diff --git a/IUM_2.ipynb b/IUM_2.ipynb
index 5c57b77..2cedc12 100644
--- a/IUM_2.ipynb
+++ b/IUM_2.ipynb
@@ -16,7 +16,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 86,
    "metadata": {},
    "outputs": [
     {
@@ -72,7 +72,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 87,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -95,7 +95,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 88,
    "metadata": {},
    "outputs": [
     {
@@ -119,7 +119,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 89,
    "metadata": {},
    "outputs": [
     {
@@ -144,7 +144,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 90,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -152,6 +152,64 @@
     "pd.set_option('display.max_columns', None)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Check missing values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 91,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Time      0\n",
+       "V1        0\n",
+       "V2        0\n",
+       "V3        0\n",
+       "V4        0\n",
+       "V5        0\n",
+       "V6        0\n",
+       "V7        0\n",
+       "V8        0\n",
+       "V9        0\n",
+       "V10       0\n",
+       "V11       0\n",
+       "V12       0\n",
+       "V13       0\n",
+       "V14       0\n",
+       "V15       0\n",
+       "V16       0\n",
+       "V17       0\n",
+       "V18       0\n",
+       "V19       0\n",
+       "V20       0\n",
+       "V21       0\n",
+       "V22       0\n",
+       "V23       0\n",
+       "V24       0\n",
+       "V25       0\n",
+       "V26       0\n",
+       "V27       0\n",
+       "V28       0\n",
+       "Amount    0\n",
+       "Class     0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 91,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.isnull().sum()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -161,7 +219,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 92,
    "metadata": {},
    "outputs": [
     {
@@ -222,7 +280,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 93,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -240,7 +298,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 94,
    "metadata": {},
    "outputs": [
     {
@@ -646,7 +704,7 @@
        "max         1.000000  "
       ]
      },
-     "execution_count": 35,
+     "execution_count": 94,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -664,7 +722,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 95,
    "metadata": {},
    "outputs": [
     {
@@ -676,7 +734,7 @@
        "Name: count, dtype: int64"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 95,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -695,7 +753,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 96,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -729,7 +787,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 97,
    "metadata": {},
    "outputs": [
     {
@@ -737,7 +795,7 @@
      "output_type": "stream",
      "text": [
       "<class 'pandas.core.frame.DataFrame'>\n",
-      "Index: 984 entries, 541 to 216408\n",
+      "Index: 984 entries, 541 to 141412\n",
       "Data columns (total 31 columns):\n",
       " #   Column  Non-Null Count  Dtype  \n",
       "---  ------  --------------  -----  \n",
@@ -790,7 +848,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 98,
    "metadata": {},
    "outputs": [
     {
@@ -884,240 +942,240 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>mean</th>\n",
-       "      <td>88776.640244</td>\n",
-       "      <td>-2.405835</td>\n",
-       "      <td>1.819622</td>\n",
-       "      <td>-3.511875</td>\n",
-       "      <td>2.253022</td>\n",
-       "      <td>-1.598199</td>\n",
-       "      <td>-0.703490</td>\n",
-       "      <td>-2.771834</td>\n",
-       "      <td>0.290248</td>\n",
-       "      <td>-1.271753</td>\n",
-       "      <td>-2.866398</td>\n",
-       "      <td>1.950912</td>\n",
-       "      <td>-3.085801</td>\n",
-       "      <td>-0.038172</td>\n",
-       "      <td>-3.480604</td>\n",
-       "      <td>-0.047034</td>\n",
-       "      <td>-2.048191</td>\n",
-       "      <td>-3.320723</td>\n",
-       "      <td>-1.121329</td>\n",
-       "      <td>0.338180</td>\n",
-       "      <td>0.193890</td>\n",
-       "      <td>0.363782</td>\n",
-       "      <td>0.002554</td>\n",
-       "      <td>0.005715</td>\n",
-       "      <td>-0.068002</td>\n",
-       "      <td>0.007024</td>\n",
-       "      <td>0.018569</td>\n",
-       "      <td>0.062892</td>\n",
-       "      <td>0.027783</td>\n",
-       "      <td>0.077270</td>\n",
+       "      <td>88501.498984</td>\n",
+       "      <td>-2.445079</td>\n",
+       "      <td>1.781022</td>\n",
+       "      <td>-3.509406</td>\n",
+       "      <td>2.214004</td>\n",
+       "      <td>-1.477993</td>\n",
+       "      <td>-0.713150</td>\n",
+       "      <td>-2.787427</td>\n",
+       "      <td>0.279073</td>\n",
+       "      <td>-1.253108</td>\n",
+       "      <td>-2.841500</td>\n",
+       "      <td>1.930697</td>\n",
+       "      <td>-3.124120</td>\n",
+       "      <td>-0.026229</td>\n",
+       "      <td>-3.502384</td>\n",
+       "      <td>-0.039494</td>\n",
+       "      <td>-2.097294</td>\n",
+       "      <td>-3.304208</td>\n",
+       "      <td>-1.128950</td>\n",
+       "      <td>0.343668</td>\n",
+       "      <td>0.175905</td>\n",
+       "      <td>0.331911</td>\n",
+       "      <td>0.049631</td>\n",
+       "      <td>-0.031264</td>\n",
+       "      <td>-0.037389</td>\n",
+       "      <td>0.022812</td>\n",
+       "      <td>0.027632</td>\n",
+       "      <td>0.086286</td>\n",
+       "      <td>0.046738</td>\n",
+       "      <td>0.039676</td>\n",
        "      <td>0.500000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>std</th>\n",
-       "      <td>48243.944271</td>\n",
-       "      <td>5.526010</td>\n",
-       "      <td>3.753287</td>\n",
-       "      <td>6.215601</td>\n",
-       "      <td>3.188581</td>\n",
-       "      <td>4.284063</td>\n",
-       "      <td>1.787638</td>\n",
-       "      <td>5.918129</td>\n",
-       "      <td>4.878508</td>\n",
-       "      <td>2.321658</td>\n",
-       "      <td>4.526228</td>\n",
-       "      <td>2.737584</td>\n",
-       "      <td>4.620098</td>\n",
-       "      <td>1.046915</td>\n",
-       "      <td>4.656872</td>\n",
-       "      <td>0.957319</td>\n",
-       "      <td>3.494192</td>\n",
-       "      <td>5.975039</td>\n",
-       "      <td>2.410427</td>\n",
-       "      <td>1.275460</td>\n",
-       "      <td>1.197462</td>\n",
-       "      <td>2.801160</td>\n",
-       "      <td>1.171430</td>\n",
-       "      <td>1.286473</td>\n",
-       "      <td>0.572075</td>\n",
-       "      <td>0.671570</td>\n",
-       "      <td>0.488011</td>\n",
-       "      <td>1.023450</td>\n",
-       "      <td>0.425708</td>\n",
-       "      <td>1.322416</td>\n",
+       "      <td>48996.269445</td>\n",
+       "      <td>5.512352</td>\n",
+       "      <td>3.713232</td>\n",
+       "      <td>6.223001</td>\n",
+       "      <td>3.231076</td>\n",
+       "      <td>4.274632</td>\n",
+       "      <td>1.789350</td>\n",
+       "      <td>5.856197</td>\n",
+       "      <td>4.857643</td>\n",
+       "      <td>2.371055</td>\n",
+       "      <td>4.563067</td>\n",
+       "      <td>2.764745</td>\n",
+       "      <td>4.595103</td>\n",
+       "      <td>1.054377</td>\n",
+       "      <td>4.653202</td>\n",
+       "      <td>1.002911</td>\n",
+       "      <td>3.465619</td>\n",
+       "      <td>5.990033</td>\n",
+       "      <td>2.412032</td>\n",
+       "      <td>1.290973</td>\n",
+       "      <td>1.126258</td>\n",
+       "      <td>2.787884</td>\n",
+       "      <td>1.167097</td>\n",
+       "      <td>1.177562</td>\n",
+       "      <td>0.551518</td>\n",
+       "      <td>0.677541</td>\n",
+       "      <td>0.476480</td>\n",
+       "      <td>1.023332</td>\n",
+       "      <td>0.479168</td>\n",
+       "      <td>0.851800</td>\n",
        "      <td>0.500254</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>min</th>\n",
-       "      <td>406.000000</td>\n",
+       "      <td>60.000000</td>\n",
        "      <td>-30.552380</td>\n",
-       "      <td>-20.984898</td>\n",
+       "      <td>-15.799625</td>\n",
        "      <td>-31.103685</td>\n",
-       "      <td>-3.421874</td>\n",
+       "      <td>-3.863126</td>\n",
        "      <td>-22.105532</td>\n",
-       "      <td>-14.425011</td>\n",
+       "      <td>-10.261990</td>\n",
        "      <td>-43.557242</td>\n",
        "      <td>-41.044261</td>\n",
