3 - Análisis básico de series de tiempo.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6420440a",
   "metadata": {},
   "source": [
    "# <font color='blue'> Análisis básico de series de tiempo </font>\n",
    "\n",
    "El objetivo de este notebook es ejemplificar algunos conceptos de análisis de series de tiempo, como:\n",
    "- Principal Component Analysis\n",
    "- Multidimensional Scaling\n",
    "- K-means\n",
    "- Singular Spectrum Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e78ade1",
   "metadata": {},
   "source": [
    "## <font color='crimson'> Importar los datos </font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "96cb951e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colors\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.manifold import MDS\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.decomposition import PCA\n",
    "from scipy.spatial import distance"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "95944d2d",
   "metadata": {},
   "source": [
    "**Datos disponibles en csv**:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7d289713",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rendimientos.csv\r\n",
      "returns^MXX_from2008-09-15_to2022-05-17_downloaded20230517.csv\r\n",
      "returns^MXX_from2008-09-15_to2022-06-16_downloaded20220616.csv\r\n",
      "returns_SP500.csv\r\n",
      "stockPrices_downloaded20230517.csv\r\n"
     ]
    }
   ],
   "source": [
    "dataLocation='./data'\n",
    "!ls {dataLocation} | grep .csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9fecd16b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAP_CD</th>\n",
       "      <th>AMZN_CD</th>\n",
       "      <th>AZO_CD</th>\n",
       "      <th>BBY_CD</th>\n",
       "      <th>BKNG_CD</th>\n",
       "      <th>CCL_CD</th>\n",
       "      <th>CMCSA_CD</th>\n",
       "      <th>DHI_CD</th>\n",
       "      <th>DISH_CD</th>\n",
       "      <th>DLTR_CD</th>\n",
       "      <th>...</th>\n",
       "      <th>LNT_UT</th>\n",
       "      <th>NEE_UT</th>\n",
       "      <th>NI_UT</th>\n",
       "      <th>NRG_UT</th>\n",
       "      <th>PEG_UT</th>\n",
       "      <th>PNW_UT</th>\n",
       "      <th>SO_UT</th>\n",
       "      <th>SRE_UT</th>\n",
       "      <th>WEC_UT</th>\n",
       "      <th>XEL_UT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2006-01-03</th>\n",
       "      <td>43.520000</td>\n",
       "      <td>2.379000</td>\n",
       "      <td>92.760002</td>\n",
       "      <td>44.730000</td>\n",
       "      <td>22.680000</td>\n",
       "      <td>54.570000</td>\n",
       "      <td>8.743333</td>\n",
       "      <td>36.939999</td>\n",
       "      <td>28.120001</td>\n",
       "      <td>8.066667</td>\n",
       "      <td>...</td>\n",
       "      <td>14.250000</td>\n",
       "      <td>10.515000</td>\n",
       "      <td>8.381139</td>\n",
       "      <td>23.975000</td>\n",
       "      <td>33.310001</td>\n",
       "      <td>42.450001</td>\n",
       "      <td>35.070000</td>\n",
       "      <td>46.139999</td>\n",
       "      <td>19.950001</td>\n",
       "      <td>18.570000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-01-04</th>\n",
       "      <td>43.830002</td>\n",
       "      <td>2.362500</td>\n",
       "      <td>91.900002</td>\n",
       "      <td>44.049999</td>\n",
       "      <td>22.760000</td>\n",
       "      <td>54.360001</td>\n",
       "      <td>8.793333</td>\n",
       "      <td>36.639999</td>\n",
       "      <td>28.620001</td>\n",
       "      <td>8.130000</td>\n",
       "      <td>...</td>\n",
       "      <td>14.440000</td>\n",
       "      <td>10.515000</td>\n",
       "      <td>8.337917</td>\n",
       "      <td>23.750000</td>\n",
       "      <td>33.365002</td>\n",
       "      <td>42.570000</td>\n",
       "      <td>34.990002</td>\n",
       "      <td>45.540001</td>\n",
       "      <td>20.014999</td>\n",
       "      <td>18.660000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-01-05</th>\n",
       "      <td>44.040001</td>\n",
       "      <td>2.382500</td>\n",
       "      <td>91.980003</td>\n",
       "      <td>43.500000</td>\n",
       "      <td>23.010000</td>\n",
       "      <td>53.790001</td>\n",
       "      <td>8.806667</td>\n",
       "      <td>37.369999</td>\n",
       "      <td>28.500000</td>\n",
       "      <td>8.110000</td>\n",
       "      <td>...</td>\n",
       "      <td>14.340000</td>\n",
