diff --git a/code/notebooks/03_feature_extraction.ipynb b/code/notebooks/03_feature_extraction.ipynb
index 9f54286..16dd5b2 100644
--- a/code/notebooks/03_feature_extraction.ipynb
+++ b/code/notebooks/03_feature_extraction.ipynb
@@ -25,7 +25,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -154,7 +154,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
@@ -293,18 +293,50 @@
     "### Print Time-domain Features (Multiple CSV Mockup Data)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Importing modules"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [],
    "source": [
     "import pandas as pd\n",
     "import sys\n",
     "import os\n",
+    "import re\n",
     "# Assuming the src directory is one level up from the notebooks directory\n",
     "sys.path.append('../src/features')\n",
     "from time_domain_features import ExtractTimeFeatures # use wrapper function instead of class for easy use\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### The function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Define a function to extract numbers from a filename that later used as labels features\n",
+    "def extract_numbers(filename):\n",
+    "    # Find all occurrences of one or more digits in the filename\n",
+    "    numbers = re.findall(r'\\d+', filename)\n",
+    "    # Convert the list of number strings to integers\n",
+    "    numbers = [int(num) for num in numbers]\n",
+    "    # Convert to a tuple and return\n",
+    "    return numbers\n",
     "\n",
     "def build_features(input_dir):\n",
     "    all_features = []\n",
@@ -316,53 +348,1145 @@
     "                nth_test_path = os.path.join(nth_damage_path, nth_test)\n",
     "                # print(nth_test_path)\n",
     "                features = ExtractTimeFeatures(nth_test_path) # return the one csv file feature in dictionary {}\n",
+    "                features['label'] = extract_numbers(nth_test)[0] # add labels to the dictionary\n",
     "                all_features.append(features)\n",
     "\n",
     "    # Create a DataFrame from the list of dictionaries\n",
     "    df = pd.DataFrame(all_features)\n",
-    "    return df\n",
-    "\n",
-    "data_dir = \"../../data/raw\"\n",
-    "# Extract features\n",
-    "df = build_features(data_dir)\n",
-    "\n"
+    "    return df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Execute the automation"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data_dir = \"../../data/raw\"\n",
+    "# Extract features\n",
+    "df = build_features(data_dir)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.frame.DataFrame'>\n",
-      "RangeIndex: 50 entries, 0 to 49\n",
-      "Data columns (total 14 columns):\n",
-      " #   Column              Non-Null Count  Dtype  \n",
-      "---  ------              --------------  -----  \n",
-      " 0   Mean                50 non-null     float64\n",
-      " 1   Max                 50 non-null     float64\n",
-      " 2   Peak (Pm)           50 non-null     float64\n",
-      " 3   Peak-to-Peak (Pk)   50 non-null     float64\n",
-      " 4   RMS                 50 non-null     float64\n",
-      " 5   Variance            50 non-null     float64\n",
-      " 6   Standard Deviation  50 non-null     float64\n",
-      " 7   Power               50 non-null     float64\n",
-      " 8   Crest Factor        50 non-null     float64\n",
-      " 9   Form Factor         50 non-null     float64\n",
-      " 10  Pulse Indicator     50 non-null     float64\n",
-      " 11  Margin              50 non-null     float64\n",
-      " 12  Kurtosis            50 non-null     float64\n",
-      " 13  Skewness            50 non-null     float64\n",
-      "dtypes: float64(14)\n",
-      "memory usage: 5.6 KB\n"
-     ]
+     "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>Mean</th>\n",
+       "      <th>Max</th>\n",
+       "      <th>Peak (Pm)</th>\n",
+       "      <th>Peak-to-Peak (Pk)</th>\n",
+       "      <th>RMS</th>\n",
+       "      <th>Variance</th>\n",
+       "      <th>Standard Deviation</th>\n",
+       "      <th>Power</th>\n",
+       "      <th>Crest Factor</th>\n",
+       "      <th>Form Factor</th>\n",
+       "      <th>Pulse Indicator</th>\n",
+       "      <th>Margin</th>\n",
+       "      <th>Kurtosis</th>\n",
+       "      <th>Skewness</th>\n",
+       "      <th>label</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-0.179611</td>\n",
+       "      <td>1.397586</td>\n",
+       "      <td>2.100568</td>\n",
+       "      <td>3.498154</td>\n",
+       "      <td>1.014916</td>\n",
+       "      <td>0.997795</td>\n",
+       "      <td>1.052930</td>\n",
+       "      <td>1.030055</td>\n",
+       "      <td>2.069696</td>\n",
+       "      <td>-5.650644</td>\n",
+       "      <td>-11.695112</td>\n",
+       "      <td>2.427527</td>\n",
+       "      <td>2.383707</td>\n",
+       "      <td>-0.267759</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>-0.252972</td>\n",
+       "      <td>1.190946</td>\n",
+       "      <td>1.365320</td>\n",
+       "      <td>2.556266</td>\n",
+       "      <td>0.797160</td>\n",
+       "      <td>0.571470</td>\n",
+       "      <td>0.796848</td>\n",
+       "      <td>0.635465</td>\n",
+       "      <td>1.712729</td>\n",
+       "      <td>-3.151180</td>\n",
+       "      <td>-5.397117</td>\n",
+       "      <td>1.664761</td>\n",
+       "      <td>2.105998</td>\n",
+       "      <td>0.534903</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.082731</td>\n",