        "      <td>-13.434066</td>\n",
        "      <td>-24.588262</td>\n",
-       "      <td>-2.279476</td>\n",
+       "      <td>-2.613374</td>\n",
        "      <td>-18.683715</td>\n",
-       "      <td>-3.184202</td>\n",
+       "      <td>-3.223045</td>\n",
        "      <td>-19.214325</td>\n",
        "      <td>-4.498945</td>\n",
        "      <td>-14.129855</td>\n",
        "      <td>-25.162799</td>\n",
        "      <td>-9.498746</td>\n",
        "      <td>-3.681904</td>\n",
-       "      <td>-5.244333</td>\n",
+       "      <td>-7.242879</td>\n",
        "      <td>-22.797604</td>\n",
        "      <td>-8.887017</td>\n",
        "      <td>-19.254328</td>\n",
-       "      <td>-2.082546</td>\n",
+       "      <td>-2.028024</td>\n",
        "      <td>-4.781606</td>\n",
-       "      <td>-1.407558</td>\n",
+       "      <td>-1.214960</td>\n",
        "      <td>-7.263482</td>\n",
-       "      <td>-1.869290</td>\n",
+       "      <td>-2.735623</td>\n",
        "      <td>-0.353229</td>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25%</th>\n",
-       "      <td>47898.750000</td>\n",
-       "      <td>-2.896794</td>\n",
-       "      <td>-0.156682</td>\n",
+       "      <td>45531.000000</td>\n",
+       "      <td>-2.867222</td>\n",
+       "      <td>-0.155438</td>\n",
        "      <td>-5.084967</td>\n",
-       "      <td>-0.100812</td>\n",
-       "      <td>-1.758911</td>\n",
-       "      <td>-1.509571</td>\n",
-       "      <td>-3.060742</td>\n",
-       "      <td>-0.179491</td>\n",
+       "      <td>-0.172018</td>\n",
+       "      <td>-1.700260</td>\n",
+       "      <td>-1.619179</td>\n",
+       "      <td>-3.066415</td>\n",
+       "      <td>-0.204192</td>\n",
        "      <td>-2.279453</td>\n",
-       "      <td>-4.593030</td>\n",
-       "      <td>-0.047452</td>\n",
+       "      <td>-4.572043</td>\n",
+       "      <td>-0.187147</td>\n",
        "      <td>-5.495221</td>\n",
-       "      <td>-0.761168</td>\n",
+       "      <td>-0.784589</td>\n",
        "      <td>-6.721799</td>\n",
-       "      <td>-0.639308</td>\n",
+       "      <td>-0.627097</td>\n",
        "      <td>-3.543426</td>\n",
        "      <td>-5.302111</td>\n",
        "      <td>-1.809496</td>\n",
-       "      <td>-0.441326</td>\n",
-       "      <td>-0.203323</td>\n",
-       "      <td>-0.159503</td>\n",
-       "      <td>-0.523196</td>\n",
-       "      <td>-0.233359</td>\n",
-       "      <td>-0.409463</td>\n",
-       "      <td>-0.331296</td>\n",
-       "      <td>-0.316920</td>\n",
-       "      <td>-0.061141</td>\n",
-       "      <td>-0.053338</td>\n",
-       "      <td>-0.347042</td>\n",
+       "      <td>-0.412430</td>\n",
+       "      <td>-0.187708</td>\n",
+       "      <td>-0.157259</td>\n",
+       "      <td>-0.509376</td>\n",
+       "      <td>-0.240064</td>\n",
+       "      <td>-0.379825</td>\n",
+       "      <td>-0.321251</td>\n",
+       "      <td>-0.281187</td>\n",
+       "      <td>-0.061809</td>\n",
+       "      <td>-0.050194</td>\n",
+       "      <td>-0.347302</td>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50%</th>\n",
-       "      <td>80545.000000</td>\n",
-       "      <td>-0.803813</td>\n",
-       "      <td>0.993854</td>\n",
-       "      <td>-1.370281</td>\n",
-       "      <td>1.291576</td>\n",
-       "      <td>-0.425110</td>\n",
-       "      <td>-0.640524</td>\n",
-       "      <td>-0.640804</td>\n",
-       "      <td>0.180271</td>\n",
-       "      <td>-0.666598</td>\n",
-       "      <td>-0.885646</td>\n",
-       "      <td>1.171937</td>\n",
-       "      <td>-0.734549</td>\n",
-       "      <td>0.002739</td>\n",
-       "      <td>-0.986762</td>\n",
-       "      <td>-0.012609</td>\n",
-       "      <td>-0.599078</td>\n",
-       "      <td>-0.466877</td>\n",
-       "      <td>-0.322246</td>\n",
-       "      <td>0.228471</td>\n",
-       "      <td>0.017882</td>\n",
-       "      <td>0.140922</td>\n",
-       "      <td>0.013228</td>\n",
-       "      <td>-0.012981</td>\n",
-       "      <td>-0.001297</td>\n",
-       "      <td>0.035358</td>\n",
-       "      <td>-0.027331</td>\n",
-       "      <td>0.044271</td>\n",
-       "      <td>0.032226</td>\n",
-       "      <td>-0.278285</td>\n",
+       "      <td>83076.500000</td>\n",
+       "      <td>-0.823244</td>\n",
+       "      <td>0.957399</td>\n",
+       "      <td>-1.381998</td>\n",
+       "      <td>1.287041</td>\n",
+       "      <td>-0.394605</td>\n",
+       "      <td>-0.689473</td>\n",
+       "      <td>-0.668321</td>\n",
+       "      <td>0.147397</td>\n",
+       "      <td>-0.694910</td>\n",
+       "      <td>-0.948441</td>\n",
+       "      <td>1.170286</td>\n",
+       "      <td>-0.858094</td>\n",
+       "      <td>-0.000686</td>\n",
+       "      <td>-1.110717</td>\n",
+       "      <td>-0.006070</td>\n",
+       "      <td>-0.677801</td>\n",
+       "      <td>-0.513640</td>\n",
+       "      <td>-0.383038</td>\n",
+       "      <td>0.221049</td>\n",
+       "      <td>0.040630</td>\n",
+       "      <td>0.155404</td>\n",
+       "      <td>0.080270</td>\n",
+       "      <td>-0.030318</td>\n",
+       "      <td>0.009379</td>\n",
+       "      <td>0.049923</td>\n",
+       "      <td>-0.007475</td>\n",
+       "      <td>0.063100</td>\n",
+       "      <td>0.039464</td>\n",
+       "      <td>-0.280984</td>\n",
        "      <td>0.500000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>75%</th>\n",
-       "      <td>135096.750000</td>\n",
-       "      <td>1.018644</td>\n",
-       "      <td>2.798885</td>\n",
-       "      <td>0.345737</td>\n",
-       "      <td>4.235631</td>\n",
-       "      <td>0.442399</td>\n",
-       "      <td>0.088865</td>\n",
-       "      <td>0.245823</td>\n",
-       "      <td>0.879226</td>\n",
-       "      <td>0.205275</td>\n",
-       "      <td>-0.027386</td>\n",
-       "      <td>3.586130</td>\n",
-       "      <td>0.285771</td>\n",
-       "      <td>0.646090</td>\n",
-       "      <td>0.083101</td>\n",
-       "      <td>0.608586</td>\n",
-       "      <td>0.302161</td>\n",
-       "      <td>0.269949</td>\n",
-       "      <td>0.333976</td>\n",
-       "      <td>0.955802</td>\n",
-       "      <td>0.399500</td>\n",
-       "      <td>0.654990</td>\n",
-       "      <td>0.582570</td>\n",
-       "      <td>0.196764</td>\n",
-       "      <td>0.368293</td>\n",
-       "      <td>0.371463</td>\n",
-       "      <td>0.328812</td>\n",
-       "      <td>0.424067</td>\n",
-       "      <td>0.201361</td>\n",
-       "      <td>0.046029</td>\n",
+       "      <td>135051.500000</td>\n",
+       "      <td>0.919444</td>\n",
+       "      <td>2.791569</td>\n",
+       "      <td>0.356911</td>\n",
+       "      <td>4.175332</td>\n",
+       "      <td>0.616305</td>\n",
+       "      <td>0.069620</td>\n",
+       "      <td>0.265089</td>\n",
+       "      <td>0.877002</td>\n",
+       "      <td>0.134399</td>\n",
+       "      <td>-0.016047</td>\n",
+       "      <td>3.586502</td>\n",
+       "      <td>0.190356</td>\n",
+       "      <td>0.683977</td>\n",
+       "      <td>0.110541</td>\n",
+       "      <td>0.672903</td>\n",
+       "      <td>0.250353</td>\n",
+       "      <td>0.313841</td>\n",
+       "      <td>0.334927</td>\n",
+       "      <td>0.978754</td>\n",
+       "      <td>0.445616</td>\n",
+       "      <td>0.642724</td>\n",
+       "      <td>0.624948</td>\n",
+       "      <td>0.180735</td>\n",
+       "      <td>0.365624</td>\n",
+       "      <td>0.395001</td>\n",
+       "      <td>0.324059</td>\n",
+       "      <td>0.457194</td>\n",
+       "      <td>0.226492</td>\n",
+       "      <td>0.046539</td>\n",
        "      <td>1.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>max</th>\n",
-       "      <td>172743.000000</td>\n",
-       "      <td>2.308878</td>\n",
+       "      <td>172733.000000</td>\n",
+       "      <td>2.335833</td>\n",
        "      <td>22.057729</td>\n",
-       "      <td>3.940337</td>\n",
+       "      <td>3.476268</td>\n",
        "      <td>12.114672</td>\n",
-       "      <td>20.277728</td>\n",
-       "      <td>12.128950</td>\n",
-       "      <td>26.237722</td>\n",
+       "      <td>14.103918</td>\n",
+       "      <td>6.474115</td>\n",
+       "      <td>5.802537</td>\n",
        "      <td>20.007208</td>\n",
-       "      <td>7.168878</td>\n",
-       "      <td>10.423505</td>\n",
+       "      <td>6.816732</td>\n",
+       "      <td>11.732926</td>\n",
        "      <td>12.018913</td>\n",
-       "      <td>1.948126</td>\n",
-       "      <td>3.685570</td>\n",