       "      <td>10.542500</td>\n",
       "      <td>8.200393</td>\n",
       "      <td>23.174999</td>\n",
       "      <td>33.180000</td>\n",
       "      <td>42.360001</td>\n",
       "      <td>34.900002</td>\n",
       "      <td>46.820000</td>\n",
       "      <td>19.934999</td>\n",
       "      <td>18.650000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-01-06</th>\n",
       "      <td>43.990002</td>\n",
       "      <td>2.393500</td>\n",
       "      <td>91.010002</td>\n",
       "      <td>47.049999</td>\n",
       "      <td>23.139999</td>\n",
       "      <td>53.980000</td>\n",
       "      <td>9.093333</td>\n",
       "      <td>37.250000</td>\n",
       "      <td>28.959999</td>\n",
       "      <td>8.080000</td>\n",
       "      <td>...</td>\n",
       "      <td>14.475000</td>\n",
       "      <td>10.555000</td>\n",
       "      <td>8.294695</td>\n",
       "      <td>23.065001</td>\n",
       "      <td>33.805000</td>\n",
       "      <td>42.820000</td>\n",
       "      <td>35.099998</td>\n",
       "      <td>46.990002</td>\n",
       "      <td>20.084999</td>\n",
       "      <td>18.719999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-01-09</th>\n",
       "      <td>44.560001</td>\n",
       "      <td>2.354000</td>\n",
       "      <td>92.459999</td>\n",
       "      <td>47.799999</td>\n",
       "      <td>23.129999</td>\n",
       "      <td>54.560001</td>\n",
       "      <td>9.150000</td>\n",
       "      <td>39.950001</td>\n",
       "      <td>28.809999</td>\n",
       "      <td>8.320000</td>\n",
       "      <td>...</td>\n",
       "      <td>14.380000</td>\n",
       "      <td>10.510000</td>\n",
       "      <td>8.239686</td>\n",
       "      <td>23.400000</td>\n",
       "      <td>33.724998</td>\n",
       "      <td>42.369999</td>\n",
       "      <td>34.919998</td>\n",
       "      <td>46.549999</td>\n",
       "      <td>20.174999</td>\n",
       "      <td>18.670000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>2022-09-19</th>\n",
       "      <td>168.179993</td>\n",
       "      <td>124.660004</td>\n",
       "      <td>2097.590088</td>\n",
       "      <td>73.970001</td>\n",
       "      <td>1902.989990</td>\n",
       "      <td>10.780000</td>\n",
       "      <td>34.459999</td>\n",
       "      <td>73.089996</td>\n",
       "      <td>17.030001</td>\n",
       "      <td>142.910004</td>\n",
       "      <td>...</td>\n",
       "      <td>61.889999</td>\n",
       "      <td>86.839996</td>\n",
       "      <td>29.290001</td>\n",
       "      <td>44.020000</td>\n",
       "      <td>66.620003</td>\n",
       "      <td>74.690002</td>\n",
       "      <td>78.269997</td>\n",
       "      <td>172.929993</td>\n",
       "      <td>102.279999</td>\n",
       "      <td>74.529999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-20</th>\n",
       "      <td>165.869995</td>\n",
       "      <td>122.190002</td>\n",
       "      <td>2131.469971</td>\n",
       "      <td>70.919998</td>\n",
       "      <td>1896.630005</td>\n",
       "      <td>10.420000</td>\n",
       "      <td>33.840000</td>\n",
       "      <td>71.930000</td>\n",
       "      <td>16.160000</td>\n",
       "      <td>142.619995</td>\n",
       "      <td>...</td>\n",
       "      <td>61.130001</td>\n",
       "      <td>85.690002</td>\n",
       "      <td>28.860001</td>\n",
       "      <td>42.799999</td>\n",
       "      <td>65.379997</td>\n",
       "      <td>73.309998</td>\n",
       "      <td>77.220001</td>\n",
       "      <td>168.860001</td>\n",
       "      <td>100.959999</td>\n",
       "      <td>73.480003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-21</th>\n",
       "      <td>165.500000</td>\n",
       "      <td>118.540001</td>\n",
       "      <td>2104.020020</td>\n",
       "      <td>69.980003</td>\n",
       "      <td>1806.699951</td>\n",
       "      <td>9.710000</td>\n",
       "      <td>32.700001</td>\n",
       "      <td>71.339996</td>\n",
       "      <td>16.010000</td>\n",
       "      <td>141.869995</td>\n",
       "      <td>...</td>\n",
       "      <td>60.290001</td>\n",
       "      <td>83.970001</td>\n",
       "      <td>28.410000</td>\n",
       "      <td>42.169998</td>\n",
       "      <td>64.480003</td>\n",
       "      <td>72.760002</td>\n",
       "      <td>76.129997</td>\n",
       "      <td>166.259995</td>\n",
       "      <td>99.930000</td>\n",
       "      <td>72.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-22</th>\n",