+       "      <td>2.025532</td>\n",
+       "      <td>2.114413</td>\n",
+       "      <td>4.139945</td>\n",
+       "      <td>1.137345</td>\n",
+       "      <td>1.286709</td>\n",
+       "      <td>1.195691</td>\n",
+       "      <td>1.293553</td>\n",
+       "      <td>1.859078</td>\n",
+       "      <td>13.747427</td>\n",
+       "      <td>25.557543</td>\n",
+       "      <td>2.346379</td>\n",
+       "      <td>2.538671</td>\n",
+       "      <td>-0.241613</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.229025</td>\n",
+       "      <td>1.369192</td>\n",
+       "      <td>1.369192</td>\n",
+       "      <td>2.433417</td>\n",
+       "      <td>0.873569</td>\n",
+       "      <td>0.710670</td>\n",
+       "      <td>0.888613</td>\n",
+       "      <td>0.763122</td>\n",
+       "      <td>1.567354</td>\n",
+       "      <td>3.814302</td>\n",
+       "      <td>5.978361</td>\n",
+       "      <td>1.638536</td>\n",
+       "      <td>1.755856</td>\n",
+       "      <td>-0.261205</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.563738</td>\n",
+       "      <td>1.700555</td>\n",
+       "      <td>1.700555</td>\n",
+       "      <td>2.171556</td>\n",
+       "      <td>0.888985</td>\n",
+       "      <td>0.472494</td>\n",
+       "      <td>0.724564</td>\n",
+       "      <td>0.790294</td>\n",
+       "      <td>1.912918</td>\n",
+       "      <td>1.576946</td>\n",
+       "      <td>3.016569</td>\n",
+       "      <td>2.222567</td>\n",
+       "      <td>2.102568</td>\n",
+       "      <td>0.440846</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0.241972</td>\n",
+       "      <td>2.160772</td>\n",
+       "      <td>2.420774</td>\n",
+       "      <td>4.581546</td>\n",
+       "      <td>1.166533</td>\n",
+       "      <td>1.302249</td>\n",
+       "      <td>1.202889</td>\n",
+       "      <td>1.360799</td>\n",
+       "      <td>2.075187</td>\n",
+       "      <td>4.820950</td>\n",
+       "      <td>10.004373</td>\n",
+       "      <td>2.966141</td>\n",
+       "      <td>3.869795</td>\n",
+       "      <td>-0.902688</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>-0.457981</td>\n",
+       "      <td>1.734305</td>\n",
+       "      <td>2.350419</td>\n",
+       "      <td>4.084725</td>\n",
+       "      <td>1.172031</td>\n",
+       "      <td>1.163910</td>\n",
+       "      <td>1.137204</td>\n",
+       "      <td>1.373656</td>\n",
+       "      <td>2.005424</td>\n",
+       "      <td>-2.559126</td>\n",
+       "      <td>-5.132134</td>\n",
+       "      <td>2.667226</td>\n",
+       "      <td>2.835863</td>\n",
+       "      <td>0.415684</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0.215078</td>\n",
+       "      <td>0.896437</td>\n",
+       "      <td>0.896437</td>\n",
+       "      <td>1.469767</td>\n",
+       "      <td>0.571965</td>\n",
+       "      <td>0.280886</td>\n",
+       "      <td>0.558655</td>\n",
+       "      <td>0.327144</td>\n",
+       "      <td>1.567293</td>\n",
+       "      <td>2.659343</td>\n",
+       "      <td>4.167969</td>\n",
+       "      <td>1.377281</td>\n",
+       "      <td>1.443894</td>\n",
+       "      <td>0.016273</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>-0.239766</td>\n",
+       "      <td>2.871613</td>\n",
+       "      <td>2.871613</td>\n",
+       "      <td>4.679464</td>\n",
+       "      <td>1.228949</td>\n",
+       "      <td>1.452829</td>\n",
+       "      <td>1.270533</td>\n",
+       "      <td>1.510317</td>\n",
+       "      <td>2.336641</td>\n",
+       "      <td>-5.125629</td>\n",
+       "      <td>-11.976753</td>\n",
+       "      <td>3.280131</td>\n",
+       "      <td>4.816155</td>\n",
+       "      <td>1.698122</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>-0.803142</td>\n",
+       "      <td>0.470248</td>\n",
+       "      <td>2.826202</td>\n",
+       "      <td>3.296450</td>\n",
+       "      <td>1.313970</td>\n",
+       "      <td>1.081479</td>\n",
+       "      <td>1.096195</td>\n",
+       "      <td>1.726517</td>\n",
+       "      <td>2.150888</td>\n",
+       "      <td>-1.636036</td>\n",
+       "      <td>-3.518930</td>\n",
+       "      <td>3.158243</td>\n",
+       "      <td>2.329370</td>\n",
+       "      <td>-0.753923</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>-0.077538</td>\n",
+       "      <td>1.097114</td>\n",
+       "      <td>1.097114</td>\n",
+       "      <td>2.101327</td>\n",
+       "      <td>0.739722</td>\n",
+       "      <td>0.541177</td>\n",
+       "      <td>0.775441</td>\n",
+       "      <td>0.547189</td>\n",
+       "      <td>1.483142</td>\n",
+       "      <td>-9.540155</td>\n",
+       "      <td>-14.149410</td>\n",
+       "      <td>1.512813</td>\n",
+       "      <td>1.662770</td>\n",
+       "      <td>0.379036</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>-0.096567</td>\n",
+       "      <td>1.438530</td>\n",
+       "      <td>1.737605</td>\n",
+       "      <td>3.176134</td>\n",
+       "      <td>0.981060</td>\n",
+       "      <td>0.953153</td>\n",
+       "      <td>1.029106</td>\n",
+       "      <td>0.962478</td>\n",
+       "      <td>1.771151</td>\n",
+       "      <td>-10.159348</td>\n",
+       "      <td>-17.993736</td>\n",
+       "      <td>1.973285</td>\n",
+       "      <td>1.955739</td>\n",
+       "      <td>0.001575</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>-0.133844</td>\n",