+       "      <td>2.534876</td>\n",
+       "      <td>3.091328</td>\n",
        "      <td>3.442422</td>\n",
        "      <td>2.471358</td>\n",
        "      <td>3.139656</td>\n",
        "      <td>6.739384</td>\n",
        "      <td>3.790316</td>\n",
        "      <td>5.228342</td>\n",
-       "      <td>16.436920</td>\n",
+       "      <td>11.059004</td>\n",
        "      <td>27.202839</td>\n",
        "      <td>8.361985</td>\n",
-       "      <td>17.606637</td>\n",
-       "      <td>1.102636</td>\n",
-       "      <td>3.410742</td>\n",
+       "      <td>5.466230</td>\n",
+       "      <td>1.208141</td>\n",
+       "      <td>2.208209</td>\n",
        "      <td>2.745261</td>\n",
        "      <td>3.052358</td>\n",
-       "      <td>1.779364</td>\n",
-       "      <td>29.799137</td>\n",
+       "      <td>4.975792</td>\n",
+       "      <td>8.146182</td>\n",
        "      <td>1.000000</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -1127,66 +1185,66 @@
       "text/plain": [
        "                Time          V1          V2          V3          V4  \\\n",
        "count     984.000000  984.000000  984.000000  984.000000  984.000000   \n",
-       "mean    88776.640244   -2.405835    1.819622   -3.511875    2.253022   \n",
-       "std     48243.944271    5.526010    3.753287    6.215601    3.188581   \n",
-       "min       406.000000  -30.552380  -20.984898  -31.103685   -3.421874   \n",
-       "25%     47898.750000   -2.896794   -0.156682   -5.084967   -0.100812   \n",
-       "50%     80545.000000   -0.803813    0.993854   -1.370281    1.291576   \n",
-       "75%    135096.750000    1.018644    2.798885    0.345737    4.235631   \n",
-       "max    172743.000000    2.308878   22.057729    3.940337   12.114672   \n",
+       "mean    88501.498984   -2.445079    1.781022   -3.509406    2.214004   \n",
+       "std     48996.269445    5.512352    3.713232    6.223001    3.231076   \n",
+       "min        60.000000  -30.552380  -15.799625  -31.103685   -3.863126   \n",
+       "25%     45531.000000   -2.867222   -0.155438   -5.084967   -0.172018   \n",
+       "50%     83076.500000   -0.823244    0.957399   -1.381998    1.287041   \n",
+       "75%    135051.500000    0.919444    2.791569    0.356911    4.175332   \n",
+       "max    172733.000000    2.335833   22.057729    3.476268   12.114672   \n",
        "\n",
        "               V5          V6          V7          V8          V9         V10  \\\n",
        "count  984.000000  984.000000  984.000000  984.000000  984.000000  984.000000   \n",
-       "mean    -1.598199   -0.703490   -2.771834    0.290248   -1.271753   -2.866398   \n",
-       "std      4.284063    1.787638    5.918129    4.878508    2.321658    4.526228   \n",
-       "min    -22.105532  -14.425011  -43.557242  -41.044261  -13.434066  -24.588262   \n",
-       "25%     -1.758911   -1.509571   -3.060742   -0.179491   -2.279453   -4.593030   \n",
-       "50%     -0.425110   -0.640524   -0.640804    0.180271   -0.666598   -0.885646   \n",
-       "75%      0.442399    0.088865    0.245823    0.879226    0.205275   -0.027386   \n",
-       "max     20.277728   12.128950   26.237722   20.007208    7.168878   10.423505   \n",
+       "mean    -1.477993   -0.713150   -2.787427    0.279073   -1.253108   -2.841500   \n",
+       "std      4.274632    1.789350    5.856197    4.857643    2.371055    4.563067   \n",
+       "min    -22.105532  -10.261990  -43.557242  -41.044261  -13.434066  -24.588262   \n",
+       "25%     -1.700260   -1.619179   -3.066415   -0.204192   -2.279453   -4.572043   \n",
+       "50%     -0.394605   -0.689473   -0.668321    0.147397   -0.694910   -0.948441   \n",
+       "75%      0.616305    0.069620    0.265089    0.877002    0.134399   -0.016047   \n",
+       "max     14.103918    6.474115    5.802537   20.007208    6.816732   11.732926   \n",
        "\n",
        "              V11         V12         V13         V14         V15         V16  \\\n",
        "count  984.000000  984.000000  984.000000  984.000000  984.000000  984.000000   \n",
-       "mean     1.950912   -3.085801   -0.038172   -3.480604   -0.047034   -2.048191   \n",
-       "std      2.737584    4.620098    1.046915    4.656872    0.957319    3.494192   \n",
-       "min     -2.279476  -18.683715   -3.184202  -19.214325   -4.498945  -14.129855   \n",
-       "25%     -0.047452   -5.495221   -0.761168   -6.721799   -0.639308   -3.543426   \n",
-       "50%      1.171937   -0.734549    0.002739   -0.986762   -0.012609   -0.599078   \n",
-       "75%      3.586130    0.285771    0.646090    0.083101    0.608586    0.302161   \n",
-       "max     12.018913    1.948126    3.685570    3.442422    2.471358    3.139656   \n",
+       "mean     1.930697   -3.124120   -0.026229   -3.502384   -0.039494   -2.097294   \n",
+       "std      2.764745    4.595103    1.054377    4.653202    1.002911    3.465619   \n",
+       "min     -2.613374  -18.683715   -3.223045  -19.214325   -4.498945  -14.129855   \n",
+       "25%     -0.187147   -5.495221   -0.784589   -6.721799   -0.627097   -3.543426   \n",
+       "50%      1.170286   -0.858094   -0.000686   -1.110717   -0.006070   -0.677801   \n",
+       "75%      3.586502    0.190356    0.683977    0.110541    0.672903    0.250353   \n",
+       "max     12.018913    2.534876    3.091328    3.442422    2.471358    3.139656   \n",
        "\n",
        "              V17         V18         V19         V20         V21         V22  \\\n",
        "count  984.000000  984.000000  984.000000  984.000000  984.000000  984.000000   \n",
-       "mean    -3.320723   -1.121329    0.338180    0.193890    0.363782    0.002554   \n",
-       "std      5.975039    2.410427    1.275460    1.197462    2.801160    1.171430   \n",
-       "min    -25.162799   -9.498746   -3.681904   -5.244333  -22.797604   -8.887017   \n",
-       "25%     -5.302111   -1.809496   -0.441326   -0.203323   -0.159503   -0.523196   \n",
-       "50%     -0.466877   -0.322246    0.228471    0.017882    0.140922    0.013228   \n",
-       "75%      0.269949    0.333976    0.955802    0.399500    0.654990    0.582570   \n",
-       "max      6.739384    3.790316    5.228342   16.436920   27.202839    8.361985   \n",
+       "mean    -3.304208   -1.128950    0.343668    0.175905    0.331911    0.049631   \n",
+       "std      5.990033    2.412032    1.290973    1.126258    2.787884    1.167097   \n",
+       "min    -25.162799   -9.498746   -3.681904   -7.242879  -22.797604   -8.887017   \n",
+       "25%     -5.302111   -1.809496   -0.412430   -0.187708   -0.157259   -0.509376   \n",
+       "50%     -0.513640   -0.383038    0.221049    0.040630    0.155404    0.080270   \n",
+       "75%      0.313841    0.334927    0.978754    0.445616    0.642724    0.624948   \n",
+       "max      6.739384    3.790316    5.228342   11.059004   27.202839    8.361985   \n",
        "\n",
        "              V23         V24         V25         V26         V27         V28  \\\n",
        "count  984.000000  984.000000  984.000000  984.000000  984.000000  984.000000   \n",
-       "mean     0.005715   -0.068002    0.007024    0.018569    0.062892    0.027783   \n",
-       "std      1.286473    0.572075    0.671570    0.488011    1.023450    0.425708   \n",
-       "min    -19.254328   -2.082546   -4.781606   -1.407558   -7.263482   -1.869290   \n",
-       "25%     -0.233359   -0.409463   -0.331296   -0.316920   -0.061141   -0.053338   \n",
-       "50%     -0.012981   -0.001297    0.035358   -0.027331    0.044271    0.032226   \n",
-       "75%      0.196764    0.368293    0.371463    0.328812    0.424067    0.201361   \n",
-       "max     17.606637    1.102636    3.410742    2.745261    3.052358    1.779364   \n",
+       "mean    -0.031264   -0.037389    0.022812    0.027632    0.086286    0.046738   \n",
+       "std      1.177562    0.551518    0.677541    0.476480    1.023332    0.479168   \n",
+       "min    -19.254328   -2.028024   -4.781606   -1.214960   -7.263482   -2.735623   \n",
+       "25%     -0.240064   -0.379825   -0.321251   -0.281187   -0.061809   -0.050194   \n",
+       "50%     -0.030318    0.009379    0.049923   -0.007475    0.063100    0.039464   \n",
+       "75%      0.180735    0.365624    0.395001    0.324059    0.457194    0.226492   \n",
+       "max      5.466230    1.208141    2.208209    2.745261    3.052358    4.975792   \n",
        "\n",
        "           Amount       Class  \n",
        "count  984.000000  984.000000  \n",
-       "mean     0.077270    0.500000  \n",
-       "std      1.322416    0.500254  \n",