       "      <td>164.110001</td>\n",
       "      <td>117.309998</td>\n",
       "      <td>2082.639893</td>\n",
       "      <td>68.570000</td>\n",
       "      <td>1720.579956</td>\n",
       "      <td>9.640000</td>\n",
       "      <td>32.470001</td>\n",
       "      <td>70.949997</td>\n",
       "      <td>15.670000</td>\n",
       "      <td>139.330002</td>\n",
       "      <td>...</td>\n",
       "      <td>60.009998</td>\n",
       "      <td>83.540001</td>\n",
       "      <td>28.620001</td>\n",
       "      <td>41.380001</td>\n",
       "      <td>63.970001</td>\n",
       "      <td>72.699997</td>\n",
       "      <td>75.940002</td>\n",
       "      <td>164.190002</td>\n",
       "      <td>100.150002</td>\n",
       "      <td>72.449997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-23</th>\n",
       "      <td>160.500000</td>\n",
       "      <td>113.779999</td>\n",
       "      <td>2096.840088</td>\n",
       "      <td>68.779999</td>\n",
       "      <td>1669.880005</td>\n",
       "      <td>8.950000</td>\n",
       "      <td>31.840000</td>\n",
       "      <td>71.419998</td>\n",
       "      <td>15.200000</td>\n",
       "      <td>141.289993</td>\n",
       "      <td>...</td>\n",
       "      <td>59.520000</td>\n",
       "      <td>82.519997</td>\n",
       "      <td>28.040001</td>\n",
       "      <td>40.630001</td>\n",
       "      <td>62.939999</td>\n",
       "      <td>71.269997</td>\n",
       "      <td>74.989998</td>\n",
       "      <td>161.779999</td>\n",
       "      <td>99.570000</td>\n",
       "      <td>71.559998</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4211 rows × 326 columns</p>\n",
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      ],
      "text/plain": [
       "                AAP_CD     AMZN_CD       AZO_CD     BBY_CD      BKNG_CD  \\\n",
       "2006-01-03   43.520000    2.379000    92.760002  44.730000    22.680000   \n",
       "2006-01-04   43.830002    2.362500    91.900002  44.049999    22.760000   \n",
       "2006-01-05   44.040001    2.382500    91.980003  43.500000    23.010000   \n",
       "2006-01-06   43.990002    2.393500    91.010002  47.049999    23.139999   \n",
       "2006-01-09   44.560001    2.354000    92.459999  47.799999    23.129999   \n",
       "...                ...         ...          ...        ...          ...   \n",
       "2022-09-19  168.179993  124.660004  2097.590088  73.970001  1902.989990   \n",
       "2022-09-20  165.869995  122.190002  2131.469971  70.919998  1896.630005   \n",
       "2022-09-21  165.500000  118.540001  2104.020020  69.980003  1806.699951   \n",
       "2022-09-22  164.110001  117.309998  2082.639893  68.570000  1720.579956   \n",
       "2022-09-23  160.500000  113.779999  2096.840088  68.779999  1669.880005   \n",
       "\n",
       "               CCL_CD   CMCSA_CD     DHI_CD    DISH_CD     DLTR_CD  ...  \\\n",
       "2006-01-03  54.570000   8.743333  36.939999  28.120001    8.066667  ...   \n",
       "2006-01-04  54.360001   8.793333  36.639999  28.620001    8.130000  ...   \n",
       "2006-01-05  53.790001   8.806667  37.369999  28.500000    8.110000  ...   \n",
       "2006-01-06  53.980000   9.093333  37.250000  28.959999    8.080000  ...   \n",
       "2006-01-09  54.560001   9.150000  39.950001  28.809999    8.320000  ...   \n",
       "...               ...        ...        ...        ...         ...  ...   \n",
       "2022-09-19  10.780000  34.459999  73.089996  17.030001  142.910004  ...   \n",
       "2022-09-20  10.420000  33.840000  71.930000  16.160000  142.619995  ...   \n",
       "2022-09-21   9.710000  32.700001  71.339996  16.010000  141.869995  ...   \n",
       "2022-09-22   9.640000  32.470001  70.949997  15.670000  139.330002  ...   \n",
       "2022-09-23   8.950000  31.840000  71.419998  15.200000  141.289993  ...   \n",
       "\n",
       "               LNT_UT     NEE_UT      NI_UT     NRG_UT     PEG_UT     PNW_UT  \\\n",
       "2006-01-03  14.250000  10.515000   8.381139  23.975000  33.310001  42.450001   \n",
       "2006-01-04  14.440000  10.515000   8.337917  23.750000  33.365002  42.570000   \n",
       "2006-01-05  14.340000  10.542500   8.200393  23.174999  33.180000  42.360001   \n",
       "2006-01-06  14.475000  10.555000   8.294695  23.065001  33.805000  42.820000   \n",
       "2006-01-09  14.380000  10.510000   8.239686  23.400000  33.724998  42.369999   \n",