+       "      <td>0.890724</td>\n",
+       "      <td>1.226863</td>\n",
+       "      <td>2.117587</td>\n",
+       "      <td>0.558974</td>\n",
+       "      <td>0.294538</td>\n",
+       "      <td>0.572070</td>\n",
+       "      <td>0.312452</td>\n",
+       "      <td>2.194850</td>\n",
+       "      <td>-4.176314</td>\n",
+       "      <td>-9.166382</td>\n",
+       "      <td>2.018483</td>\n",
+       "      <td>3.056050</td>\n",
+       "      <td>-0.082045</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>-0.409095</td>\n",
+       "      <td>1.385217</td>\n",
+       "      <td>2.209556</td>\n",
+       "      <td>3.594773</td>\n",
+       "      <td>1.191499</td>\n",
+       "      <td>1.252310</td>\n",
+       "      <td>1.179600</td>\n",
+       "      <td>1.419669</td>\n",
+       "      <td>1.854435</td>\n",
+       "      <td>-2.912522</td>\n",
+       "      <td>-5.401082</td>\n",
+       "      <td>2.322621</td>\n",
+       "      <td>1.956418</td>\n",
+       "      <td>0.037852</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>0.093017</td>\n",
+       "      <td>1.143571</td>\n",
+       "      <td>1.305958</td>\n",
+       "      <td>2.449528</td>\n",
+       "      <td>0.768956</td>\n",
+       "      <td>0.582641</td>\n",
+       "      <td>0.804598</td>\n",
+       "      <td>0.591293</td>\n",
+       "      <td>1.698352</td>\n",
+       "      <td>8.266830</td>\n",
+       "      <td>14.039990</td>\n",
+       "      <td>1.747344</td>\n",
+       "      <td>2.037027</td>\n",
+       "      <td>-0.092307</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>0.006811</td>\n",
+       "      <td>1.481453</td>\n",
+       "      <td>2.196841</td>\n",
+       "      <td>3.678293</td>\n",
+       "      <td>0.966842</td>\n",
+       "      <td>0.934737</td>\n",
+       "      <td>1.019116</td>\n",
+       "      <td>0.934783</td>\n",
+       "      <td>2.272182</td>\n",
+       "      <td>141.947952</td>\n",
+       "      <td>322.531599</td>\n",
+       "      <td>2.722795</td>\n",
+       "      <td>3.366854</td>\n",
+       "      <td>-0.865494</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>0.461118</td>\n",
+       "      <td>1.397349</td>\n",
+       "      <td>1.397349</td>\n",
+       "      <td>2.395587</td>\n",
+       "      <td>0.846020</td>\n",
+       "      <td>0.503119</td>\n",
+       "      <td>0.747677</td>\n",
+       "      <td>0.715749</td>\n",
+       "      <td>1.651675</td>\n",
+       "      <td>1.834714</td>\n",
+       "      <td>3.030352</td>\n",
+       "      <td>1.652942</td>\n",
+       "      <td>2.671065</td>\n",
+       "      <td>-0.817120</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>-0.491342</td>\n",
+       "      <td>2.337485</td>\n",
+       "      <td>2.337485</td>\n",
+       "      <td>4.086374</td>\n",
+       "      <td>1.241553</td>\n",
+       "      <td>1.300038</td>\n",
+       "      <td>1.201868</td>\n",
+       "      <td>1.541455</td>\n",
+       "      <td>1.882710</td>\n",
+       "      <td>-2.526863</td>\n",
+       "      <td>-4.757349</td>\n",
+       "      <td>2.341196</td>\n",
+       "      <td>4.119487</td>\n",
+       "      <td>1.615029</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>0.330859</td>\n",
+       "      <td>1.466641</td>\n",
+       "      <td>1.466641</td>\n",
+       "      <td>2.082146</td>\n",
+       "      <td>0.766005</td>\n",
+       "      <td>0.477296</td>\n",
+       "      <td>0.728237</td>\n",
+       "      <td>0.586763</td>\n",
+       "      <td>1.914663</td>\n",
+       "      <td>2.315203</td>\n",
+       "      <td>4.432833</td>\n",
+       "      <td>2.001873</td>\n",
+       "      <td>1.718136</td>\n",
+       "      <td>0.337674</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>0.194496</td>\n",
+       "      <td>1.707591</td>\n",
+       "      <td>1.707591</td>\n",
+       "      <td>3.018449</td>\n",
+       "      <td>0.933345</td>\n",
+       "      <td>0.833304</td>\n",
+       "      <td>0.962234</td>\n",
+       "      <td>0.871133</td>\n",
+       "      <td>1.829539</td>\n",
+       "      <td>4.798777</td>\n",
+       "      <td>8.779550</td>\n",
+       "      <td>2.044022</td>\n",
+       "      <td>2.116626</td>\n",
+       "      <td>-0.119106</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>-0.072633</td>\n",
+       "      <td>1.824907</td>\n",
+       "      <td>1.824907</td>\n",
+       "      <td>3.170507</td>\n",
+       "      <td>1.076143</td>\n",
+       "      <td>1.152809</td>\n",
+       "      <td>1.131768</td>\n",
+       "      <td>1.158084</td>\n",
+       "      <td>1.695784</td>\n",
+       "      <td>-14.816250</td>\n",
+       "      <td>-25.125165</td>\n",
+       "      <td>2.041225</td>\n",
+       "      <td>2.044118</td>\n",
+       "      <td>0.714494</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>0.185105</td>\n",
+       "      <td>1.293976</td>\n",
+       "      <td>1.293976</td>\n",
+       "      <td>2.550155</td>\n",
+       "      <td>0.846136</td>\n",
+       "      <td>0.681682</td>\n",
+       "      <td>0.870301</td>\n",
+       "      <td>0.715946</td>\n",
+       "      <td>1.529278</td>\n",
+       "      <td>4.571117</td>\n",
+       "      <td>6.990506</td>\n",
+       "      <td>1.515285</td>\n",
+       "      <td>1.902752</td>\n",
+       "      <td>-0.658599</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>-0.353429</td>\n",
+       "      <td>1.440146</td>\n",