+       "mean     0.039676    0.500000  \n",
+       "std      0.851800    0.500254  \n",
        "min     -0.353229    0.000000  \n",
-       "25%     -0.347042    0.000000  \n",
-       "50%     -0.278285    0.500000  \n",
-       "75%      0.046029    1.000000  \n",
-       "max     29.799137    1.000000  "
+       "25%     -0.347302    0.000000  \n",
+       "50%     -0.280984    0.500000  \n",
+       "75%      0.046539    1.000000  \n",
+       "max      8.146182    1.000000  "
       ]
      },
-     "execution_count": 39,
+     "execution_count": 98,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1204,7 +1262,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 99,
    "metadata": {},
    "outputs": [
     {
@@ -1216,7 +1274,7 @@
        "Name: count, dtype: int64"
       ]
      },
-     "execution_count": 40,
+     "execution_count": 99,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1234,7 +1292,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 100,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1253,7 +1311,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 101,
    "metadata": {},
    "outputs": [
     {
@@ -1307,7 +1365,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 102,
    "metadata": {},
    "outputs": [
     {
@@ -1723,7 +1781,7 @@
        "max        22.620072      78.235272       1.000000  "
       ]
      },
-     "execution_count": 43,
+     "execution_count": 102,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1734,7 +1792,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 103,
    "metadata": {},
    "outputs": [
     {
@@ -1746,7 +1804,7 @@
        "Name: count, dtype: int64"
       ]
      },
-     "execution_count": 44,
+     "execution_count": 103,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1764,7 +1822,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 104,
    "metadata": {},
    "outputs": [
     {
@@ -1818,7 +1876,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 105,
    "metadata": {},
    "outputs": [
     {
@@ -2224,7 +2282,7 @@
        "max        1.000000  "
       ]
      },
-     "execution_count": 46,
+     "execution_count": 105,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2235,7 +2293,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 106,
    "metadata": {},
    "outputs": [
     {
@@ -2247,7 +2305,7 @@
        "Name: count, dtype: int64"
       ]
      },
-     "execution_count": 47,
+     "execution_count": 106,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2265,7 +2323,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 107,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2281,7 +2339,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 108,
    "metadata": {},
    "outputs": [
     {
@@ -2289,7 +2347,7 @@
      "output_type": "stream",
      "text": [
       "<class 'pandas.core.frame.DataFrame'>\n",
-      "Index: 688 entries, 6870 to 106127\n",
+      "Index: 688 entries, 6870 to 208266\n",
       "Data columns (total 31 columns):\n",
       " #   Column  Non-Null Count  Dtype  \n",
       "---  ------  --------------  -----  \n",
@@ -2335,7 +2393,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 109,
    "metadata": {},
    "outputs": [
     {
@@ -2429,240 +2487,240 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>mean</th>\n",
-       "      <td>88957.739826</td>\n",
-       "      <td>-2.453850</td>\n",
-       "      <td>1.764205</td>\n",
-       "      <td>-3.499349</td>\n",
-       "      <td>2.201040</td>\n",
-       "      <td>-1.614046</td>\n",
-       "      <td>-0.742028</td>\n",
-       "      <td>-2.720380</td>\n",
-       "      <td>0.399640</td>\n",
-       "      <td>-1.253509</td>\n",
-       "      <td>-2.849864</td>\n",
-       "      <td>1.963640</td>\n",
-       "      <td>-3.099043</td>\n",
-       "      <td>-0.029291</td>\n",
-       "      <td>-3.531500</td>\n",
-       "      <td>-0.042676</td>\n",
-       "      <td>-2.076032</td>\n",
-       "      <td>-3.378747</td>\n",
-       "      <td>-1.150437</td>\n",
-       "      <td>0.328887</td>\n",
-       "      <td>0.168520</td>\n",
-       "      <td>0.467831</td>\n",
-       "      <td>-0.034725</td>\n",
-       "      <td>-0.020933</td>\n",
-       "      <td>-0.071299</td>\n",
-       "      <td>0.007821</td>\n",
-       "      <td>0.019710</td>\n",
-       "      <td>0.084212</td>\n",
-       "      <td>0.022576</td>\n",
-       "      <td>0.108357</td>\n",
+       "      <td>88546.635174</td>\n",
+       "      <td>-2.443642</td>\n",
+       "      <td>1.748210</td>\n",
+       "      <td>-3.490693</td>\n",
+       "      <td>2.161294</td>\n",
+       "      <td>-1.466909</td>\n",
+       "      <td>-0.737723</td>\n",
+       "      <td>-2.759190</td>\n",
+       "      <td>0.361773</td>\n",
+       "      <td>-1.222417</td>\n",
+       "      <td>-2.808144</td>\n",
+       "      <td>1.937783</td>\n",
+       "      <td>-3.131850</td>\n",
+       "      <td>-0.001132</td>\n",
+       "      <td>-3.568854</td>\n",
+       "      <td>-0.022936</td>\n",
+       "      <td>-2.145811</td>\n",
+       "      <td>-3.365430</td>\n",
+       "      <td>-1.137238</td>\n",
+       "      <td>0.377690</td>\n",
+       "      <td>0.127157</td>\n",
+       "      <td>0.446495</td>\n",
+       "      <td>0.012945</td>\n",
+       "      <td>-0.069031</td>\n",
+       "      <td>-0.020203</td>\n",
+       "      <td>0.031782</td>\n",
+       "      <td>0.022154</td>\n",
+       "      <td>0.114684</td>\n",
+       "      <td>0.041557</td>\n",
+       "      <td>0.036592</td>\n",
        "      <td>0.501453</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>std</th>\n",
-       "      <td>48118.243616</td>\n",
-       "      <td>5.389205</td>\n",
-       "      <td>3.718764</td>\n",
-       "      <td>6.010612</td>\n",
-       "      <td>3.168326</td>\n",
-       "      <td>4.284352</td>\n",
-       "      <td>1.814252</td>\n",
-       "      <td>5.608259</td>\n",
-       "      <td>4.753225</td>\n",
-       "      <td>2.282000</td>\n",
-       "      <td>4.370873</td>\n",
-       "      <td>2.737854</td>\n",
-       "      <td>4.582021</td>\n",
-       "      <td>1.068595</td>\n",
-       "      <td>4.657990</td>\n",
-       "      <td>0.932128</td>\n",
-       "      <td>3.498859</td>\n",
-       "      <td>6.050258</td>\n",
-       "      <td>2.453462</td>\n",
-       "      <td>1.280609</td>\n",
-       "      <td>1.196703</td>\n",
-       "      <td>2.745063</td>\n",
-       "      <td>1.150116</td>\n",
-       "      <td>1.428199</td>\n",
-       "      <td>0.580309</td>\n",
-       "      <td>0.688226</td>\n",
-       "      <td>0.498609</td>\n",
-       "      <td>0.941491</td>\n",
-       "      <td>0.426584</td>\n",
-       "      <td>1.489427</td>\n",
+       "      <td>48529.661753</td>\n",
+       "      <td>5.382638</td>\n",
+       "      <td>3.616426</td>\n",
+       "      <td>6.020391</td>\n",
+       "      <td>3.198221</td>\n",
+       "      <td>4.227553</td>\n",
+       "      <td>1.829535</td>\n",
+       "      <td>5.498995</td>\n",
+       "      <td>4.741154</td>\n",
+       "      <td>2.336555</td>\n",
+       "      <td>4.417548</td>\n",
+       "      <td>2.771137</td>\n",
+       "      <td>4.560753</td>\n",
+       "      <td>1.081826</td>\n",
+       "      <td>4.641960</td>\n",
+       "      <td>0.981683</td>\n",
+       "      <td>3.458663</td>\n",
+       "      <td>6.062216</td>\n",
+       "      <td>2.462689</td>\n",
+       "      <td>1.287256</td>\n",
+       "      <td>1.072960</td>\n",
+       "      <td>2.749354</td>\n",
+       "      <td>1.143940</td>\n",
+       "      <td>1.283882</td>\n",
+       "      <td>0.549485</td>\n",
+       "      <td>0.689015</td>\n",
+       "      <td>0.474411</td>\n",
+       "      <td>0.923161</td>\n",
+       "      <td>0.487077</td>\n",
+       "      <td>0.834360</td>\n",
        "      <td>0.500362</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>min</th>\n",
-       "      <td>406.000000</td>\n",
+       "      <td>117.000000</td>\n",
        "      <td>-30.552380</td>\n",
-       "      <td>-20.984898</td>\n",
+       "      <td>-15.799625</td>\n",
        "      <td>-31.103685</td>\n",
-       "      <td>-3.421874</td>\n",
+       "      <td>-3.863126</td>\n",
        "      <td>-22.105532</td>\n",
-       "      <td>-14.425011</td>\n",
+       "      <td>-10.261990</td>\n",
        "      <td>-37.060311</td>\n",
        "      <td>-37.353443</td>\n",
        "      <td>-11.126624</td>\n",
        "      <td>-23.228255</td>\n",
-       "      <td>-2.279476</td>\n",
+       "      <td>-2.613374</td>\n",