       "...               ...        ...        ...        ...        ...        ...   \n",
       "2022-09-19  61.889999  86.839996  29.290001  44.020000  66.620003  74.690002   \n",
       "2022-09-20  61.130001  85.690002  28.860001  42.799999  65.379997  73.309998   \n",
       "2022-09-21  60.290001  83.970001  28.410000  42.169998  64.480003  72.760002   \n",
       "2022-09-22  60.009998  83.540001  28.620001  41.380001  63.970001  72.699997   \n",
       "2022-09-23  59.520000  82.519997  28.040001  40.630001  62.939999  71.269997   \n",
       "\n",
       "                SO_UT      SRE_UT      WEC_UT     XEL_UT  \n",
       "2006-01-03  35.070000   46.139999   19.950001  18.570000  \n",
       "2006-01-04  34.990002   45.540001   20.014999  18.660000  \n",
       "2006-01-05  34.900002   46.820000   19.934999  18.650000  \n",
       "2006-01-06  35.099998   46.990002   20.084999  18.719999  \n",
       "2006-01-09  34.919998   46.549999   20.174999  18.670000  \n",
       "...               ...         ...         ...        ...  \n",
       "2022-09-19  78.269997  172.929993  102.279999  74.529999  \n",
       "2022-09-20  77.220001  168.860001  100.959999  73.480003  \n",
       "2022-09-21  76.129997  166.259995   99.930000  72.500000  \n",
       "2022-09-22  75.940002  164.190002  100.150002  72.449997  \n",
       "2022-09-23  74.989998  161.779999   99.570000  71.559998  \n",
       "\n",
       "[4211 rows x 326 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataName='returns_SP500.csv'\n",
    "\n",
    "data=pd.read_csv(\n",
    "    f'{dataLocation}/{dataName}',\n",
    "    index_col=0,\n",
    "    parse_dates=True\n",
    ")\n",
    "\n",
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae1ed05d",
   "metadata": {},
   "source": [
    "Calcularmos los rendimientos (logarítmicos):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1f320d52",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAP_CD</th>\n",
       "      <th>AMZN_CD</th>\n",
       "      <th>AZO_CD</th>\n",
       "      <th>BBY_CD</th>\n",
       "      <th>BKNG_CD</th>\n",
       "      <th>CCL_CD</th>\n",
       "      <th>CMCSA_CD</th>\n",
       "      <th>DHI_CD</th>\n",
       "      <th>DISH_CD</th>\n",
       "      <th>DLTR_CD</th>\n",
       "      <th>...</th>\n",
       "      <th>LNT_UT</th>\n",
       "      <th>NEE_UT</th>\n",
       "      <th>NI_UT</th>\n",
       "      <th>NRG_UT</th>\n",
       "      <th>PEG_UT</th>\n",
       "      <th>PNW_UT</th>\n",
       "      <th>SO_UT</th>\n",
       "      <th>SRE_UT</th>\n",
       "      <th>WEC_UT</th>\n",
       "      <th>XEL_UT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2006-01-04</th>\n",
       "      <td>0.007098</td>\n",
       "      <td>-0.006960</td>\n",
       "      <td>-0.009314</td>\n",
       "      <td>-0.015319</td>\n",
       "      <td>0.003521</td>\n",
       "      <td>-0.003856</td>\n",
       "      <td>0.005702</td>\n",
       "      <td>-0.008154</td>\n",
       "      <td>0.017625</td>\n",
       "      <td>0.007821</td>\n",
       "      <td>...</td>\n",
       "      <td>0.013245</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.005170</td>\n",
       "      <td>-0.009429</td>\n",
       "      <td>0.001650</td>\n",
       "      <td>0.002823</td>\n",
       "      <td>-0.002284</td>\n",
       "      <td>-0.013089</td>\n",
       "      <td>0.003253</td>\n",
       "      <td>0.004835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-01-05</th>\n",
       "      <td>0.004780</td>\n",
       "      <td>0.008430</td>\n",
       "      <td>0.000870</td>\n",
       "      <td>-0.012564</td>\n",
       "      <td>0.010924</td>\n",
       "      <td>-0.010541</td>\n",
       "      <td>0.001515</td>\n",
       "      <td>0.019728</td>\n",
       "      <td>-0.004202</td>\n",
       "      <td>-0.002463</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.006949</td>\n",
       "      <td>0.002612</td>\n",
       "      <td>-0.016631</td>\n",
       "      <td>-0.024508</td>\n",
       "      <td>-0.005560</td>\n",
       "      <td>-0.004945</td>\n",
       "      <td>-0.002575</td>\n",
       "      <td>0.027719</td>\n",
       "      <td>-0.004005</td>\n",
       "      <td>-0.000536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-01-06</th>\n",
       "      <td>-0.001136</td>\n",
       "      <td>0.004606</td>\n",
       "      <td>-0.010602</td>\n",
       "      <td>0.078450</td>\n",
       "      <td>0.005634</td>\n",
