PCA_Application .ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np \n",
    "import datetime\n",
    "import os, glob\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\bmakh\\anaconda3\\envs\\Spark\\lib\\site-packages\\IPython\\core\\interactiveshell.py:3145: DtypeWarning: Columns (13) have mixed types.Specify dtype option on import or set low_memory=False.\n",
      "  has_raised = await self.run_ast_nodes(code_ast.body, cell_name,\n"
     ]
    }
   ],
   "source": [
    "path_csv='./setimana'\n",
    "colum=['DATE', 'VIN', 'IIN', 'VOUT', 'VBATT', 'IBATT', 'TEMP', 'JP', 'CNT','STS', 'MIN', 'POWER', 'AUTOBCKLIGHT', 'CURRLIGHT', 'BRIGHTNESS',\n",
    "       'PAN1VOLT', 'PAN1CURR', 'BCK1VOLT', 'BCK1CURR', 'RSSI', 'time','date','Batt_id']\n",
    "my_Data=pd.DataFrame(columns=colum)\n",
    "for i, file in enumerate(glob.glob(path_csv+\"/*.csv\")):\n",
    "    #print(file)\n",
    "    DF= pd.read_csv(file, sep=';')\n",
    "    my_Data=my_Data.append(DF,ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DATE</th>\n",
       "      <th>VIN</th>\n",
       "      <th>IIN</th>\n",
       "      <th>VOUT</th>\n",
       "      <th>VBATT</th>\n",
       "      <th>IBATT</th>\n",
       "      <th>TEMP</th>\n",
       "      <th>JP</th>\n",
       "      <th>CNT</th>\n",
       "      <th>STS</th>\n",
       "      <th>...</th>\n",
       "      <th>BRIGHTNESS</th>\n",
       "      <th>PAN1VOLT</th>\n",
       "      <th>PAN1CURR</th>\n",
       "      <th>BCK1VOLT</th>\n",
       "      <th>BCK1CURR</th>\n",
       "      <th>RSSI</th>\n",
       "      <th>time</th>\n",
       "      <th>date</th>\n",
       "      <th>host_id</th>\n",
       "      <th>Unnamed: 0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-11-03 00:00:01</td>\n",
       "      <td>29237</td>\n",
       "      <td>602</td>\n",
       "      <td>28890</td>\n",
       "      <td>29135</td>\n",
       "      <td>588</td>\n",
       "      <td>230</td>\n",
       "      <td>OFF</td>\n",
       "      <td>595355</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11916.0</td>\n",
       "      <td>510.0</td>\n",
       "      <td>24036.0</td>\n",
       "      <td>419.0</td>\n",
       "      <td>-85.0</td>\n",
       "      <td>00:00:01</td>\n",
       "      <td>2020-11-03</td>\n",
       "      <td>814U01M70009</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-11-03 00:01:00</td>\n",
       "      <td>29237</td>\n",
       "      <td>636</td>\n",
       "      <td>28890</td>\n",
       "      <td>29136</td>\n",
       "      <td>592</td>\n",
       "      <td>235</td>\n",
       "      <td>OFF</td>\n",
       "      <td>595356</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11916.0</td>\n",
       "      <td>510.0</td>\n",
       "      <td>24036.0</td>\n",
       "      <td>419.0</td>\n",
       "      <td>-85.0</td>\n",
       "      <td>00:01:00</td>\n",
       "      <td>2020-11-03</td>\n",
       "      <td>814U01M70009</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-11-03 00:01:59</td>\n",
       "      <td>29238</td>\n",
       "      <td>613</td>\n",
       "      <td>28890</td>\n",
       "      <td>29138</td>\n",
       "      <td>593</td>\n",
       "      <td>235</td>\n",
       "      <td>OFF</td>\n",
       "      <td>595357</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11916.0</td>\n",
       "      <td>510.0</td>\n",
       "      <td>24036.0</td>\n",
       "      <td>419.0</td>\n",
       "      <td>-87.0</td>\n",
       "      <td>00:01:59</td>\n",
       "      <td>2020-11-03</td>\n",
       "      <td>814U01M70009</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-11-03 00:02:58</td>\n",
       "      <td>29238</td>\n",
       "      <td>611</td>\n",
       "      <td>28890</td>\n",
       "      <td>29141</td>\n",
       "      <td>523</td>\n",
       "      <td>230</td>\n",
       "      <td>OFF</td>\n",
       "      <td>595358</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11916.0</td>\n",
       "      <td>510.0</td>\n",