+       "      <td>1.707491</td>\n",
+       "      <td>3.147636</td>\n",
+       "      <td>1.043411</td>\n",
+       "      <td>0.963794</td>\n",
+       "      <td>1.034834</td>\n",
+       "      <td>1.088706</td>\n",
+       "      <td>1.636451</td>\n",
+       "      <td>-2.952248</td>\n",
+       "      <td>-4.831211</td>\n",
+       "      <td>1.903056</td>\n",
+       "      <td>2.042762</td>\n",
+       "      <td>0.306445</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>0.411200</td>\n",
+       "      <td>1.713564</td>\n",
+       "      <td>1.713564</td>\n",
+       "      <td>2.571010</td>\n",
+       "      <td>0.820975</td>\n",
+       "      <td>0.504914</td>\n",
+       "      <td>0.749010</td>\n",
+       "      <td>0.673999</td>\n",
+       "      <td>2.087231</td>\n",
+       "      <td>1.996533</td>\n",
+       "      <td>4.167227</td>\n",
+       "      <td>2.167624</td>\n",
+       "      <td>2.571401</td>\n",
+       "      <td>-0.087456</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>0.426956</td>\n",
+       "      <td>1.430148</td>\n",
+       "      <td>1.430148</td>\n",
+       "      <td>2.104040</td>\n",
+       "      <td>0.657249</td>\n",
+       "      <td>0.249685</td>\n",
+       "      <td>0.526714</td>\n",
+       "      <td>0.431976</td>\n",
+       "      <td>2.175961</td>\n",
+       "      <td>1.539384</td>\n",
+       "      <td>3.349638</td>\n",
+       "      <td>1.986105</td>\n",
+       "      <td>4.027795</td>\n",
+       "      <td>-0.264895</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>0.070670</td>\n",
+       "      <td>1.608378</td>\n",
+       "      <td>2.633574</td>\n",
+       "      <td>4.241952</td>\n",
+       "      <td>1.154883</td>\n",
+       "      <td>1.328761</td>\n",
+       "      <td>1.215072</td>\n",
+       "      <td>1.333755</td>\n",
+       "      <td>2.280381</td>\n",
+       "      <td>16.341990</td>\n",
+       "      <td>37.265969</td>\n",
+       "      <td>3.076828</td>\n",
+       "      <td>3.605941</td>\n",
+       "      <td>-1.105285</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>0.309727</td>\n",
+       "      <td>1.816516</td>\n",
+       "      <td>1.816516</td>\n",
+       "      <td>3.234134</td>\n",
+       "      <td>1.196945</td>\n",
+       "      <td>1.336747</td>\n",
+       "      <td>1.218718</td>\n",
+       "      <td>1.432677</td>\n",
+       "      <td>1.517627</td>\n",
+       "      <td>3.864520</td>\n",
+       "      <td>5.864902</td>\n",
+       "      <td>1.854436</td>\n",
+       "      <td>1.547268</td>\n",
+       "      <td>-0.146616</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>-0.156286</td>\n",
+       "      <td>1.214420</td>\n",
+       "      <td>1.725395</td>\n",
+       "      <td>2.939815</td>\n",
+       "      <td>0.974539</td>\n",
+       "      <td>0.925302</td>\n",
+       "      <td>1.013959</td>\n",
+       "      <td>0.949727</td>\n",
+       "      <td>1.770472</td>\n",
+       "      <td>-6.235606</td>\n",
+       "      <td>-11.039968</td>\n",
+       "      <td>1.990651</td>\n",
+       "      <td>1.960302</td>\n",
+       "      <td>-0.056378</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>0.245548</td>\n",
+       "      <td>1.843489</td>\n",
+       "      <td>1.843489</td>\n",
+       "      <td>2.970403</td>\n",
+       "      <td>0.995723</td>\n",
+       "      <td>0.931171</td>\n",
+       "      <td>1.017170</td>\n",
+       "      <td>0.991464</td>\n",
+       "      <td>1.851408</td>\n",
+       "      <td>4.055114</td>\n",
+       "      <td>7.507669</td>\n",
+       "      <td>2.194454</td>\n",
+       "      <td>1.988498</td>\n",
+       "      <td>0.455854</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>-0.163872</td>\n",
+       "      <td>1.717014</td>\n",
+       "      <td>1.717014</td>\n",
+       "      <td>3.251762</td>\n",
+       "      <td>0.945954</td>\n",
+       "      <td>0.867976</td>\n",
+       "      <td>0.982048</td>\n",
+       "      <td>0.894830</td>\n",
+       "      <td>1.815113</td>\n",
+       "      <td>-5.772514</td>\n",
+       "      <td>-10.477762</td>\n",
+       "      <td>1.982568</td>\n",
+       "      <td>2.421706</td>\n",
+       "      <td>0.618263</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>0.290341</td>\n",
+       "      <td>2.805732</td>\n",
+       "      <td>2.805732</td>\n",
+       "      <td>4.568940</td>\n",
+       "      <td>1.090652</td>\n",
+       "      <td>1.105224</td>\n",
+       "      <td>1.108164</td>\n",
+       "      <td>1.189522</td>\n",
+       "      <td>2.572527</td>\n",
+       "      <td>3.756450</td>\n",
+       "      <td>9.663571</td>\n",
+       "      <td>4.235948</td>\n",
+       "      <td>4.736813</td>\n",
+       "      <td>0.733360</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>0.368252</td>\n",
+       "      <td>2.171867</td>\n",
+       "      <td>2.171867</td>\n",
+       "      <td>2.975510</td>\n",
+       "      <td>1.005940</td>\n",
+       "      <td>0.876305</td>\n",
+       "      <td>0.986748</td>\n",
+       "      <td>1.011914</td>\n",
+       "      <td>2.159043</td>\n",
+       "      <td>2.731659</td>\n",
+       "      <td>5.897770</td>\n",
+       "      <td>2.738407</td>\n",
+       "      <td>2.098044</td>\n",
+       "      <td>0.662744</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>-0.126842</td>\n",
+       "      <td>1.426012</td>\n",