       "      <td>0.003526</td>\n",
       "      <td>0.032032</td>\n",
       "      <td>-0.003216</td>\n",
       "      <td>0.016011</td>\n",
       "      <td>-0.003706</td>\n",
       "      <td>...</td>\n",
       "      <td>0.009370</td>\n",
       "      <td>0.001185</td>\n",
       "      <td>0.011434</td>\n",
       "      <td>-0.004758</td>\n",
       "      <td>0.018661</td>\n",
       "      <td>0.010801</td>\n",
       "      <td>0.005714</td>\n",
       "      <td>0.003624</td>\n",
       "      <td>0.007496</td>\n",
       "      <td>0.003746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-01-09</th>\n",
       "      <td>0.012874</td>\n",
       "      <td>-0.016641</td>\n",
       "      <td>0.015807</td>\n",
       "      <td>0.015815</td>\n",
       "      <td>-0.000432</td>\n",
       "      <td>0.010687</td>\n",
       "      <td>0.006212</td>\n",
       "      <td>0.069977</td>\n",
       "      <td>-0.005193</td>\n",
       "      <td>0.029270</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.006585</td>\n",
       "      <td>-0.004273</td>\n",
       "      <td>-0.006654</td>\n",
       "      <td>0.014420</td>\n",
       "      <td>-0.002369</td>\n",
       "      <td>-0.010565</td>\n",
       "      <td>-0.005141</td>\n",
       "      <td>-0.009408</td>\n",
       "      <td>0.004471</td>\n",
       "      <td>-0.002674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-01-10</th>\n",
       "      <td>0.001121</td>\n",
       "      <td>-0.030845</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.009577</td>\n",
       "      <td>-0.006941</td>\n",
       "      <td>-0.015330</td>\n",
       "      <td>-0.001458</td>\n",
       "      <td>0.009715</td>\n",
       "      <td>-0.024953</td>\n",
       "      <td>-0.008045</td>\n",
       "      <td>...</td>\n",
       "      <td>0.006930</td>\n",
       "      <td>-0.001190</td>\n",
       "      <td>-0.002865</td>\n",
       "      <td>-0.008153</td>\n",
       "      <td>-0.004756</td>\n",
       "      <td>-0.000472</td>\n",
       "      <td>-0.001433</td>\n",
       "      <td>0.001717</td>\n",
       "      <td>-0.001240</td>\n",
       "      <td>0.004809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-19</th>\n",
       "      <td>0.008239</td>\n",
       "      <td>0.009106</td>\n",
       "      <td>-0.031931</td>\n",
       "      <td>0.018282</td>\n",
       "      <td>0.014045</td>\n",
       "      <td>0.001857</td>\n",
       "      <td>-0.001740</td>\n",
       "      <td>0.027323</td>\n",
       "      <td>-0.015152</td>\n",
       "      <td>0.006952</td>\n",
       "      <td>...</td>\n",
       "      <td>0.016782</td>\n",
       "      <td>0.023890</td>\n",
       "      <td>0.015830</td>\n",
       "      <td>0.003413</td>\n",
       "      <td>0.003910</td>\n",
       "      <td>0.014294</td>\n",
       "      <td>0.013117</td>\n",
       "      <td>0.026307</td>\n",
       "      <td>0.009726</td>\n",
       "      <td>0.008489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-20</th>\n",
       "      <td>-0.013830</td>\n",
       "      <td>-0.020013</td>\n",
       "      <td>0.016023</td>\n",
       "      <td>-0.042107</td>\n",
       "      <td>-0.003348</td>\n",
       "      <td>-0.033965</td>\n",
       "      <td>-0.018156</td>\n",
       "      <td>-0.015998</td>\n",
       "      <td>-0.052437</td>\n",
       "      <td>-0.002031</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.012356</td>\n",
       "      <td>-0.013331</td>\n",
       "      <td>-0.014790</td>\n",
       "      <td>-0.028106</td>\n",
       "      <td>-0.018789</td>\n",
       "      <td>-0.018649</td>\n",
       "      <td>-0.013506</td>\n",
       "      <td>-0.023817</td>\n",
       "      <td>-0.012990</td>\n",
       "      <td>-0.014188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-21</th>\n",
       "      <td>-0.002233</td>\n",
       "      <td>-0.030327</td>\n",
       "      <td>-0.012962</td>\n",
       "      <td>-0.013343</td>\n",
       "      <td>-0.048577</td>\n",
       "      <td>-0.070571</td>\n",
       "      <td>-0.034268</td>\n",
       "      <td>-0.008236</td>\n",
       "      <td>-0.009326</td>\n",
       "      <td>-0.005273</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.013836</td>\n",
       "      <td>-0.020277</td>\n",
       "      <td>-0.015715</td>\n",
       "      <td>-0.014829</td>\n",
       "      <td>-0.013861</td>\n",
       "      <td>-0.007531</td>\n",
