/measurement_data_person3/PCG_neck_radar_neck/radar_carotid_L_PCG_carotid_R/DATASET_2017-01-17_19-09-33_Person 3.mat",
         "ColeccionDatos/datasets/measurement_data_person3/PCG_neck_radar_neck/radar_carotid_L_PCG_carotid_R/Peak_2017-01-17_19-09-33.csv"
        ],
        [
         "81",
         "3",
         "2017-01-17_19-12-55",
         "PCG_neck_radar_neck",
         "radar_carotid_L_PCG_carotid_R",
         "Radar carotid L PCG carotid R",
         null,
         null,
         null,
         "ColeccionDatos/datasets/measurement_data_person3/PCG_neck_radar_neck/radar_carotid_L_PCG_carotid_R/DATASET_2017-01-17_19-12-55_Person 3.mat",
         "ColeccionDatos/datasets/measurement_data_person3/PCG_neck_radar_neck/radar_carotid_L_PCG_carotid_R/Peak_2017-01-17_19-12-55.csv"
        ],
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         "87",
         "4",
         "2017-01-20_10-41-20",
         "PCG_front_radar_front",
         "PCG_4L_radar_xiphoid",
         "PCG 4L Radar Xiphoid",
         null,
         null,
         null,
         "ColeccionDatos/datasets/measurement_data_person4/PCG_front_radar_front/PCG_4L_radar_xiphoid/DATASET_2017-01-20_10-41-20_Person 4.mat",
         "ColeccionDatos/datasets/measurement_data_person4/PCG_front_radar_front/PCG_4L_radar_xiphoid/Peak_2017-01-20_10-41-20.csv"
        ]
       ],
       "shape": {
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        "rows": 139
       }
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Paciente</th>\n",
       "      <th>Tiempo</th>\n",
       "      <th>Posicion_medida_primaria</th>\n",
       "      <th>Posicion_medida_secundaria</th>\n",
       "      <th>Pos_sec_no_traducida</th>\n",
       "      <th>Escenario_principal</th>\n",
       "      <th>Escenario_secundario</th>\n",
       "      <th>Escenario_terciario</th>\n",
       "      <th>Path_datos</th>\n",
       "      <th>Path_picos</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2016-12-20_11-25-55</td>\n",
       "      <td>PCG_front_radar_front</td>\n",
       "      <td>radar_2L_PCG_4L</td>\n",
       "      <td>Radar 2L PCG 4L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2016-12-20_11-30-47</td>\n",
       "      <td>PCG_front_radar_front</td>\n",
       "      <td>radar_2L_PCG_4L</td>\n",
       "      <td>Radar 2L PCG 4L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>2016-12-20_11-36-19</td>\n",
       "      <td>PCG_front_radar_front</td>\n",
       "      <td>radar_2L_PCG_4L</td>\n",
       "      <td>Radar 2L PCG 4L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>2016-12-20_11-46-09</td>\n",
       "      <td>PCG_front_radar_front</td>\n",
       "      <td>radar_2L_PCG_4L</td>\n",
       "      <td>Radar 2L PCG 4L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>2016-12-20_11-49-00</td>\n",
       "      <td>PCG_front_radar_front</td>\n",
       "      <td>radar_2L_PCG_4L</td>\n",
       "      <td>Radar 2L PCG 4L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>11</td>\n",
       "      <td>2017-02-16_11-37-59</td>\n",
       "      <td>PCG_neck_radar_neck</td>\n",
       "      <td>PCG_carotid_R_radar_carotid_L</td>\n",
       "      <td>PCG carotid R Radar carotid L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
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       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>11</td>\n",
       "      <td>2017-02-16_11-42-13</td>\n",
       "      <td>PCG_neck_radar_neck</td>\n",
       "      <td>PCG_carotid_R_radar_carotid_L</td>\n",
       "      <td>PCG carotid R Radar carotid L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>11</td>\n",
       "      <td>2017-02-16_10-53-42</td>\n",
       "      <td>PCG_front_radar_front</td>\n",
       "      <td>PCG_2L_radar_4L</td>\n",
       "      <td>PCG 2L Radar 4L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>11</td>\n",
       "      <td>2017-02-16_11-02-10</td>\n",
       "      <td>PCG_front_radar_front</td>\n",