+       "      <td>2.027936</td>\n",
+       "      <td>3.453949</td>\n",
+       "      <td>1.158883</td>\n",
+       "      <td>1.326920</td>\n",
+       "      <td>1.214230</td>\n",
+       "      <td>1.343009</td>\n",
+       "      <td>1.749907</td>\n",
+       "      <td>-9.136443</td>\n",
+       "      <td>-15.987922</td>\n",
+       "      <td>2.230636</td>\n",
+       "      <td>1.819980</td>\n",
+       "      <td>-0.169432</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>0.182933</td>\n",
+       "      <td>1.886090</td>\n",
+       "      <td>1.886090</td>\n",
+       "      <td>2.946085</td>\n",
+       "      <td>1.174639</td>\n",
+       "      <td>1.346313</td>\n",
+       "      <td>1.223071</td>\n",
+       "      <td>1.379777</td>\n",
+       "      <td>1.605676</td>\n",
+       "      <td>6.421152</td>\n",
+       "      <td>10.310290</td>\n",
+       "      <td>1.908943</td>\n",
+       "      <td>1.350773</td>\n",
+       "      <td>0.374683</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>0.028416</td>\n",
+       "      <td>0.804074</td>\n",
+       "      <td>2.324715</td>\n",
+       "      <td>3.128789</td>\n",
+       "      <td>0.826622</td>\n",
+       "      <td>0.682497</td>\n",
+       "      <td>0.870821</td>\n",
+       "      <td>0.683304</td>\n",
+       "      <td>2.812306</td>\n",
+       "      <td>29.089795</td>\n",
+       "      <td>81.809407</td>\n",
+       "      <td>3.671443</td>\n",
+       "      <td>6.699388</td>\n",
+       "      <td>-2.575927</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>0.410012</td>\n",
+       "      <td>1.860993</td>\n",
+       "      <td>1.860993</td>\n",
+       "      <td>2.412173</td>\n",
+       "      <td>0.798844</td>\n",
+       "      <td>0.470041</td>\n",
+       "      <td>0.722681</td>\n",
+       "      <td>0.638151</td>\n",
+       "      <td>2.329609</td>\n",
+       "      <td>1.948342</td>\n",
+       "      <td>4.538875</td>\n",
+       "      <td>2.577597</td>\n",
+       "      <td>2.619845</td>\n",
+       "      <td>0.685435</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>0.123182</td>\n",
+       "      <td>0.879707</td>\n",
+       "      <td>0.963551</td>\n",
+       "      <td>1.843258</td>\n",
+       "      <td>0.672072</td>\n",
+       "      <td>0.436507</td>\n",
+       "      <td>0.696425</td>\n",
+       "      <td>0.451681</td>\n",
+       "      <td>1.433702</td>\n",
+       "      <td>5.455915</td>\n",
+       "      <td>7.822156</td>\n",
+       "      <td>1.376120</td>\n",
+       "      <td>1.840085</td>\n",
+       "      <td>-0.458379</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>0.375184</td>\n",
+       "      <td>2.026194</td>\n",
+       "      <td>2.026194</td>\n",
+       "      <td>3.030474</td>\n",
+       "      <td>1.099377</td>\n",
+       "      <td>1.067868</td>\n",
+       "      <td>1.089275</td>\n",
+       "      <td>1.208631</td>\n",
+       "      <td>1.843038</td>\n",
+       "      <td>2.930236</td>\n",
+       "      <td>5.400536</td>\n",
+       "      <td>2.139008</td>\n",
+       "      <td>1.505134</td>\n",
+       "      <td>0.203997</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>0.272510</td>\n",
+       "      <td>1.626806</td>\n",
+       "      <td>1.626806</td>\n",
+       "      <td>2.623528</td>\n",
+       "      <td>0.832926</td>\n",
+       "      <td>0.619505</td>\n",
+       "      <td>0.829662</td>\n",
+       "      <td>0.693766</td>\n",
+       "      <td>1.953121</td>\n",
+       "      <td>3.056501</td>\n",
+       "      <td>5.969715</td>\n",
+       "      <td>2.176450</td>\n",
+       "      <td>2.037504</td>\n",
+       "      <td>0.105265</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>0.089469</td>\n",
+       "      <td>2.805872</td>\n",
+       "      <td>2.805872</td>\n",
+       "      <td>4.196399</td>\n",
+       "      <td>1.265974</td>\n",
+       "      <td>1.594684</td>\n",
+       "      <td>1.331117</td>\n",
+       "      <td>1.602689</td>\n",
+       "      <td>2.216375</td>\n",
+       "      <td>14.149812</td>\n",
+       "      <td>31.361290</td>\n",
+       "      <td>3.031931</td>\n",
+       "      <td>2.752088</td>\n",
+       "      <td>1.117661</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>0.405564</td>\n",
+       "      <td>1.890427</td>\n",
+       "      <td>1.899381</td>\n",
+       "      <td>3.789808</td>\n",
+       "      <td>1.131163</td>\n",
+       "      <td>1.115047</td>\n",
+       "      <td>1.113077</td>\n",
+       "      <td>1.279529</td>\n",
+       "      <td>1.679140</td>\n",
+       "      <td>2.789110</td>\n",
+       "      <td>4.683307</td>\n",
+       "      <td>2.015794</td>\n",
+       "      <td>2.869595</td>\n",
+       "      <td>-0.887572</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>-0.382201</td>\n",
+       "      <td>1.409814</td>\n",
+       "      <td>1.689741</td>\n",
+       "      <td>3.099555</td>\n",
+       "      <td>1.034171</td>\n",
+       "      <td>0.923431</td>\n",
+       "      <td>1.012934</td>\n",
+       "      <td>1.069509</td>\n",
+       "      <td>1.633909</td>\n",
+       "      <td>-2.705827</td>\n",
+       "      <td>-4.421076</td>\n",
+       "      <td>1.821772</td>\n",
+       "      <td>2.159802</td>\n",
+       "      <td>0.696955</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>0.686207</td>\n",
+       "      <td>2.440720</td>\n",
+       "      <td>2.440720</td>\n",