       "      <td>24036.0</td>\n",
       "      <td>419.0</td>\n",
       "      <td>-87.0</td>\n",
       "      <td>00:02:58</td>\n",
       "      <td>2020-11-03</td>\n",
       "      <td>814U01M70009</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  DATE    VIN  IIN   VOUT  VBATT IBATT TEMP   JP     CNT STS  \\\n",
       "0  2020-11-03 00:00:01  29237  602  28890  29135   588  230  OFF  595355   1   \n",
       "1  2020-11-03 00:01:00  29237  636  28890  29136   592  235  OFF  595356   1   \n",
       "2  2020-11-03 00:01:59  29238  613  28890  29138   593  235  OFF  595357   1   \n",
       "3  2020-11-03 00:02:58  29238  611  28890  29141   523  230  OFF  595358   1   \n",
       "\n",
       "   ...  BRIGHTNESS  PAN1VOLT PAN1CURR  BCK1VOLT  BCK1CURR  RSSI      time  \\\n",
       "0  ...         0.0   11916.0    510.0   24036.0     419.0 -85.0  00:00:01   \n",
       "1  ...         0.0   11916.0    510.0   24036.0     419.0 -85.0  00:01:00   \n",
       "2  ...         0.0   11916.0    510.0   24036.0     419.0 -87.0  00:01:59   \n",
       "3  ...         0.0   11916.0    510.0   24036.0     419.0 -87.0  00:02:58   \n",
       "\n",
       "         date       host_id  Unnamed: 0  \n",
       "0  2020-11-03  814U01M70009         0.0  \n",
       "1  2020-11-03  814U01M70009         1.0  \n",
       "2  2020-11-03  814U01M70009         2.0  \n",
       "3  2020-11-03  814U01M70009         3.0  \n",
       "\n",
       "[4 rows x 24 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_Data = my_Data.rename({'Batt_id': 'host_id'}, axis='columns')\n",
    "my_Data.head(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_Data['time']=[datetime.datetime.strptime(x,'%H:%M:%S').time() for x in my_Data['time']]\n",
    "my_Data['time_sec']=[sum([x.hour*3600,x.minute*60,x.second]) for x in my_Data['time']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "### Code for host ID \n",
    "my_Data.host_id = pd.Categorical(my_Data.host_id)\n",
    "my_Data['code_host_id'] = my_Data.host_id.cat.codes\n",
    "### Code for date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_Data[\"VIN\"] = my_Data[\"VIN\"].fillna(my_Data[\"VIN\"].mean())\n",
    "my_Data[\"VIN\"]=my_Data[\"VIN\"].astype(int)\n",
    "my_Data[\"IIN\"] = my_Data[\"IIN\"].fillna(my_Data[\"IIN\"].mean())\n",
    "my_Data[\"IIN\"]=my_Data[\"IIN\"].astype(int)\n",
    "my_Data[\"VOUT\"] = my_Data[\"VOUT\"].fillna(my_Data[\"VOUT\"].mean())\n",
    "my_Data[\"VOUT\"]=my_Data[\"VOUT\"].astype(int)\n",
    "my_Data[\"VBATT\"] = my_Data[\"VBATT\"].fillna(my_Data[\"VBATT\"].mean())\n",
    "my_Data[\"VBATT\"]=my_Data[\"VBATT\"].astype(int)\n",
    "my_Data[\"IBATT\"] = my_Data[\"IBATT\"].fillna(my_Data[\"IBATT\"].mean())\n",
    "my_Data[\"IBATT\"]=my_Data[\"IBATT\"].astype(int)\n",
    "my_Data[\"TEMP\"] = my_Data[\"TEMP\"].fillna(my_Data[\"TEMP\"].mean())\n",
    "my_Data[\"TEMP\"]=my_Data[\"TEMP\"].astype(int)\n",
    "my_Data[\"CNT\"] = my_Data[\"CNT\"].fillna(my_Data[\"CNT\"].mean())\n",
    "my_Data[\"CNT\"]=my_Data[\"CNT\"].astype(int)\n",
    "my_Data[\"POWER\"] = my_Data[\"POWER\"].fillna(my_Data[\"POWER\"].mean())\n",
    "my_Data[\"POWER\"]=my_Data[\"POWER\"].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'dataset totale'}>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# master_table correlation matrix \n",
    "# calculate the correlation matrix\n",
    "corr = my_Data.corr()\n",
    "# plot the heatmap\n",
    "fig, ax = plt.subplots(figsize=(20,20)) \n",
    "ax.set_title('dataset totale')\n",
    "sns.heatmap(corr,xticklabels=corr.columns,yticklabels=corr.columns, annot=True, cmap= 'Blues',ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip install pca"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pca\n",
    "print(pca.__version__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pca import pca"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imposing the number of important componenets "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "992107"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "New_DF=my_Data[['VIN', 'IIN', 'VOUT', 'VBATT', 'IBATT', 'TEMP', 'CNT', 'POWER', 'time_sec', 'code_host_id']]\n",