       "      <td>PCG_2L_radar_4L</td>\n",
       "      <td>PCG 2L Radar 4L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>11</td>\n",
       "      <td>2017-02-16_10-50-44</td>\n",
       "      <td>PCG_front_radar_front</td>\n",
       "      <td>PCG_2L_radar_xiphoid</td>\n",
       "      <td>PCG 2L Radar Xiphoid</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
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       "<p>139 rows × 10 columns</p>\n",
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      ],
      "text/plain": [
       "     Paciente               Tiempo Posicion_medida_primaria  \\\n",
       "0           1  2016-12-20_11-25-55    PCG_front_radar_front   \n",
       "1           1  2016-12-20_11-30-47    PCG_front_radar_front   \n",
       "2           1  2016-12-20_11-36-19    PCG_front_radar_front   \n",
       "3           1  2016-12-20_11-46-09    PCG_front_radar_front   \n",
       "4           1  2016-12-20_11-49-00    PCG_front_radar_front   \n",
       "..        ...                  ...                      ...   \n",
       "251        11  2017-02-16_11-37-59      PCG_neck_radar_neck   \n",
       "252        11  2017-02-16_11-42-13      PCG_neck_radar_neck   \n",
       "261        11  2017-02-16_10-53-42    PCG_front_radar_front   \n",
       "262        11  2017-02-16_11-02-10    PCG_front_radar_front   \n",
       "263        11  2017-02-16_10-50-44    PCG_front_radar_front   \n",
       "\n",
       "        Posicion_medida_secundaria           Pos_sec_no_traducida  \\\n",
       "0                  radar_2L_PCG_4L                Radar 2L PCG 4L   \n",
       "1                  radar_2L_PCG_4L                Radar 2L PCG 4L   \n",
       "2                  radar_2L_PCG_4L                Radar 2L PCG 4L   \n",
       "3                  radar_2L_PCG_4L                Radar 2L PCG 4L   \n",
       "4                  radar_2L_PCG_4L                Radar 2L PCG 4L   \n",
       "..                             ...                            ...   \n",
       "251  PCG_carotid_R_radar_carotid_L  PCG carotid R Radar carotid L   \n",
       "252  PCG_carotid_R_radar_carotid_L  PCG carotid R Radar carotid L   \n",
       "261                PCG_2L_radar_4L                PCG 2L Radar 4L   \n",
       "262                PCG_2L_radar_4L                PCG 2L Radar 4L   \n",
       "263           PCG_2L_radar_xiphoid           PCG 2L Radar Xiphoid   \n",
       "\n",
       "    Escenario_principal Escenario_secundario Escenario_terciario  \\\n",
       "0                   NaN                  NaN                 NaN   \n",
       "1                   NaN                  NaN                 NaN   \n",
       "2                   NaN                  NaN                 NaN   \n",
       "3                   NaN                  NaN                 NaN   \n",
       "4                   NaN                  NaN                 NaN   \n",
       "..                  ...                  ...                 ...   \n",
       "251                 NaN                  NaN                 NaN   \n",
       "252                 NaN                  NaN                 NaN   \n",
       "261                 NaN                  NaN                 NaN   \n",
       "262                 NaN                  NaN                 NaN   \n",
       "263                 NaN                  NaN                 NaN   \n",
       "\n",
       "                                            Path_datos  \\\n",
       "0    ColeccionDatos/datasets/measurement_data_perso...   \n",
       "1    ColeccionDatos/datasets/measurement_data_perso...   \n",
       "2    ColeccionDatos/datasets/measurement_data_perso...   \n",
       "3    ColeccionDatos/datasets/measurement_data_perso...   \n",
       "4    ColeccionDatos/datasets/measurement_data_perso...   \n",
       "..                                                 ...   \n",
       "251  ColeccionDatos/datasets/measurement_data_perso...   \n",