+       "      <td>3.062273</td>\n",
+       "      <td>1.186893</td>\n",
+       "      <td>0.937835</td>\n",
+       "      <td>1.020803</td>\n",
+       "      <td>1.408715</td>\n",
+       "      <td>2.056395</td>\n",
+       "      <td>1.729644</td>\n",
+       "      <td>3.556829</td>\n",
+       "      <td>2.661141</td>\n",
+       "      <td>1.932817</td>\n",
+       "      <td>0.271585</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>-0.273404</td>\n",
+       "      <td>1.662726</td>\n",
+       "      <td>1.923471</td>\n",
+       "      <td>3.586197</td>\n",
+       "      <td>1.096500</td>\n",
+       "      <td>1.127564</td>\n",
+       "      <td>1.119307</td>\n",
+       "      <td>1.202313</td>\n",
+       "      <td>1.754191</td>\n",
+       "      <td>-4.010556</td>\n",
+       "      <td>-7.035281</td>\n",
+       "      <td>2.149053</td>\n",
+       "      <td>2.325438</td>\n",
+       "      <td>0.576747</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>0.130780</td>\n",
+       "      <td>1.552678</td>\n",
+       "      <td>1.552678</td>\n",
+       "      <td>2.884352</td>\n",
+       "      <td>1.081623</td>\n",
+       "      <td>1.152806</td>\n",
+       "      <td>1.131767</td>\n",
+       "      <td>1.169909</td>\n",
+       "      <td>1.435506</td>\n",
+       "      <td>8.270582</td>\n",
+       "      <td>11.872473</td>\n",
+       "      <td>1.568647</td>\n",
+       "      <td>1.424831</td>\n",
+       "      <td>-0.230916</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>0.173259</td>\n",
+       "      <td>1.919244</td>\n",
+       "      <td>1.919244</td>\n",
+       "      <td>2.974637</td>\n",
+       "      <td>0.946662</td>\n",
+       "      <td>0.866150</td>\n",
+       "      <td>0.981014</td>\n",
+       "      <td>0.896169</td>\n",
+       "      <td>2.027381</td>\n",
+       "      <td>5.463853</td>\n",
+       "      <td>11.077313</td>\n",
+       "      <td>2.366635</td>\n",
+       "      <td>1.942654</td>\n",
+       "      <td>0.484749</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>-0.088553</td>\n",
+       "      <td>1.563099</td>\n",
+       "      <td>1.563099</td>\n",
+       "      <td>3.085460</td>\n",
+       "      <td>0.930792</td>\n",
+       "      <td>0.858532</td>\n",
+       "      <td>0.976691</td>\n",
+       "      <td>0.866374</td>\n",
+       "      <td>1.679321</td>\n",
+       "      <td>-10.511085</td>\n",
+       "      <td>-17.651485</td>\n",
+       "      <td>1.805139</td>\n",
+       "      <td>1.945504</td>\n",
+       "      <td>0.267165</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>0.105141</td>\n",
+       "      <td>1.514644</td>\n",
+       "      <td>1.514644</td>\n",
+       "      <td>2.406752</td>\n",
+       "      <td>0.699770</td>\n",
+       "      <td>0.478623</td>\n",
+       "      <td>0.729249</td>\n",
+       "      <td>0.489678</td>\n",
+       "      <td>2.164489</td>\n",
+       "      <td>6.655515</td>\n",
+       "      <td>14.405787</td>\n",
+       "      <td>2.378582</td>\n",
+       "      <td>2.613486</td>\n",
+       "      <td>0.517488</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48</th>\n",
+       "      <td>0.269479</td>\n",
+       "      <td>1.726507</td>\n",
+       "      <td>1.726507</td>\n",
+       "      <td>2.690486</td>\n",
+       "      <td>0.865455</td>\n",
+       "      <td>0.676393</td>\n",
+       "      <td>0.866918</td>\n",
+       "      <td>0.749012</td>\n",
+       "      <td>1.994913</td>\n",
+       "      <td>3.211582</td>\n",
+       "      <td>6.406827</td>\n",
+       "      <td>2.463647</td>\n",
+       "      <td>2.393938</td>\n",
+       "      <td>0.624468</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>0.069012</td>\n",
+       "      <td>1.123153</td>\n",
+       "      <td>1.123153</td>\n",
+       "      <td>2.043454</td>\n",
+       "      <td>0.536581</td>\n",
+       "      <td>0.283157</td>\n",
+       "      <td>0.560909</td>\n",
+       "      <td>0.287919</td>\n",
+       "      <td>2.093164</td>\n",
+       "      <td>7.775183</td>\n",
+       "      <td>16.274733</td>\n",
+       "      <td>1.896352</td>\n",
+       "      <td>2.880336</td>\n",
+       "      <td>0.208763</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Mean       Max  Peak (Pm)  Peak-to-Peak (Pk)       RMS  Variance  \\\n",
+       "0  -0.179611  1.397586   2.100568           3.498154  1.014916  0.997795   \n",
+       "1  -0.252972  1.190946   1.365320           2.556266  0.797160  0.571470   \n",
+       "2   0.082731  2.025532   2.114413           4.139945  1.137345  1.286709   \n",
+       "3   0.229025  1.369192   1.369192           2.433417  0.873569  0.710670   \n",
+       "4   0.563738  1.700555   1.700555           2.171556  0.888985  0.472494   \n",
+       "5   0.241972  2.160772   2.420774           4.581546  1.166533  1.302249   \n",
+       "6  -0.457981  1.734305   2.350419           4.084725  1.172031  1.163910   \n",
+       "7   0.215078  0.896437   0.896437           1.469767  0.571965  0.280886   \n",
+       "8  -0.239766  2.871613   2.871613           4.679464  1.228949  1.452829   \n",
+       "9  -0.803142  0.470248   2.826202           3.296450  1.313970  1.081479   \n",
+       "10 -0.077538  1.097114   1.097114           2.101327  0.739722  0.541177   \n",
+       "11 -0.096567  1.438530   1.737605           3.176134  0.981060  0.953153   \n",
+       "12 -0.133844  0.890724   1.226863           2.117587  0.558974  0.294538   \n",