        "      <td>-18.431131</td>\n",
-       "      <td>-3.184202</td>\n",
+       "      <td>-3.223045</td>\n",
        "      <td>-19.214325</td>\n",
        "      <td>-4.498945</td>\n",
        "      <td>-13.563273</td>\n",
        "      <td>-25.162799</td>\n",
        "      <td>-9.498746</td>\n",
        "      <td>-3.602657</td>\n",
-       "      <td>-5.244333</td>\n",
+       "      <td>-7.242879</td>\n",
        "      <td>-16.922016</td>\n",
        "      <td>-8.887017</td>\n",
        "      <td>-19.254328</td>\n",
-       "      <td>-2.082546</td>\n",
+       "      <td>-2.028024</td>\n",
        "      <td>-4.781606</td>\n",
-       "      <td>-1.407558</td>\n",
+       "      <td>-1.214960</td>\n",
        "      <td>-7.263482</td>\n",
-       "      <td>-1.869290</td>\n",
+       "      <td>-2.735623</td>\n",
        "      <td>-0.353229</td>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25%</th>\n",
-       "      <td>47336.750000</td>\n",
-       "      <td>-3.004735</td>\n",
-       "      <td>-0.166482</td>\n",
+       "      <td>45531.000000</td>\n",
+       "      <td>-2.867222</td>\n",
+       "      <td>-0.164478</td>\n",
        "      <td>-5.049001</td>\n",
-       "      <td>-0.148394</td>\n",
-       "      <td>-1.859243</td>\n",
-       "      <td>-1.582428</td>\n",
-       "      <td>-3.103817</td>\n",
-       "      <td>-0.202836</td>\n",
+       "      <td>-0.212543</td>\n",
+       "      <td>-1.703845</td>\n",
+       "      <td>-1.691031</td>\n",
+       "      <td>-3.105154</td>\n",
+       "      <td>-0.220868</td>\n",
        "      <td>-2.205996</td>\n",
-       "      <td>-4.758711</td>\n",
-       "      <td>-0.020195</td>\n",
+       "      <td>-4.731895</td>\n",
+       "      <td>-0.194163</td>\n",
        "      <td>-5.643631</td>\n",
-       "      <td>-0.763081</td>\n",
+       "      <td>-0.767631</td>\n",
        "      <td>-6.767749</td>\n",
-       "      <td>-0.616305</td>\n",
+       "      <td>-0.562582</td>\n",
        "      <td>-3.612856</td>\n",
        "      <td>-5.277726</td>\n",
-       "      <td>-1.829426</td>\n",
-       "      <td>-0.447025</td>\n",
-       "      <td>-0.206394</td>\n",
-       "      <td>-0.148616</td>\n",
-       "      <td>-0.542923</td>\n",
-       "      <td>-0.244385</td>\n",
-       "      <td>-0.409463</td>\n",
-       "      <td>-0.331382</td>\n",
-       "      <td>-0.317043</td>\n",
-       "      <td>-0.067511</td>\n",
-       "      <td>-0.057033</td>\n",
-       "      <td>-0.346073</td>\n",
+       "      <td>-1.816368</td>\n",
+       "      <td>-0.373523</td>\n",
+       "      <td>-0.197730</td>\n",
+       "      <td>-0.142520</td>\n",
+       "      <td>-0.510247</td>\n",
+       "      <td>-0.246005</td>\n",
+       "      <td>-0.373302</td>\n",
+       "      <td>-0.320463</td>\n",
+       "      <td>-0.281449</td>\n",
+       "      <td>-0.061809</td>\n",
+       "      <td>-0.050983</td>\n",
+       "      <td>-0.346113</td>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50%</th>\n",
-       "      <td>79364.500000</td>\n",
-       "      <td>-0.868711</td>\n",
-       "      <td>1.030021</td>\n",
-       "      <td>-1.441205</td>\n",
-       "      <td>1.287384</td>\n",
-       "      <td>-0.448367</td>\n",
-       "      <td>-0.652911</td>\n",
-       "      <td>-0.695771</td>\n",
-       "      <td>0.189872</td>\n",
-       "      <td>-0.678169</td>\n",
-       "      <td>-0.938824</td>\n",
-       "      <td>1.160274</td>\n",
-       "      <td>-0.785118</td>\n",
-       "      <td>-0.019448</td>\n",
-       "      <td>-1.051034</td>\n",
-       "      <td>-0.022344</td>\n",
-       "      <td>-0.632427</td>\n",
-       "      <td>-0.488137</td>\n",
-       "      <td>-0.368900</td>\n",
-       "      <td>0.213812</td>\n",
-       "      <td>0.013168</td>\n",
-       "      <td>0.163742</td>\n",
-       "      <td>-0.017305</td>\n",
-       "      <td>-0.004737</td>\n",
-       "      <td>-0.003431</td>\n",
-       "      <td>0.024723</td>\n",
-       "      <td>-0.029254</td>\n",
-       "      <td>0.042375</td>\n",
-       "      <td>0.031353</td>\n",
-       "      <td>-0.266371</td>\n",
+       "      <td>82526.500000</td>\n",
+       "      <td>-0.874057</td>\n",
+       "      <td>0.984845</td>\n",
+       "      <td>-1.482880</td>\n",
+       "      <td>1.285768</td>\n",
+       "      <td>-0.400360</td>\n",
+       "      <td>-0.741307</td>\n",
+       "      <td>-0.740952</td>\n",
+       "      <td>0.141389</td>\n",
+       "      <td>-0.694910</td>\n",
+       "      <td>-0.981569</td>\n",
+       "      <td>1.154879</td>\n",
+       "      <td>-0.845463</td>\n",
+       "      <td>0.008049</td>\n",
+       "      <td>-1.132761</td>\n",
+       "      <td>0.001558</td>\n",
+       "      <td>-0.750918</td>\n",
+       "      <td>-0.495063</td>\n",
+       "      <td>-0.392743</td>\n",
+       "      <td>0.246478</td>\n",
+       "      <td>0.030556</td>\n",
+       "      <td>0.163323</td>\n",
+       "      <td>0.076684</td>\n",
+       "      <td>-0.027143</td>\n",
+       "      <td>0.014360</td>\n",
+       "      <td>0.046511</td>\n",
+       "      <td>-0.026232</td>\n",
+       "      <td>0.059798</td>\n",
+       "      <td>0.036635</td>\n",
+       "      <td>-0.273188</td>\n",
        "      <td>1.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>75%</th>\n",
-       "      <td>135949.500000</td>\n",
-       "      <td>0.949687</td>\n",
-       "      <td>2.873792</td>\n",
-       "      <td>0.311361</td>\n",
-       "      <td>4.184137</td>\n",
-       "      <td>0.439156</td>\n",
-       "      <td>0.078117</td>\n",
-       "      <td>0.222234</td>\n",
-       "      <td>0.943207</td>\n",
-       "      <td>0.189021</td>\n",
-       "      <td>-0.023676</td>\n",
-       "      <td>3.614383</td>\n",
-       "      <td>0.283724</td>\n",
-       "      <td>0.702811</td>\n",
-       "      <td>0.083101</td>\n",
-       "      <td>0.612832</td>\n",
-       "      <td>0.291246</td>\n",
-       "      <td>0.267112</td>\n",
-       "      <td>0.334927</td>\n",
-       "      <td>0.927348</td>\n",
-       "      <td>0.420088</td>\n",
-       "      <td>0.712372</td>\n",
-       "      <td>0.582570</td>\n",
-       "      <td>0.192766</td>\n",
-       "      <td>0.368230</td>\n",
-       "      <td>0.375865</td>\n",
-       "      <td>0.322036</td>\n",
-       "      <td>0.453371</td>\n",
-       "      <td>0.212253</td>\n",
+       "      <td>135096.750000</td>\n",
+       "      <td>0.945582</td>\n",
+       "      <td>2.850947</td>\n",
+       "      <td>0.348579</td>\n",
+       "      <td>4.166857</td>\n",
+       "      <td>0.599892</td>\n",
+       "      <td>0.033569</td>\n",
+       "      <td>0.240843</td>\n",
+       "      <td>0.919999</td>\n",
+       "      <td>0.196633</td>\n",
+       "      <td>-0.001047</td>\n",
+       "      <td>3.625262</td>\n",
+       "      <td>0.163104</td>\n",
+       "      <td>0.744021</td>\n",
+       "      <td>0.086669</td>\n",
+       "      <td>0.665736</td>\n",
+       "      <td>0.219809</td>\n",
+       "      <td>0.314206</td>\n",
+       "      <td>0.371481</td>\n",
+       "      <td>0.978754</td>\n",
+       "      <td>0.443495</td>\n",
+       "      <td>0.680597</td>\n",
+       "      <td>0.629109</td>\n",
+       "      <td>0.174862</td>\n",
+       "      <td>0.382076</td>\n",
+       "      <td>0.406056</td>\n",
+       "      <td>0.306403</td>\n",
+       "      <td>0.482488</td>\n",
+       "      <td>0.235549</td>\n",
        "      <td>0.046539</td>\n",
        "      <td>1.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>max</th>\n",
-       "      <td>172743.000000</td>\n",
-       "      <td>2.308878</td>\n",
+       "      <td>172573.000000</td>\n",
+       "      <td>2.335833</td>\n",
        "      <td>19.167239</td>\n",
-       "      <td>2.927645</td>\n",
+       "      <td>3.228978</td>\n",
        "      <td>11.927512</td>\n",
-       "      <td>20.277728</td>\n",
-       "      <td>12.128950</td>\n",
-       "      <td>26.237722</td>\n",
+       "      <td>14.103918</td>\n",
+       "      <td>6.355986</td>\n",
+       "      <td>5.802537</td>\n",
        "      <td>20.007208</td>\n",
-       "      <td>7.168878</td>\n",
-       "      <td>10.423505</td>\n",
+       "      <td>6.816732</td>\n",
+       "      <td>11.732926</td>\n",
        "      <td>12.018913</td>\n",
-       "      <td>1.948126</td>\n",
-       "      <td>2.899203</td>\n",
+       "      <td>2.534876</td>\n",
+       "      <td>3.091328</td>\n",
        "      <td>3.442422</td>\n",
-       "      <td>2.310710</td>\n",