    "New_DF.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initialize\n",
    "model = pca(n_components=4, normalize=True)\n",
    "# Fit transform\n",
    "out = model.fit_transform(New_DF)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Make plot with only the directions (no scatter)\n",
    "#fig, ax = model.biplot(label=True, legend=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Make plot with only the directions (no scatter)\n",
    "fig, ax = model.biplot(cmap=None, label=False, legend=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## To guess dimensions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initialize to reduce the data up to the nubmer of componentes that explains 95% of the variance.\n",
    "model = pca(n_components = 0.95, normalize=True) # capture 95% of the explained variance "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "results = model.fit_transform(New_DF)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Make plots\n",
    "fig, ax = model.scatter()\n",
    "fig, ax = model.plot()\n",
    "fig, ax = model.biplot()\n",
    "fig, ax = model.biplot(SPE=True, hotellingt2=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 3D plots\n",
    "fig, ax = model.scatter3d()\n",
    "fig, ax = model.biplot3d()\n",
    "fig, ax = model.biplot3d(SPE=True, hotellingt2=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using the second method "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.datasets import make_spd_matrix\n",
    "from sklearn.preprocessing import StandardScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# rescale the data\n",
    "X=New_DF.drop(['TEMP'],axis=1)\n",
    "Y=New_DF['TEMP']\n",
    "scaler = StandardScaler()\n",
    "X = scaler.fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6\n"
     ]
    }
   ],
   "source": [
    "# perform the PCA\n",
    "pca = PCA(n_components=None)\n",
    "pca.fit(X)\n",
    "\n",
    "# extract the smallest number of components which\n",
    "# explain at least p% (e.g. 95%) of the variance\n",
    "p = 0.95\n",
    "n_components = 1 + np.argmax(np.cumsum(pca.explained_variance_ratio_) >= p)\n",
    "print(n_components)\n",
    "# 6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([False, False, False, False, False,  True,  True,  True,  True])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.cumsum(pca.explained_variance_ratio_)>=p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(992107, 6)\n"
     ]
    }
   ],
   "source": [
    "# extract the values of the selected components\n",
    "Z = pca.transform(X)[:, :n_components]\n",
    "print(Z.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "Z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['VIN', 'IIN', 'VOUT', 'VBATT', 'IBATT', 'TEMP', 'CNT', 'POWER',\n",
       "       'time_sec', 'code_host_id'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "New_DF.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "col=['VIN', 'IIN', 'VOUT', 'VBATT', 'IBATT', 'CNT']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>VIN</th>\n",
       "      <th>IIN</th>\n",
       "      <th>VOUT</th>\n",
       "      <th>VBATT</th>\n",
       "      <th>IBATT</th>\n",
       "      <th>CNT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-1.681548</td>\n",
       "      <td>0.310215</td>\n",
       "      <td>-1.296107</td>\n",
       "      <td>-2.349952</td>\n",
       "      <td>0.541697</td>\n",
       "      <td>0.686344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-1.670826</td>\n",
       "      <td>0.344703</td>\n",
       "      <td>-1.283146</td>\n",
       "      <td>-2.346639</td>\n",
       "      <td>0.540330</td>\n",
       "      <td>0.698200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-1.665758</td>\n",
       "      <td>0.350678</td>\n",