       "252  ColeccionDatos/datasets/measurement_data_perso...   \n",
       "261  ColeccionDatos/datasets/measurement_data_perso...   \n",
       "262  ColeccionDatos/datasets/measurement_data_perso...   \n",
       "263  ColeccionDatos/datasets/measurement_data_perso...   \n",
       "\n",
       "                                            Path_picos  \n",
       "0    ColeccionDatos/datasets/measurement_data_perso...  \n",
       "1    ColeccionDatos/datasets/measurement_data_perso...  \n",
       "2    ColeccionDatos/datasets/measurement_data_perso...  \n",
       "3    ColeccionDatos/datasets/measurement_data_perso...  \n",
       "4    ColeccionDatos/datasets/measurement_data_perso...  \n",
       "..                                                 ...  \n",
       "251  ColeccionDatos/datasets/measurement_data_perso...  \n",
       "252  ColeccionDatos/datasets/measurement_data_perso...  \n",
       "261  ColeccionDatos/datasets/measurement_data_perso...  \n",
       "262  ColeccionDatos/datasets/measurement_data_perso...  \n",
       "263  ColeccionDatos/datasets/measurement_data_perso...  \n",
       "\n",
       "[139 rows x 10 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "import scipy\n",
    "import pandas as pd\n",
    "from scipy.signal import firwin, resample_poly\n",
    "\n",
    "\n",
    "Tabla_Indice = pd.read_csv('Tabla_Direccionamiento_Base_Datos.csv')\n",
    "\n",
    "Tabla_Indice.columns\n",
    "\n",
    "def Cargar_datos_y_señal(Link):\n",
    "\tDatos = scipy.io.loadmat(Link)\n",
    "\n",
    "\tDatos_Complejos = Datos['radar_I'] + 1j* Datos['radar_Q'] \n",
    "\n",
    "\tfase = Obtener_angulos(Datos_Complejos)\n",
    "\tfase = fase - np.mean(fase)\n",
    "\n",
    "\treturn Datos, fase\n",
    "\n",
    "def Obtener_angulos(Datos):\n",
    "\n",
    "\tResultado = np.zeros(len(Datos))\n",
    "\tDesfasaje = 0\n",
    "\tfor i in range(len(Resultado)):\n",
    "\n",
    "\t\t### Siempre cargo el primer caso sin importar que\n",
    "\t\tif i == 0:\n",
    "\t\t\tAngulo = np.angle(Datos[0,0])\n",
    "\t\t\tResultado[0] = Angulo\n",
    "\t\t\tcontinue\n",
    "\n",
    "\t\t### Calculo el angulo del dato\n",
    "\t\tAngulo_anterior = Angulo\n",
    "\t\tAngulo = np.angle(Datos[i])\n",
    "\n",
    "\t\tif np.sign(Angulo_anterior) != np.sign(Angulo) and np.abs(Angulo) > 2:\n",
    "\t\t\tDesfasaje += np.sum(np.pi * (-2)* np.sign(Angulo))\n",
    "\n",
    "\t\tResultado[i] = Desfasaje + Angulo[0]\n",
    "\n",
    "\treturn Resultado\n",
    "\n",
    "def Resampleo_de_la_señal(Señal, frecuencia_original, nueva_frecuencia):\n",
    "\n",
    "\tSeñal = np.ravel(Señal)  # asegurar que es 1D\n",
    "\n",
    "\t### Genero el filtro pasabajos para luego hacer el resampling\n",
    "\tfc = 2.0\t\t # Frecuencia de corte pasa-bajos [Hz]\n",
    "\tnumtaps = 40\t# Orden del filtro FIR (más grande = transición más suave)\n",
    "\n",
    "\tnyq = fs / 2.0\n",
    "\tb = firwin(numtaps, fc / nyq)   # Filtro FIR pasa-bajo lineal-fase\n",
    "\tSeñal_filt = lfilter(b, 1.0, Señal)\n",
    "\n",
    "\t### Busco el resampling rate y lo implemento\n",
    "\n",
    "\t#M = int(np.floor(fs / (4*fc)))  # margen de seguridad del 25%\n",
    "\tM = int(np.floor(frecuencia_original/(2*nueva_frecuencia)))\n",
    "\tM = max(1, M)\t\t\t\t   # evitar M=0\n",
    "\n",
    "\tSeñal_dec = resample_poly(Señal_filt, up=1, down=M)\n",
    "\tfs_new = fs / M\n",
    "\n",
    "\treturn Señal_dec, fs_new\n",
    "\n",
    "### Filtro todas las filas para quedarme solo con las mediciones que no tienen escenarios\n",
    "Tabla_Filtrada_Sin_Escenarios = Tabla_Indice\n",
    "Escenarios_Unicos = Tabla_Indice['Escenario_principal'].unique()[1:]\n",
    "for i in range(len(Escenarios_Unicos)):\n",
    "    Tabla_Filtrada_Sin_Escenarios = Tabla_Filtrada_Sin_Escenarios[Tabla_Filtrada_Sin_Escenarios['Escenario_principal'] != Escenarios_Unicos[i]]\n",
    "\n",
    "#Tabla_Filtrada_Sin_Escenarios['Escenario_principal'].unique()\n",
    "\n",