+       "      <td>2.364199</td>\n",
        "      <td>3.139656</td>\n",
        "      <td>6.739384</td>\n",
        "      <td>3.790316</td>\n",
        "      <td>5.228342</td>\n",
-       "      <td>16.436920</td>\n",
+       "      <td>7.907378</td>\n",
        "      <td>27.202839</td>\n",
        "      <td>5.774087</td>\n",
-       "      <td>17.606637</td>\n",
-       "      <td>1.102636</td>\n",
-       "      <td>3.410742</td>\n",
+       "      <td>5.303607</td>\n",
+       "      <td>1.208141</td>\n",
+       "      <td>2.208209</td>\n",
        "      <td>2.745261</td>\n",
        "      <td>3.052358</td>\n",
-       "      <td>1.471988</td>\n",
-       "      <td>29.799137</td>\n",
+       "      <td>4.975792</td>\n",
+       "      <td>8.146182</td>\n",
        "      <td>1.000000</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -2672,66 +2730,66 @@
       "text/plain": [
        "                Time          V1          V2          V3          V4  \\\n",
        "count     688.000000  688.000000  688.000000  688.000000  688.000000   \n",
-       "mean    88957.739826   -2.453850    1.764205   -3.499349    2.201040   \n",
-       "std     48118.243616    5.389205    3.718764    6.010612    3.168326   \n",
-       "min       406.000000  -30.552380  -20.984898  -31.103685   -3.421874   \n",
-       "25%     47336.750000   -3.004735   -0.166482   -5.049001   -0.148394   \n",
-       "50%     79364.500000   -0.868711    1.030021   -1.441205    1.287384   \n",
-       "75%    135949.500000    0.949687    2.873792    0.311361    4.184137   \n",
-       "max    172743.000000    2.308878   19.167239    2.927645   11.927512   \n",
+       "mean    88546.635174   -2.443642    1.748210   -3.490693    2.161294   \n",
+       "std     48529.661753    5.382638    3.616426    6.020391    3.198221   \n",
+       "min       117.000000  -30.552380  -15.799625  -31.103685   -3.863126   \n",
+       "25%     45531.000000   -2.867222   -0.164478   -5.049001   -0.212543   \n",
+       "50%     82526.500000   -0.874057    0.984845   -1.482880    1.285768   \n",
+       "75%    135096.750000    0.945582    2.850947    0.348579    4.166857   \n",
+       "max    172573.000000    2.335833   19.167239    3.228978   11.927512   \n",
        "\n",
        "               V5          V6          V7          V8          V9         V10  \\\n",
        "count  688.000000  688.000000  688.000000  688.000000  688.000000  688.000000   \n",
-       "mean    -1.614046   -0.742028   -2.720380    0.399640   -1.253509   -2.849864   \n",
-       "std      4.284352    1.814252    5.608259    4.753225    2.282000    4.370873   \n",
-       "min    -22.105532  -14.425011  -37.060311  -37.353443  -11.126624  -23.228255   \n",
-       "25%     -1.859243   -1.582428   -3.103817   -0.202836   -2.205996   -4.758711   \n",
-       "50%     -0.448367   -0.652911   -0.695771    0.189872   -0.678169   -0.938824   \n",
-       "75%      0.439156    0.078117    0.222234    0.943207    0.189021   -0.023676   \n",
-       "max     20.277728   12.128950   26.237722   20.007208    7.168878   10.423505   \n",
+       "mean    -1.466909   -0.737723   -2.759190    0.361773   -1.222417   -2.808144   \n",
+       "std      4.227553    1.829535    5.498995    4.741154    2.336555    4.417548   \n",
+       "min    -22.105532  -10.261990  -37.060311  -37.353443  -11.126624  -23.228255   \n",
+       "25%     -1.703845   -1.691031   -3.105154   -0.220868   -2.205996   -4.731895   \n",
+       "50%     -0.400360   -0.741307   -0.740952    0.141389   -0.694910   -0.981569   \n",
+       "75%      0.599892    0.033569    0.240843    0.919999    0.196633   -0.001047   \n",
+       "max     14.103918    6.355986    5.802537   20.007208    6.816732   11.732926   \n",
        "\n",
        "              V11         V12         V13         V14         V15         V16  \\\n",
        "count  688.000000  688.000000  688.000000  688.000000  688.000000  688.000000   \n",
-       "mean     1.963640   -3.099043   -0.029291   -3.531500   -0.042676   -2.076032   \n",
-       "std      2.737854    4.582021    1.068595    4.657990    0.932128    3.498859   \n",
-       "min     -2.279476  -18.431131   -3.184202  -19.214325   -4.498945  -13.563273   \n",
-       "25%     -0.020195   -5.643631   -0.763081   -6.767749   -0.616305   -3.612856   \n",
-       "50%      1.160274   -0.785118   -0.019448   -1.051034   -0.022344   -0.632427   \n",
-       "75%      3.614383    0.283724    0.702811    0.083101    0.612832    0.291246   \n",
-       "max     12.018913    1.948126    2.899203    3.442422    2.310710    3.139656   \n",
+       "mean     1.937783   -3.131850   -0.001132   -3.568854   -0.022936   -2.145811   \n",
+       "std      2.771137    4.560753    1.081826    4.641960    0.981683    3.458663   \n",
+       "min     -2.613374  -18.431131   -3.223045  -19.214325   -4.498945  -13.563273   \n",
+       "25%     -0.194163   -5.643631   -0.767631   -6.767749   -0.562582   -3.612856   \n",
+       "50%      1.154879   -0.845463    0.008049   -1.132761    0.001558   -0.750918   \n",
+       "75%      3.625262    0.163104    0.744021    0.086669    0.665736    0.219809   \n",
+       "max     12.018913    2.534876    3.091328    3.442422    2.364199    3.139656   \n",
        "\n",
        "              V17         V18         V19         V20         V21         V22  \\\n",
        "count  688.000000  688.000000  688.000000  688.000000  688.000000  688.000000   \n",
-       "mean    -3.378747   -1.150437    0.328887    0.168520    0.467831   -0.034725   \n",
-       "std      6.050258    2.453462    1.280609    1.196703    2.745063    1.150116   \n",
-       "min    -25.162799   -9.498746   -3.602657   -5.244333  -16.922016   -8.887017   \n",
-       "25%     -5.277726   -1.829426   -0.447025   -0.206394   -0.148616   -0.542923   \n",
-       "50%     -0.488137   -0.368900    0.213812    0.013168    0.163742   -0.017305   \n",
-       "75%      0.267112    0.334927    0.927348    0.420088    0.712372    0.582570   \n",
-       "max      6.739384    3.790316    5.228342   16.436920   27.202839    5.774087   \n",
+       "mean    -3.365430   -1.137238    0.377690    0.127157    0.446495    0.012945   \n",
+       "std      6.062216    2.462689    1.287256    1.072960    2.749354    1.143940   \n",
+       "min    -25.162799   -9.498746   -3.602657   -7.242879  -16.922016   -8.887017   \n",
+       "25%     -5.277726   -1.816368   -0.373523   -0.197730   -0.142520   -0.510247   \n",
+       "50%     -0.495063   -0.392743    0.246478    0.030556    0.163323    0.076684   \n",
+       "75%      0.314206    0.371481    0.978754    0.443495    0.680597    0.629109   \n",
+       "max      6.739384    3.790316    5.228342    7.907378   27.202839    5.774087   \n",
        "\n",
        "              V23         V24         V25         V26         V27         V28  \\\n",
        "count  688.000000  688.000000  688.000000  688.000000  688.000000  688.000000   \n",
-       "mean    -0.020933   -0.071299    0.007821    0.019710    0.084212    0.022576   \n",
-       "std      1.428199    0.580309    0.688226    0.498609    0.941491    0.426584   \n",
-       "min    -19.254328   -2.082546   -4.781606   -1.407558   -7.263482   -1.869290   \n",
-       "25%     -0.244385   -0.409463   -0.331382   -0.317043   -0.067511   -0.057033   \n",
-       "50%     -0.004737   -0.003431    0.024723   -0.029254    0.042375    0.031353   \n",
-       "75%      0.192766    0.368230    0.375865    0.322036    0.453371    0.212253   \n",
-       "max     17.606637    1.102636    3.410742    2.745261    3.052358    1.471988   \n",
+       "mean    -0.069031   -0.020203    0.031782    0.022154    0.114684    0.041557   \n",
+       "std      1.283882    0.549485    0.689015    0.474411    0.923161    0.487077   \n",
+       "min    -19.254328   -2.028024   -4.781606   -1.214960   -7.263482   -2.735623   \n",
+       "25%     -0.246005   -0.373302   -0.320463   -0.281449   -0.061809   -0.050983   \n",
+       "50%     -0.027143    0.014360    0.046511   -0.026232    0.059798    0.036635   \n",
+       "75%      0.174862    0.382076    0.406056    0.306403    0.482488    0.235549   \n",
+       "max      5.303607    1.208141    2.208209    2.745261    3.052358    4.975792   \n",
        "\n",
        "           Amount       Class  \n",
        "count  688.000000  688.000000  \n",
-       "mean     0.108357    0.501453  \n",
-       "std      1.489427    0.500362  \n",
+       "mean     0.036592    0.501453  \n",
+       "std      0.834360    0.500362  \n",
        "min     -0.353229    0.000000  \n",