       "      <td>-1.291890</td>\n",
       "      <td>-2.345776</td>\n",
       "      <td>0.539278</td>\n",
       "      <td>0.686102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-1.914997</td>\n",
       "      <td>-0.189756</td>\n",
       "      <td>-1.242618</td>\n",
       "      <td>-2.397911</td>\n",
       "      <td>0.568455</td>\n",
       "      <td>0.702634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-1.834557</td>\n",
       "      <td>-0.021481</td>\n",
       "      <td>-1.260495</td>\n",
       "      <td>-2.381371</td>\n",
       "      <td>0.558809</td>\n",
       "      <td>0.690577</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992102</th>\n",
       "      <td>-1.363414</td>\n",
       "      <td>0.560356</td>\n",
       "      <td>0.885620</td>\n",
       "      <td>2.448556</td>\n",
       "      <td>-0.478672</td>\n",
       "      <td>-1.377675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992103</th>\n",
       "      <td>-1.477965</td>\n",
       "      <td>0.326419</td>\n",
       "      <td>0.928709</td>\n",
       "      <td>2.425818</td>\n",
       "      <td>-0.465111</td>\n",
       "      <td>-1.350124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992104</th>\n",
       "      <td>-1.768636</td>\n",
       "      <td>-0.305601</td>\n",
       "      <td>0.982308</td>\n",
       "      <td>2.364860</td>\n",
       "      <td>-0.431136</td>\n",
       "      <td>-1.334388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992105</th>\n",
       "      <td>-1.880597</td>\n",
       "      <td>-0.564591</td>\n",
       "      <td>0.989674</td>\n",
       "      <td>2.340223</td>\n",
       "      <td>-0.418179</td>\n",
       "      <td>-1.344797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992106</th>\n",
       "      <td>-1.855546</td>\n",
       "      <td>-0.499397</td>\n",
       "      <td>1.000800</td>\n",
       "      <td>2.346504</td>\n",
       "      <td>-0.421177</td>\n",
       "      <td>-1.333041</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>992107 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             VIN       IIN      VOUT     VBATT     IBATT       CNT\n",
       "0      -1.681548  0.310215 -1.296107 -2.349952  0.541697  0.686344\n",
       "1      -1.670826  0.344703 -1.283146 -2.346639  0.540330  0.698200\n",
       "2      -1.665758  0.350678 -1.291890 -2.345776  0.539278  0.686102\n",
       "3      -1.914997 -0.189756 -1.242618 -2.397911  0.568455  0.702634\n",
       "4      -1.834557 -0.021481 -1.260495 -2.381371  0.558809  0.690577\n",
       "...          ...       ...       ...       ...       ...       ...\n",
       "992102 -1.363414  0.560356  0.885620  2.448556 -0.478672 -1.377675\n",
       "992103 -1.477965  0.326419  0.928709  2.425818 -0.465111 -1.350124\n",
       "992104 -1.768636 -0.305601  0.982308  2.364860 -0.431136 -1.334388\n",
       "992105 -1.880597 -0.564591  0.989674  2.340223 -0.418179 -1.344797\n",
       "992106 -1.855546 -0.499397  1.000800  2.346504 -0.421177 -1.333041\n",
       "\n",
       "[992107 rows x 6 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(data=Z, columns=col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.86263128, -0.08148547,  0.80255942, ..., -0.32609102,\n",
       "        -1.73012467, -1.72959379],\n",
       "       [ 0.86263128, -0.06006572,  0.80255942, ..., -0.3003374 ,\n",
       "        -1.72775981, -1.72959379],\n",
       "       [ 0.86270106, -0.07455555,  0.80255942, ..., -0.29373391,\n",
       "        -1.72539496, -1.72959379],\n",
       "       ...,\n",
       "       [ 0.85279242, -0.03990596,  1.03039215, ..., -0.52199459,\n",
       "         1.72624625,  1.72774038],\n",
       "       [ 0.85279242, -0.06636565,  1.03039215, ..., -0.73286607,\n",
       "         1.72865118,  1.72774038],\n",
       "       [ 0.85279242, -0.04368591,  1.03039215, ..., -0.68179907,\n",
       "         1.73101603,  1.72774038]])"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}