+       "13 -0.409095  1.385217   2.209556           3.594773  1.191499  1.252310   \n",
+       "14  0.093017  1.143571   1.305958           2.449528  0.768956  0.582641   \n",
+       "15  0.006811  1.481453   2.196841           3.678293  0.966842  0.934737   \n",
+       "16  0.461118  1.397349   1.397349           2.395587  0.846020  0.503119   \n",
+       "17 -0.491342  2.337485   2.337485           4.086374  1.241553  1.300038   \n",
+       "18  0.330859  1.466641   1.466641           2.082146  0.766005  0.477296   \n",
+       "19  0.194496  1.707591   1.707591           3.018449  0.933345  0.833304   \n",
+       "20 -0.072633  1.824907   1.824907           3.170507  1.076143  1.152809   \n",
+       "21  0.185105  1.293976   1.293976           2.550155  0.846136  0.681682   \n",
+       "22 -0.353429  1.440146   1.707491           3.147636  1.043411  0.963794   \n",
+       "23  0.411200  1.713564   1.713564           2.571010  0.820975  0.504914   \n",
+       "24  0.426956  1.430148   1.430148           2.104040  0.657249  0.249685   \n",
+       "25  0.070670  1.608378   2.633574           4.241952  1.154883  1.328761   \n",
+       "26  0.309727  1.816516   1.816516           3.234134  1.196945  1.336747   \n",
+       "27 -0.156286  1.214420   1.725395           2.939815  0.974539  0.925302   \n",
+       "28  0.245548  1.843489   1.843489           2.970403  0.995723  0.931171   \n",
+       "29 -0.163872  1.717014   1.717014           3.251762  0.945954  0.867976   \n",
+       "30  0.290341  2.805732   2.805732           4.568940  1.090652  1.105224   \n",
+       "31  0.368252  2.171867   2.171867           2.975510  1.005940  0.876305   \n",
+       "32 -0.126842  1.426012   2.027936           3.453949  1.158883  1.326920   \n",
+       "33  0.182933  1.886090   1.886090           2.946085  1.174639  1.346313   \n",
+       "34  0.028416  0.804074   2.324715           3.128789  0.826622  0.682497   \n",
+       "35  0.410012  1.860993   1.860993           2.412173  0.798844  0.470041   \n",
+       "36  0.123182  0.879707   0.963551           1.843258  0.672072  0.436507   \n",
+       "37  0.375184  2.026194   2.026194           3.030474  1.099377  1.067868   \n",
+       "38  0.272510  1.626806   1.626806           2.623528  0.832926  0.619505   \n",
+       "39  0.089469  2.805872   2.805872           4.196399  1.265974  1.594684   \n",
+       "40  0.405564  1.890427   1.899381           3.789808  1.131163  1.115047   \n",
+       "41 -0.382201  1.409814   1.689741           3.099555  1.034171  0.923431   \n",
+       "42  0.686207  2.440720   2.440720           3.062273  1.186893  0.937835   \n",
+       "43 -0.273404  1.662726   1.923471           3.586197  1.096500  1.127564   \n",
+       "44  0.130780  1.552678   1.552678           2.884352  1.081623  1.152806   \n",
+       "45  0.173259  1.919244   1.919244           2.974637  0.946662  0.866150   \n",
+       "46 -0.088553  1.563099   1.563099           3.085460  0.930792  0.858532   \n",
+       "47  0.105141  1.514644   1.514644           2.406752  0.699770  0.478623   \n",
+       "48  0.269479  1.726507   1.726507           2.690486  0.865455  0.676393   \n",
+       "49  0.069012  1.123153   1.123153           2.043454  0.536581  0.283157   \n",
+       "\n",
+       "    Standard Deviation     Power  Crest Factor  Form Factor  Pulse Indicator  \\\n",
+       "0             1.052930  1.030055      2.069696    -5.650644       -11.695112   \n",
+       "1             0.796848  0.635465      1.712729    -3.151180        -5.397117   \n",
+       "2             1.195691  1.293553      1.859078    13.747427        25.557543   \n",
+       "3             0.888613  0.763122      1.567354     3.814302         5.978361   \n",
+       "4             0.724564  0.790294      1.912918     1.576946         3.016569   \n",
+       "5             1.202889  1.360799      2.075187     4.820950        10.004373   \n",
+       "6             1.137204  1.373656      2.005424    -2.559126        -5.132134   \n",
+       "7             0.558655  0.327144      1.567293     2.659343         4.167969   \n",
+       "8             1.270533  1.510317      2.336641    -5.125629       -11.976753   \n",
+       "9             1.096195  1.726517      2.150888    -1.636036        -3.518930   \n",
+       "10            0.775441  0.547189      1.483142    -9.540155       -14.149410   \n",
+       "11            1.029106  0.962478      1.771151   -10.159348       -17.993736   \n",
+       "12            0.572070  0.312452      2.194850    -4.176314        -9.166382   \n",
+       "13            1.179600  1.419669      1.854435    -2.912522        -5.401082   \n",
+       "14            0.804598  0.591293      1.698352     8.266830        14.039990   \n",
+       "15            1.019116  0.934783      2.272182   141.947952       322.531599   \n",
+       "16            0.747677  0.715749      1.651675     1.834714         3.030352   \n",
+       "17            1.201868  1.541455      1.882710    -2.526863        -4.757349   \n",
+       "18            0.728237  0.586763      1.914663     2.315203         4.432833   \n",
+       "19            0.962234  0.871133      1.829539     4.798777         8.779550   \n",
+       "20            1.131768  1.158084      1.695784   -14.816250       -25.125165   \n",
+       "21            0.870301  0.715946      1.529278     4.571117         6.990506   \n",