       "      <td>-0.014216</td>\n",
       "      <td>-0.015517</td>\n",
       "      <td>-0.010254</td>\n",
       "      <td>-0.013427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-22</th>\n",
       "      <td>-0.008434</td>\n",
       "      <td>-0.010430</td>\n",
       "      <td>-0.010214</td>\n",
       "      <td>-0.020354</td>\n",
       "      <td>-0.048841</td>\n",
       "      <td>-0.007235</td>\n",
       "      <td>-0.007058</td>\n",
       "      <td>-0.005482</td>\n",
       "      <td>-0.021465</td>\n",
       "      <td>-0.018066</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.004655</td>\n",
       "      <td>-0.005134</td>\n",
       "      <td>0.007365</td>\n",
       "      <td>-0.018911</td>\n",
       "      <td>-0.007941</td>\n",
       "      <td>-0.000825</td>\n",
       "      <td>-0.002499</td>\n",
       "      <td>-0.012528</td>\n",
       "      <td>0.002199</td>\n",
       "      <td>-0.000690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-09-23</th>\n",
       "      <td>-0.022243</td>\n",
       "      <td>-0.030553</td>\n",
       "      <td>0.006795</td>\n",
       "      <td>0.003058</td>\n",
       "      <td>-0.029910</td>\n",
       "      <td>-0.074268</td>\n",
       "      <td>-0.019593</td>\n",
       "      <td>0.006603</td>\n",
       "      <td>-0.030453</td>\n",
       "      <td>0.013969</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.008199</td>\n",
       "      <td>-0.012285</td>\n",
       "      <td>-0.020474</td>\n",
       "      <td>-0.018291</td>\n",
       "      <td>-0.016232</td>\n",
       "      <td>-0.019866</td>\n",
       "      <td>-0.012589</td>\n",
       "      <td>-0.014787</td>\n",
       "      <td>-0.005808</td>\n",
       "      <td>-0.012360</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4210 rows × 326 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              AAP_CD   AMZN_CD    AZO_CD    BBY_CD   BKNG_CD    CCL_CD  \\\n",
       "2006-01-04  0.007098 -0.006960 -0.009314 -0.015319  0.003521 -0.003856   \n",
       "2006-01-05  0.004780  0.008430  0.000870 -0.012564  0.010924 -0.010541   \n",
       "2006-01-06 -0.001136  0.004606 -0.010602  0.078450  0.005634  0.003526   \n",
       "2006-01-09  0.012874 -0.016641  0.015807  0.015815 -0.000432  0.010687   \n",
       "2006-01-10  0.001121 -0.030845  0.000000  0.009577 -0.006941 -0.015330   \n",
       "...              ...       ...       ...       ...       ...       ...   \n",
       "2022-09-19  0.008239  0.009106 -0.031931  0.018282  0.014045  0.001857   \n",
       "2022-09-20 -0.013830 -0.020013  0.016023 -0.042107 -0.003348 -0.033965   \n",
       "2022-09-21 -0.002233 -0.030327 -0.012962 -0.013343 -0.048577 -0.070571   \n",
       "2022-09-22 -0.008434 -0.010430 -0.010214 -0.020354 -0.048841 -0.007235   \n",
       "2022-09-23 -0.022243 -0.030553  0.006795  0.003058 -0.029910 -0.074268   \n",
       "\n",
       "            CMCSA_CD    DHI_CD   DISH_CD   DLTR_CD  ...    LNT_UT    NEE_UT  \\\n",
       "2006-01-04  0.005702 -0.008154  0.017625  0.007821  ...  0.013245  0.000000   \n",
       "2006-01-05  0.001515  0.019728 -0.004202 -0.002463  ... -0.006949  0.002612   \n",
       "2006-01-06  0.032032 -0.003216  0.016011 -0.003706  ...  0.009370  0.001185   \n",
       "2006-01-09  0.006212  0.069977 -0.005193  0.029270  ... -0.006585 -0.004273   \n",
       "2006-01-10 -0.001458  0.009715 -0.024953 -0.008045  ...  0.006930 -0.001190   \n",
       "...              ...       ...       ...       ...  ...       ...       ...   \n",
       "2022-09-19 -0.001740  0.027323 -0.015152  0.006952  ...  0.016782  0.023890   \n",
       "2022-09-20 -0.018156 -0.015998 -0.052437 -0.002031  ... -0.012356 -0.013331   \n",
       "2022-09-21 -0.034268 -0.008236 -0.009326 -0.005273  ... -0.013836 -0.020277   \n",
       "2022-09-22 -0.007058 -0.005482 -0.021465 -0.018066  ... -0.004655 -0.005134   \n",
       "2022-09-23 -0.019593  0.006603 -0.030453  0.013969  ... -0.008199 -0.012285   \n",
       "\n",
       "               NI_UT    NRG_UT    PEG_UT    PNW_UT     SO_UT    SRE_UT  \\\n",
       "2006-01-04 -0.005170 -0.009429  0.001650  0.002823 -0.002284 -0.013089   \n",
       "2006-01-05 -0.016631 -0.024508 -0.005560 -0.004945 -0.002575  0.027719   \n",
       "2006-01-06  0.011434 -0.004758  0.018661  0.010801  0.005714  0.003624   \n",
       "2006-01-09 -0.006654  0.014420 -0.002369 -0.010565 -0.005141 -0.009408   \n",