    "Tabla_Filtrada_Sin_Escenarios\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.microsoft.datawrangler.viewer.v0+json": {
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        {
         "name": "index",
         "rawType": "int64",
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         "rawType": "object",
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         "ColeccionDatos/datasets/measurement_data_person1/PCG_front_radar_front/radar_4L_PCG_2L/apnea_after_sport/Peak_2016-12-20_14-05-02.csv"
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         null,
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         "ColeccionDatos/datasets/measurement_data_person1/PCG_front_radar_front/radar_4L_PCG_2L/apnea_after_sport/DATASET_2016-12-20_14-12-25_Person 1.mat",
         "ColeccionDatos/datasets/measurement_data_person1/PCG_front_radar_front/radar_4L_PCG_2L/apnea_after_sport/Peak_2016-12-20_14-12-25.csv"
        ],
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         "ColeccionDatos/datasets/measurement_data_person1/PCG_neck_radar_neck/PCG_carotid_L_radar_carotid_R/apnea/Peak_2016-12-20_14-18-36.csv"
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        [
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         "2",
         "2016-12-21_10-48-50",
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         "2",
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         "2",
         "2016-12-21_11-15-34",
         "PCG_front_radar_front",
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         "2",
         "2016-12-21_11-24-32",
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         "2",
         "2016-12-21_11-29-38",
         "PCG_neck_radar_neck",
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        [
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         "2",
         "2016-12-21_11-53-23",
         "PCG_front_radar_front",
         "radar_2L_PCG_4L",
         "Radar 2L PCG 4L",
         "after_sport",
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         null,
         "ColeccionDatos/datasets/measurement_data_person2/PCG_front_radar_front/radar_2L_PCG_4L/after_sport/DATASET_2016-12-21_11-53-23_Person 2.mat",
         "ColeccionDatos/datasets/measurement_data_person2/PCG_front_radar_front/radar_2L_PCG_4L/after_sport/Peak_2016-12-21_11-53-23.csv"
        ],
        [
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         "2",
         "2016-12-21_11-59-37",
         "PCG_front_radar_front",
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         null,
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         "ColeccionDatos/datasets/measurement_data_person2/PCG_front_radar_front/radar_2L_PCG_4L/apnea_after_sport/Peak_2016-12-21_11-59-37.csv"
        ],
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         "2",
         "2016-12-21_12-07-06",
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         "radar_4L_PCG_2L",
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         "2",
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        ],
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         "2",
         "2017-02-17_10-02-33",
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         null,
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        ],
        [
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         "2",
         "2017-02-17_10-07-23",
         "PCG_front_radar_front",
         "radar_2L_PCG_4L",
         "Radar 2L PCG 4L",
         "lying",
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         null,
         "ColeccionDatos/datasets/measurement_data_person2/PCG_front_radar_front/radar_2L_PCG_4L/lying/DATASET_2017-02-17_10-07-23_Person 2.mat",
         "ColeccionDatos/datasets/measurement_data_person2/PCG_front_radar_front/radar_2L_PCG_4L/lying/Peak_2017-02-17_10-07-23.csv"
        ],
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         "2",
         "2017-02-17_10-10-52",