-       "25%     -0.346073    0.000000  \n",
-       "50%     -0.266371    1.000000  \n",
+       "25%     -0.346113    0.000000  \n",
+       "50%     -0.273188    1.000000  \n",
        "75%      0.046539    1.000000  \n",
-       "max     29.799137    1.000000  "
+       "max      8.146182    1.000000  "
       ]
      },
-     "execution_count": 50,
+     "execution_count": 109,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2742,7 +2800,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 110,
    "metadata": {},
    "outputs": [
     {
@@ -2754,7 +2812,7 @@
        "Name: count, dtype: int64"
       ]
      },
-     "execution_count": 51,
+     "execution_count": 110,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2772,7 +2830,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 111,
    "metadata": {},
    "outputs": [
     {
@@ -2780,7 +2838,7 @@
      "output_type": "stream",
      "text": [
       "<class 'pandas.core.frame.DataFrame'>\n",
-      "Index: 296 entries, 102782 to 26982\n",
+      "Index: 296 entries, 102782 to 57921\n",
       "Data columns (total 31 columns):\n",
       " #   Column  Non-Null Count  Dtype  \n",
       "---  ------  --------------  -----  \n",
@@ -2826,7 +2884,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 112,
    "metadata": {},
    "outputs": [
     {
@@ -2920,227 +2978,227 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>mean</th>\n",
-       "      <td>88355.706081</td>\n",
-       "      <td>-2.294234</td>\n",
-       "      <td>1.948429</td>\n",
-       "      <td>-3.540990</td>\n",
-       "      <td>2.373844</td>\n",
-       "      <td>-1.561363</td>\n",
-       "      <td>-0.613913</td>\n",
-       "      <td>-2.891430</td>\n",
-       "      <td>0.035986</td>\n",
-       "      <td>-1.314160</td>\n",
-       "      <td>-2.904830</td>\n",
-       "      <td>1.921330</td>\n",
-       "      <td>-3.055022</td>\n",
-       "      <td>-0.058815</td>\n",
-       "      <td>-3.362305</td>\n",
-       "      <td>-0.057163</td>\n",
-       "      <td>-1.983480</td>\n",
-       "      <td>-3.185857</td>\n",
-       "      <td>-1.053673</td>\n",
-       "      <td>0.359781</td>\n",
-       "      <td>0.252860</td>\n",
-       "      <td>0.121940</td>\n",
-       "      <td>0.089200</td>\n",
-       "      <td>0.067653</td>\n",
-       "      <td>-0.060339</td>\n",
-       "      <td>0.005171</td>\n",
-       "      <td>0.015917</td>\n",
-       "      <td>0.013339</td>\n",
-       "      <td>0.039887</td>\n",
-       "      <td>0.005012</td>\n",
+       "      <td>88396.587838</td>\n",
+       "      <td>-2.448419</td>\n",
+       "      <td>1.857288</td>\n",
+       "      <td>-3.552900</td>\n",
+       "      <td>2.336519</td>\n",
+       "      <td>-1.503755</td>\n",
+       "      <td>-0.656035</td>\n",
+       "      <td>-2.853058</td>\n",
+       "      <td>0.086851</td>\n",
+       "      <td>-1.324446</td>\n",
+       "      <td>-2.919028</td>\n",
+       "      <td>1.914227</td>\n",
+       "      <td>-3.106154</td>\n",
+       "      <td>-0.084562</td>\n",
+       "      <td>-3.347887</td>\n",
+       "      <td>-0.077981</td>\n",
+       "      <td>-1.984526</td>\n",
+       "      <td>-3.161909</td>\n",
+       "      <td>-1.109686</td>\n",
+       "      <td>0.264590</td>\n",
+       "      <td>0.289212</td>\n",
+       "      <td>0.065582</td>\n",
+       "      <td>0.134902</td>\n",
+       "      <td>0.056521</td>\n",
+       "      <td>-0.077336</td>\n",
+       "      <td>0.001963</td>\n",
+       "      <td>0.040364</td>\n",
+       "      <td>0.020281</td>\n",
+       "      <td>0.058781</td>\n",
+       "      <td>0.046845</td>\n",
        "      <td>0.496622</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>std</th>\n",
-       "      <td>48614.011043</td>\n",
-       "      <td>5.839514</td>\n",
-       "      <td>3.835604</td>\n",
-       "      <td>6.678324</td>\n",
-       "      <td>3.237348</td>\n",
-       "      <td>4.290418</td>\n",
-       "      <td>1.723870</td>\n",
-       "      <td>6.590923</td>\n",
-       "      <td>5.157315</td>\n",
-       "      <td>2.414740</td>\n",
-       "      <td>4.875752</td>\n",
-       "      <td>2.741364</td>\n",
-       "      <td>4.715112</td>\n",
-       "      <td>0.996157</td>\n",
-       "      <td>4.660005</td>\n",
-       "      <td>1.015019</td>\n",
-       "      <td>3.488374</td>\n",
-       "      <td>5.804268</td>\n",
-       "      <td>2.309940</td>\n",
-       "      <td>1.265303</td>\n",
-       "      <td>1.199174</td>\n",
-       "      <td>2.917828</td>\n",
-       "      <td>1.217111</td>\n",
-       "      <td>0.871280</td>\n",
-       "      <td>0.553352</td>\n",
-       "      <td>0.632284</td>\n",
-       "      <td>0.463252</td>\n",
-       "      <td>1.192693</td>\n",
-       "      <td>0.424138</td>\n",
-       "      <td>0.808447</td>\n",
+       "      <td>50147.105326</td>\n",
+       "      <td>5.812072</td>\n",
+       "      <td>3.934323</td>\n",
+       "      <td>6.680660</td>\n",
+       "      <td>3.308417</td>\n",
+       "      <td>4.389263</td>\n",
+       "      <td>1.693893</td>\n",
+       "      <td>6.622008</td>\n",
+       "      <td>5.121293</td>\n",
+       "      <td>2.451914</td>\n",
+       "      <td>4.891517</td>\n",
+       "      <td>2.754439</td>\n",
+       "      <td>4.681722</td>\n",
+       "      <td>0.986937</td>\n",
+       "      <td>4.683458</td>\n",
+       "      <td>1.051296</td>\n",
+       "      <td>3.484989</td>\n",
+       "      <td>5.826410</td>\n",
+       "      <td>2.293910</td>\n",
+       "      <td>1.298310</td>\n",
+       "      <td>1.235841</td>\n",
+       "      <td>2.862463</td>\n",
+       "      <td>1.216935</td>\n",
+       "      <td>0.877975</td>\n",
+       "      <td>0.555090</td>\n",
+       "      <td>0.650752</td>\n",
+       "      <td>0.481822</td>\n",
+       "      <td>1.224166</td>\n",
+       "      <td>0.460841</td>\n",
+       "      <td>0.892432</td>\n",
        "      <td>0.500835</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>min</th>\n",
-       "      <td>472.000000</td>\n",
+       "      <td>60.000000</td>\n",
        "      <td>-29.876366</td>\n",
        "      <td>-8.402154</td>\n",
        "      <td>-30.558697</td>\n",
-       "      <td>-3.085355</td>\n",
+       "      <td>-2.956827</td>\n",
        "      <td>-21.665654</td>\n",
        "      <td>-5.773192</td>\n",
        "      <td>-43.557242</td>\n",
        "      <td>-41.044261</td>\n",
        "      <td>-13.434066</td>\n",
        "      <td>-24.588262</td>\n",
-       "      <td>-1.937109</td>\n",
+       "      <td>-2.383066</td>\n",
        "      <td>-18.683715</td>\n",
        "      <td>-3.076318</td>\n",
        "      <td>-17.620634</td>\n",
-       "      <td>-2.992430</td>\n",
+       "      <td>-3.092108</td>\n",
        "      <td>-14.129855</td>\n",
        "      <td>-22.541652</td>\n",
        "      <td>-9.090892</td>\n",
        "      <td>-3.681904</td>\n",
-       "      <td>-3.493050</td>\n",
+       "      <td>-5.225849</td>\n",
        "      <td>-22.797604</td>\n",
        "      <td>-8.887017</td>\n",
        "      <td>-5.988806</td>\n",
-       "      <td>-1.690377</td>\n",
+       "      <td>-1.742803</td>\n",
        "      <td>-2.079928</td>\n",
-       "      <td>-1.104535</td>\n",
+       "      <td>-1.170476</td>\n",
        "      <td>-7.263482</td>\n",
-       "      <td>-1.429517</td>\n",
+       "      <td>-1.931920</td>\n",
        "      <td>-0.353229</td>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25%</th>\n",
-       "      <td>48520.000000</td>\n",
-       "      <td>-2.736113</td>\n",
-       "      <td>-0.105197</td>\n",
+       "      <td>45977.500000</td>\n",
+       "      <td>-2.867766</td>\n",
+       "      <td>-0.130600</td>\n",
        "      <td>-5.417818</td>\n",
-       "      <td>0.057290</td>\n",
-       "      <td>-1.559190</td>\n",
-       "      <td>-1.431466</td>\n",
+       "      <td>-0.118496</td>\n",
+       "      <td>-1.667035</td>\n",
+       "      <td>-1.477544</td>\n",
        "      <td>-2.835885</td>\n",
-       "      <td>-0.147139</td>\n",
+       "      <td>-0.168935</td>\n",
        "      <td>-2.345829</td>\n",
        "      <td>-4.445615</td>\n",
-       "      <td>-0.072236</td>\n",
+       "      <td>-0.144802</td>\n",
        "      <td>-5.340188</td>\n",
-       "      <td>-0.752422</td>\n",
+       "      <td>-0.815218</td>\n",
        "      <td>-6.363108</td>\n",
-       "      <td>-0.694497</td>\n",
-       "      <td>-3.304713</td>\n",
+       "      <td>-0.729637</td>\n",
+       "      <td>-3.303237</td>\n",