       "2006-01-10 -0.002865 -0.008153 -0.004756 -0.000472 -0.001433  0.001717   \n",
       "...              ...       ...       ...       ...       ...       ...   \n",
       "2022-09-19  0.015830  0.003413  0.003910  0.014294  0.013117  0.026307   \n",
       "2022-09-20 -0.014790 -0.028106 -0.018789 -0.018649 -0.013506 -0.023817   \n",
       "2022-09-21 -0.015715 -0.014829 -0.013861 -0.007531 -0.014216 -0.015517   \n",
       "2022-09-22  0.007365 -0.018911 -0.007941 -0.000825 -0.002499 -0.012528   \n",
       "2022-09-23 -0.020474 -0.018291 -0.016232 -0.019866 -0.012589 -0.014787   \n",
       "\n",
       "              WEC_UT    XEL_UT  \n",
       "2006-01-04  0.003253  0.004835  \n",
       "2006-01-05 -0.004005 -0.000536  \n",
       "2006-01-06  0.007496  0.003746  \n",
       "2006-01-09  0.004471 -0.002674  \n",
       "2006-01-10 -0.001240  0.004809  \n",
       "...              ...       ...  \n",
       "2022-09-19  0.009726  0.008489  \n",
       "2022-09-20 -0.012990 -0.014188  \n",
       "2022-09-21 -0.010254 -0.013427  \n",
       "2022-09-22  0.002199 -0.000690  \n",
       "2022-09-23 -0.005808 -0.012360  \n",
       "\n",
       "[4210 rows x 326 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataLogRets=np.log(data).diff(axis=0).iloc[1:]\n",
    "dataLogRets"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97c2d9fa",
   "metadata": {},
   "source": [
    "Acomodar los datos:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "25c88a0c",
   "metadata": {},
   "outputs": [],
   "source": [
    "sectores=list(set([sec.split('_')[-1] for sec in dataLogRets.columns]))\n",
    "bloques=dict()\n",
    "for i,s in enumerate(sectores):\n",
    "    bloques[s]=[(j,comp) for j,comp in enumerate(dataLogRets.columns) if '_'+s in comp]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "71f0b582",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('CD', 0, 48),\n",
       " ('CS', 49, 77),\n",
       " ('EG', 78, 94),\n",
       " ('FN', 95, 145),\n",
       " ('HC', 146, 188),\n",
       " ('ID', 189, 231),\n",
       " ('IT', 232, 283),\n",
       " ('MT', 284, 299),\n",
       " ('TC', 300, 301),\n",
       " ('UT', 302, 325)]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "etiquetas=sorted([(a,b[0][0],b[-1][0]) for a, b in bloques.items()],key=lambda x: x[1])\n",
    "etiquetas"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83b28ff6",
   "metadata": {},
   "source": [
    "Clase auxiliar para graficación:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "aadb9f3a",
   "metadata": {},
   "outputs": [],
   "source": [
    "class MidpointNormalize(matplotlib.colors.Normalize):\n",
    "    def __init__(self, vmin=None, vmax=None, midpoint=None, clip=False):\n",
    "        self.midpoint = midpoint\n",
    "        matplotlib.colors.Normalize.__init__(self, vmin, vmax, clip)\n",
    "\n",
    "    def __call__(self, value, clip=None):\n",
    "        x, y = [self.vmin, self.midpoint, self.vmax], [0, 0.5, 1]\n",
    "        return np.ma.masked_array(np.interp(value, x, y), np.isnan(value))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e11ce2ea",
   "metadata": {},
   "source": [
    "Grafiquita de la correlación global:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e1272d65",
   "metadata": {},
   "outputs": [],
   "source": [
    "corrGlob=dataLogRets.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "96a6d6a2",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'kmeans' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[10], line 27\u001b[0m\n\u001b[1;32m      9\u001b[0m fig, ax \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39msubplots(\n\u001b[1;32m     10\u001b[0m     nrows\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m, \n\u001b[1;32m     11\u001b[0m     ncols\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m,\n\u001b[1;32m     12\u001b[0m     figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m5\u001b[39m,\u001b[38;5;241m5\u001b[39m),\n\u001b[1;32m     13\u001b[0m     constrained_layout\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m     14\u001b[0m )\n\u001b[1;32m     16\u001b[0m ax\u001b[38;5;241m.\u001b[39mimshow(\n\u001b[1;32m     17\u001b[0m     corrGlob,\n\u001b[1;32m     18\u001b[0m     cmap\u001b[38;5;241m=\u001b[39mcoloresCorr,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     22\u001b[0m     aspect\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mequal\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m     23\u001b[0m )\n\u001b[1;32m     25\u001b[0m ax\u001b[38;5;241m.