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         "2",
         "2017-02-27_09-55-24",
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         null,
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         "2",
         "2017-02-27_10-04-44",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Paciente</th>\n",
       "      <th>Tiempo</th>\n",
       "      <th>Posicion_medida_primaria</th>\n",
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       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2016-12-20_11-25-55</td>\n",
       "      <td>PCG_front_radar_front</td>\n",
       "      <td>radar_2L_PCG_4L</td>\n",
       "      <td>Radar 2L PCG 4L</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
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       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2016-12-20_11-30-47</td>\n",
       "      <td>PCG_front_radar_front</td>\n",
       "      <td>radar_2L_PCG_4L</td>\n",
       "      <td>Radar 2L PCG 4L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
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       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>2016-12-20_11-36-19</td>\n",
       "      <td>PCG_front_radar_front</td>\n",
       "      <td>radar_2L_PCG_4L</td>\n",
       "      <td>Radar 2L PCG 4L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>2016-12-20_11-46-09</td>\n",
       "      <td>PCG_front_radar_front</td>\n",
       "      <td>radar_2L_PCG_4L</td>\n",
       "      <td>Radar 2L PCG 4L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>2016-12-20_11-49-00</td>\n",
       "      <td>PCG_front_radar_front</td>\n",
       "      <td>radar_2L_PCG_4L</td>\n",
       "      <td>Radar 2L PCG 4L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>11</td>\n",
       "      <td>2017-02-16_11-26-02</td>\n",
       "      <td>PCG_front_radar_front</td>\n",
       "      <td>PCG_2L_radar_4L</td>\n",
       "      <td>PCG 2L Radar 4L</td>\n",
       "      <td>angle_variation</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>11</td>\n",
       "      <td>2017-02-16_10-53-42</td>\n",
       "      <td>PCG_front_radar_front</td>\n",
       "      <td>PCG_2L_radar_4L</td>\n",
       "      <td>PCG 2L Radar 4L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
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       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>11</td>\n",
       "      <td>2017-02-16_11-02-10</td>\n",
       "      <td>PCG_front_radar_front</td>\n",
       "      <td>PCG_2L_radar_4L</td>\n",
       "      <td>PCG 2L Radar 4L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
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       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>11</td>\n",
       "      <td>2017-02-16_10-50-44</td>\n",
       "      <td>PCG_front_radar_front</td>\n",
       "      <td>PCG_2L_radar_xiphoid</td>\n",
       "      <td>PCG 2L Radar Xiphoid</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>11</td>\n",
       "      <td>2017-02-16_11-53-10</td>\n",
       "      <td>PCG_front_radar_back</td>\n",
       "      <td>PCG_2L_radar_back</td>\n",
       "      <td>PCG 2L Radar back</td>\n",
       "      <td>after_sport</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "      <td>ColeccionDatos/datasets/measurement_data_perso...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>265 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Paciente               Tiempo Posicion_medida_primaria  \\\n",
       "0           1  2016-12-20_11-25-55    PCG_front_radar_front   \n",
       "1           1  2016-12-20_11-30-47    PCG_front_radar_front   \n",
       "2           1  2016-12-20_11-36-19    PCG_front_radar_front   \n",
       "3           1  2016-12-20_11-46-09    PCG_front_radar_front   \n",
       "4           1  2016-12-20_11-49-00    PCG_front_radar_front   \n",
       "..        ...                  ...                      ...   \n",