+       "22            1.034834  1.088706      1.636451    -2.952248        -4.831211   \n",
+       "23            0.749010  0.673999      2.087231     1.996533         4.167227   \n",
+       "24            0.526714  0.431976      2.175961     1.539384         3.349638   \n",
+       "25            1.215072  1.333755      2.280381    16.341990        37.265969   \n",
+       "26            1.218718  1.432677      1.517627     3.864520         5.864902   \n",
+       "27            1.013959  0.949727      1.770472    -6.235606       -11.039968   \n",
+       "28            1.017170  0.991464      1.851408     4.055114         7.507669   \n",
+       "29            0.982048  0.894830      1.815113    -5.772514       -10.477762   \n",
+       "30            1.108164  1.189522      2.572527     3.756450         9.663571   \n",
+       "31            0.986748  1.011914      2.159043     2.731659         5.897770   \n",
+       "32            1.214230  1.343009      1.749907    -9.136443       -15.987922   \n",
+       "33            1.223071  1.379777      1.605676     6.421152        10.310290   \n",
+       "34            0.870821  0.683304      2.812306    29.089795        81.809407   \n",
+       "35            0.722681  0.638151      2.329609     1.948342         4.538875   \n",
+       "36            0.696425  0.451681      1.433702     5.455915         7.822156   \n",
+       "37            1.089275  1.208631      1.843038     2.930236         5.400536   \n",
+       "38            0.829662  0.693766      1.953121     3.056501         5.969715   \n",
+       "39            1.331117  1.602689      2.216375    14.149812        31.361290   \n",
+       "40            1.113077  1.279529      1.679140     2.789110         4.683307   \n",
+       "41            1.012934  1.069509      1.633909    -2.705827        -4.421076   \n",
+       "42            1.020803  1.408715      2.056395     1.729644         3.556829   \n",
+       "43            1.119307  1.202313      1.754191    -4.010556        -7.035281   \n",
+       "44            1.131767  1.169909      1.435506     8.270582        11.872473   \n",
+       "45            0.981014  0.896169      2.027381     5.463853        11.077313   \n",
+       "46            0.976691  0.866374      1.679321   -10.511085       -17.651485   \n",
+       "47            0.729249  0.489678      2.164489     6.655515        14.405787   \n",
+       "48            0.866918  0.749012      1.994913     3.211582         6.406827   \n",
+       "49            0.560909  0.287919      2.093164     7.775183        16.274733   \n",
+       "\n",
+       "      Margin  Kurtosis  Skewness  label  \n",
+       "0   2.427527  2.383707 -0.267759      1  \n",
+       "1   1.664761  2.105998  0.534903      1  \n",
+       "2   2.346379  2.538671 -0.241613      1  \n",
+       "3   1.638536  1.755856 -0.261205      1  \n",
+       "4   2.222567  2.102568  0.440846      1  \n",
+       "5   2.966141  3.869795 -0.902688      1  \n",
+       "6   2.667226  2.835863  0.415684      1  \n",
+       "7   1.377281  1.443894  0.016273      1  \n",
+       "8   3.280131  4.816155  1.698122      1  \n",
+       "9   3.158243  2.329370 -0.753923      1  \n",
+       "10  1.512813  1.662770  0.379036      2  \n",
+       "11  1.973285  1.955739  0.001575      2  \n",
+       "12  2.018483  3.056050 -0.082045      2  \n",
+       "13  2.322621  1.956418  0.037852      2  \n",
+       "14  1.747344  2.037027 -0.092307      2  \n",
+       "15  2.722795  3.366854 -0.865494      2  \n",
+       "16  1.652942  2.671065 -0.817120      2  \n",
+       "17  2.341196  4.119487  1.615029      2  \n",
+       "18  2.001873  1.718136  0.337674      2  \n",
+       "19  2.044022  2.116626 -0.119106      2  \n",
+       "20  2.041225  2.044118  0.714494      3  \n",
+       "21  1.515285  1.902752 -0.658599      3  \n",
+       "22  1.903056  2.042762  0.306445      3  \n",
+       "23  2.167624  2.571401 -0.087456      3  \n",
+       "24  1.986105  4.027795 -0.264895      3  \n",
+       "25  3.076828  3.605941 -1.105285      3  \n",
+       "26  1.854436  1.547268 -0.146616      3  \n",
+       "27  1.990651  1.960302 -0.056378      3  \n",
+       "28  2.194454  1.988498  0.455854      3  \n",
+       "29  1.982568  2.421706  0.618263      3  \n",
+       "30  4.235948  4.736813  0.733360      4  \n",
+       "31  2.738407  2.098044  0.662744      4  \n",
+       "32  2.230636  1.819980 -0.169432      4  \n",
+       "33  1.908943  1.350773  0.374683      4  \n",
+       "34  3.671443  6.699388 -2.575927      4  \n",
+       "35  2.577597  2.619845  0.685435      4  \n",
+       "36  1.376120  1.840085 -0.458379      4  \n",
+       "37  2.139008  1.505134  0.203997      4  \n",
+       "38  2.176450  2.037504  0.105265      4  \n",
+       "39  3.031931  2.752088  1.117661      4  \n",
+       "40  2.015794  2.869595 -0.887572      5  \n",
+       "41  1.821772  2.159802  0.696955      5  \n",
+       "42  2.661141  1.932817  0.271585      5  \n",
+       "43  2.149053  2.325438  0.576747      5  \n",
+       "44  1.568647  1.424831 -0.230916      5  \n",
+       "45  2.366635  1.942654  0.484749      5  \n",
+       "46  1.805139  1.945504  0.267165      5  \n",
+       "47  2.378582  2.613486  0.517488      5  \n",
+       "48  2.463647  2.393938  0.624468      5  \n",
+       "49  1.896352  2.880336  0.208763      5  "
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "df.info()"
+    "df"
    ]
   }
  ],