\u001b[39mset_title(\n\u001b[1;32m     26\u001b[0m     (\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mCorrelación global \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mi\u001b[38;5;241m+\u001b[39m\u001b[38;5;241m1\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m'\u001b[39m\n\u001b[0;32m---> 27\u001b[0m     \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m($\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124moverline\u001b[39m\u001b[38;5;130;01m{{\u001b[39;00m\u001b[38;5;124mc\u001b[39m\u001b[38;5;130;01m}}\u001b[39;00m\u001b[38;5;124m=\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[43mkmeans\u001b[49m\u001b[38;5;241m.\u001b[39mcluster_centers_[rankedLabels[i]]\u001b[38;5;241m.\u001b[39mmean()\u001b[38;5;132;01m:\u001b[39;00m\u001b[38;5;124m.2f\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m$, \u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m     28\u001b[0m     \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m$\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124msigma_\u001b[39m\u001b[38;5;130;01m{{\u001b[39;00m\u001b[38;5;124mc\u001b[39m\u001b[38;5;130;01m}}\u001b[39;00m\u001b[38;5;124m=\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkmeans\u001b[38;5;241m.\u001b[39mcluster_centers_[rankedLabels[i]]\u001b[38;5;241m.\u001b[39mstd()\u001b[38;5;132;01m:\u001b[39;00m\u001b[38;5;124m.2f\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m$)\u001b[39m\u001b[38;5;124m'\u001b[39m),\n\u001b[1;32m     29\u001b[0m     fontsize\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m18\u001b[39m\n\u001b[1;32m     30\u001b[0m )\n\u001b[1;32m     32\u001b[0m fig\u001b[38;5;241m.\u001b[39mcolorbar(\n\u001b[1;32m     33\u001b[0m     cax[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m],\n\u001b[1;32m     34\u001b[0m     ax\u001b[38;5;241m=\u001b[39maxes[i],\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     37\u001b[0m     aspect\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m50\u001b[39m\n\u001b[1;32m     38\u001b[0m )\n\u001b[1;32m     40\u001b[0m ax\u001b[38;5;241m.\u001b[39mset_xticks(\n\u001b[1;32m     41\u001b[0m     [e[\u001b[38;5;241m1\u001b[39m] \u001b[38;5;28;01mfor\u001b[39;00m e \u001b[38;5;129;01min\u001b[39;00m etiquetas]\n\u001b[1;32m     42\u001b[0m )\n",
      "\u001b[0;31mNameError\u001b[0m: name 'kmeans' is not defined"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "#Parámetros de graficación\n",
    "coloresCorr='seismic_r' #plt.cm.BuPu_r,'cool', 'bwr_r'\n",
    "norm=MidpointNormalize(\n",
    "    midpoint=0.,vmin=-1,vmax=1\n",
    ")\n",
    "cBarShrink=0.6\n",
    "fig, ax = plt.subplots(\n",
    "    nrows=1, \n",
    "    ncols=1,\n",
    "    figsize=(5,5),\n",
    "    constrained_layout=True\n",
    ")\n",
    "\n",
    "ax.imshow(\n",
    "    corrGlob,\n",
    "    cmap=coloresCorr,\n",
    "    norm=norm,\n",
    "    origin='upper',\n",
    "    interpolation='nearest',\n",
    "    aspect='equal'\n",
    ")\n",
    "\n",
    "ax.set_title(\n",
    "    (f'Correlación global {i+1}\\n'\n",
    "    f'($\\overline{{c}}={corrGlob.loc[np.triu_indices(data.shape[1])].mean():.2f}$, '\n",
    "    f'$\\sigma_{{c}}={corrGlob.loc[np.triu_indices(data.shape[1])],mean():.2f}$)'),\n",
    "    fontsize=18\n",
    ")\n",
    "\n",
    "fig.colorbar(\n",
    "    cax[-1],\n",
    "    ax=axes[i],\n",
    "    orientation='vertical',\n",
    "    shrink=cBarShrink,\n",
    "    aspect=50\n",
    ")\n",
    "\n",
    "ax.set_xticks(\n",
    "    [e[1] for e in etiquetas]\n",
    ")\n",
    "ax.set_xticklabels(\n",
    "    #[e[0] if e[0]!='UT' else 4*' '+e[0] for e in etiquetas],\n",
    "   [e[0] if e[0] not in {'FN','TC','UT'} else ' '*3+e[0] if e[0]!='UT' else ' '*12+e[0] for e in etiquetas],\n",
    "    fontsize=14,\n",
    "    va='top',\n",
    "    ha='center'\n",
    ")\n",
    "\n",
    "ax.set_yticks(\n",
    "    [e[1] for e in etiquetas]\n",
    ")\n",
    "ax.set_yticklabels(\n",
    "    [e[0] if e[0]!='UT' else '\\n'*2+e[0] for e in etiquetas],\n",
    "    fontsize=14,\n",
    "    va='center',\n",
    "    ha='right'\n",
    ")\n",
    "\n",
    "ax.grid(\n",
    "    which='major',\n",
    "    color='black',\n",
    "    linestyle='-.',\n",
    "    linewidth=0.5\n",
    ")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6db2356d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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