       "260        11  2017-02-16_11-26-02    PCG_front_radar_front   \n",
       "261        11  2017-02-16_10-53-42    PCG_front_radar_front   \n",
       "262        11  2017-02-16_11-02-10    PCG_front_radar_front   \n",
       "263        11  2017-02-16_10-50-44    PCG_front_radar_front   \n",
       "264        11  2017-02-16_11-53-10     PCG_front_radar_back   \n",
       "\n",
       "    Posicion_medida_secundaria  Pos_sec_no_traducida Escenario_principal  \\\n",
       "0              radar_2L_PCG_4L       Radar 2L PCG 4L                 NaN   \n",
       "1              radar_2L_PCG_4L       Radar 2L PCG 4L                 NaN   \n",
       "2              radar_2L_PCG_4L       Radar 2L PCG 4L                 NaN   \n",
       "3              radar_2L_PCG_4L       Radar 2L PCG 4L                 NaN   \n",
       "4              radar_2L_PCG_4L       Radar 2L PCG 4L                 NaN   \n",
       "..                         ...                   ...                 ...   \n",
       "260            PCG_2L_radar_4L       PCG 2L Radar 4L    angle_variation    \n",
       "261            PCG_2L_radar_4L       PCG 2L Radar 4L                 NaN   \n",
       "262            PCG_2L_radar_4L       PCG 2L Radar 4L                 NaN   \n",
       "263       PCG_2L_radar_xiphoid  PCG 2L Radar Xiphoid                 NaN   \n",
       "264          PCG_2L_radar_back     PCG 2L Radar back         after_sport   \n",
       "\n",
       "    Escenario_secundario Escenario_terciario  \\\n",
       "0                    NaN                 NaN   \n",
       "1                    NaN                 NaN   \n",
       "2                    NaN                 NaN   \n",
       "3                    NaN                 NaN   \n",
       "4                    NaN                 NaN   \n",
       "..                   ...                 ...   \n",
       "260      30_degree_right                 NaN   \n",
       "261                  NaN                 NaN   \n",
       "262                  NaN                 NaN   \n",
       "263                  NaN                 NaN   \n",
       "264                  NaN                 NaN   \n",
       "\n",
       "                                            Path_datos  \\\n",
       "0    ColeccionDatos/datasets/measurement_data_perso...   \n",
       "1    ColeccionDatos/datasets/measurement_data_perso...   \n",
       "2    ColeccionDatos/datasets/measurement_data_perso...   \n",
       "3    ColeccionDatos/datasets/measurement_data_perso...   \n",
       "4    ColeccionDatos/datasets/measurement_data_perso...   \n",
       "..                                                 ...   \n",
       "260  ColeccionDatos/datasets/measurement_data_perso...   \n",
       "261  ColeccionDatos/datasets/measurement_data_perso...   \n",
       "262  ColeccionDatos/datasets/measurement_data_perso...   \n",
       "263  ColeccionDatos/datasets/measurement_data_perso...   \n",
       "264  ColeccionDatos/datasets/measurement_data_perso...   \n",
       "\n",
       "                                            Path_picos  \n",
       "0    ColeccionDatos/datasets/measurement_data_perso...  \n",
       "1    ColeccionDatos/datasets/measurement_data_perso...  \n",
       "2    ColeccionDatos/datasets/measurement_data_perso...  \n",
       "3    ColeccionDatos/datasets/measurement_data_perso...  \n",
       "4    ColeccionDatos/datasets/measurement_data_perso...  \n",
       "..                                                 ...  \n",
       "260  ColeccionDatos/datasets/measurement_data_perso...  \n",
       "261  ColeccionDatos/datasets/measurement_data_perso...  \n",
       "262  ColeccionDatos/datasets/measurement_data_perso...  \n",
       "263  ColeccionDatos/datasets/measurement_data_perso...  \n",
       "264  ColeccionDatos/datasets/measurement_data_perso...  \n",
       "\n",
       "[265 rows x 10 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Tabla_Indice"
   ]
  }
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