        "      <td>-5.358990</td>\n",
-       "      <td>-1.719376</td>\n",
-       "      <td>-0.397503</td>\n",
-       "      <td>-0.188506</td>\n",
-       "      <td>-0.166957</td>\n",
-       "      <td>-0.491502</td>\n",
-       "      <td>-0.202399</td>\n",
-       "      <td>-0.407468</td>\n",
-       "      <td>-0.330734</td>\n",
-       "      <td>-0.315317</td>\n",
-       "      <td>-0.054283</td>\n",
-       "      <td>-0.047520</td>\n",
-       "      <td>-0.348692</td>\n",
+       "      <td>-1.747789</td>\n",
+       "      <td>-0.563676</td>\n",
+       "      <td>-0.165023</td>\n",
+       "      <td>-0.178103</td>\n",
+       "      <td>-0.483530</td>\n",
+       "      <td>-0.212828</td>\n",
+       "      <td>-0.405811</td>\n",
+       "      <td>-0.324214</td>\n",
+       "      <td>-0.270853</td>\n",
+       "      <td>-0.056831</td>\n",
+       "      <td>-0.042639</td>\n",
+       "      <td>-0.349231</td>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50%</th>\n",
-       "      <td>83038.000000</td>\n",
-       "      <td>-0.679669</td>\n",
-       "      <td>0.947084</td>\n",
-       "      <td>-1.255930</td>\n",
-       "      <td>1.295388</td>\n",
-       "      <td>-0.355709</td>\n",
-       "      <td>-0.594254</td>\n",
-       "      <td>-0.568848</td>\n",
-       "      <td>0.146018</td>\n",
-       "      <td>-0.661503</td>\n",
-       "      <td>-0.718549</td>\n",
-       "      <td>1.218066</td>\n",
-       "      <td>-0.649834</td>\n",
-       "      <td>0.012057</td>\n",
-       "      <td>-0.869158</td>\n",
-       "      <td>0.006640</td>\n",
-       "      <td>-0.575661</td>\n",
-       "      <td>-0.423941</td>\n",
-       "      <td>-0.203209</td>\n",
-       "      <td>0.241634</td>\n",
-       "      <td>0.030365</td>\n",
-       "      <td>0.085900</td>\n",
-       "      <td>0.015825</td>\n",
-       "      <td>-0.034589</td>\n",
-       "      <td>0.007165</td>\n",
-       "      <td>0.059396</td>\n",
-       "      <td>-0.011840</td>\n",
-       "      <td>0.061374</td>\n",
-       "      <td>0.033726</td>\n",
-       "      <td>-0.303633</td>\n",
+       "      <td>84069.000000</td>\n",
+       "      <td>-0.740915</td>\n",
+       "      <td>0.941852</td>\n",
+       "      <td>-1.139964</td>\n",
+       "      <td>1.340723</td>\n",
+       "      <td>-0.369227</td>\n",
+       "      <td>-0.596589</td>\n",
+       "      <td>-0.501864</td>\n",
+       "      <td>0.169642</td>\n",
+       "      <td>-0.696902</td>\n",
+       "      <td>-0.875521</td>\n",
+       "      <td>1.267304</td>\n",
+       "      <td>-0.938658</td>\n",
+       "      <td>-0.060414</td>\n",
+       "      <td>-1.059352</td>\n",
+       "      <td>-0.012904</td>\n",
+       "      <td>-0.547678</td>\n",
+       "      <td>-0.527389</td>\n",
+       "      <td>-0.318904</td>\n",
+       "      <td>0.169827</td>\n",
+       "      <td>0.056998</td>\n",
+       "      <td>0.130060</td>\n",
+       "      <td>0.081904</td>\n",
+       "      <td>-0.035614</td>\n",
+       "      <td>-0.010232</td>\n",
+       "      <td>0.068890</td>\n",
+       "      <td>0.031911</td>\n",
+       "      <td>0.073702</td>\n",
+       "      <td>0.046030</td>\n",
+       "      <td>-0.300834</td>\n",
        "      <td>0.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>75%</th>\n",
-       "      <td>130068.500000</td>\n",
-       "      <td>1.084018</td>\n",
-       "      <td>2.721612</td>\n",
-       "      <td>0.469584</td>\n",
-       "      <td>4.318982</td>\n",
-       "      <td>0.448566</td>\n",
-       "      <td>0.147038</td>\n",
-       "      <td>0.296190</td>\n",
-       "      <td>0.759335</td>\n",
-       "      <td>0.224591</td>\n",
-       "      <td>-0.030622</td>\n",
+       "      <td>135023.500000</td>\n",
+       "      <td>0.879511</td>\n",
+       "      <td>2.700371</td>\n",
+       "      <td>0.394765</td>\n",
+       "      <td>4.305361</td>\n",
+       "      <td>0.624459</td>\n",
+       "      <td>0.139244</td>\n",
+       "      <td>0.306788</td>\n",
+       "      <td>0.833392</td>\n",
+       "      <td>0.011527</td>\n",
+       "      <td>-0.051012</td>\n",
        "      <td>3.542336</td>\n",
-       "      <td>0.288974</td>\n",
-       "      <td>0.575899</td>\n",
-       "      <td>0.074100</td>\n",
-       "      <td>0.565682</td>\n",
-       "      <td>0.346687</td>\n",
-       "      <td>0.274371</td>\n",
-       "      <td>0.316774</td>\n",
-       "      <td>1.010884</td>\n",
-       "      <td>0.363387</td>\n",
-       "      <td>0.577355</td>\n",
-       "      <td>0.571807</td>\n",
-       "      <td>0.207959</td>\n",
-       "      <td>0.381890</td>\n",
-       "      <td>0.356160</td>\n",
-       "      <td>0.354294</td>\n",
-       "      <td>0.391969</td>\n",
-       "      <td>0.175744</td>\n",
-       "      <td>0.022531</td>\n",
+       "      <td>0.234752</td>\n",
+       "      <td>0.609629</td>\n",
+       "      <td>0.173916</td>\n",
+       "      <td>0.685300</td>\n",
+       "      <td>0.351119</td>\n",
+       "      <td>0.309636</td>\n",
+       "      <td>0.237358</td>\n",
+       "      <td>0.948371</td>\n",
+       "      <td>0.461180</td>\n",
+       "      <td>0.568611</td>\n",
+       "      <td>0.617588</td>\n",
+       "      <td>0.200328</td>\n",
+       "      <td>0.317653</td>\n",
+       "      <td>0.386804</td>\n",
+       "      <td>0.355382</td>\n",
+       "      <td>0.395412</td>\n",
+       "      <td>0.192766</td>\n",
+       "      <td>0.028048</td>\n",
        "      <td>1.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>max</th>\n",
-       "      <td>171578.000000</td>\n",
-       "      <td>2.255274</td>\n",
+       "      <td>172733.000000</td>\n",
+       "      <td>2.306769</td>\n",
        "      <td>22.057729</td>\n",
-       "      <td>3.940337</td>\n",
+       "      <td>3.476268</td>\n",
        "      <td>12.114672</td>\n",
        "      <td>9.880564</td>\n",
        "      <td>6.474115</td>\n",
        "      <td>3.791907</td>\n",
        "      <td>19.587773</td>\n",
-       "      <td>2.690959</td>\n",
-       "      <td>3.245086</td>\n",
+       "      <td>4.866316</td>\n",
+       "      <td>6.367661</td>\n",
        "      <td>11.152491</td>\n",
-       "      <td>1.879038</td>\n",
-       "      <td>3.685570</td>\n",
-       "      <td>2.704376</td>\n",
+       "      <td>1.725185</td>\n",
+       "      <td>2.897044</td>\n",
+       "      <td>2.654275</td>\n",
        "      <td>2.471358</td>\n",
-       "      <td>2.594266</td>\n",
+       "      <td>2.696475</td>\n",
        "      <td>6.443649</td>\n",
        "      <td>2.591846</td>\n",
        "      <td>4.851255</td>\n",
@@ -3148,11 +3206,11 @@
        "      <td>27.202839</td>\n",
        "      <td>8.361985</td>\n",
        "      <td>5.466230</td>\n",
-       "      <td>1.099509</td>\n",
+       "      <td>1.077407</td>\n",
        "      <td>2.156042</td>\n",
-       "      <td>1.207731</td>\n",
+       "      <td>1.458828</td>\n",
        "      <td>2.706566</td>\n",
-       "      <td>1.779364</td>\n",
+       "      <td>3.042406</td>\n",
        "      <td>5.663610</td>\n",
        "      <td>1.000000</td>\n",
        "    </tr>\n",
@@ -3163,66 +3221,66 @@
       "text/plain": [
        "                Time          V1          V2          V3          V4  \\\n",
        "count     296.000000  296.000000  296.000000  296.000000  296.000000   \n",
-       "mean    88355.706081   -2.294234    1.948429   -3.540990    2.373844   \n",
-       "std     48614.011043    5.839514    3.835604    6.678324    3.237348   \n",
-       "min       472.000000  -29.876366   -8.402154  -30.558697   -3.085355   \n",
-       "25%     48520.000000   -2.736113   -0.105197   -5.417818    0.057290   \n",
-       "50%     83038.000000   -0.679669    0.947084   -1.255930    1.295388   \n",
-       "75%    130068.500000    1.084018    2.721612    0.469584    4.318982   \n",
-       "max    171578.000000    2.255274   22.057729    3.940337   12.114672   \n",
+       "mean    88396.587838   -2.448419    1.857288   -3.552900    2.336519   \n",
+       "std     50147.105326    5.812072    3.934323    6.680660    3.308417   \n",
+       "min        60.000000  -29.876366   -8.402154  -30.558697   -2.956827   \n",
+       "25%     45977.500000   -2.867766   -0.130600   -5.417818   -0.118496   \n",
+       "50%     84069.000000   -0.740915    0.941852   -1.139964    1.340723   \n",
+       "75%    135023.500000    0.879511    2.700371    0.394765    4.305361   \n",
+       "max    172733.000000    2.306769   22.057729    3.476268   12.114672   \n",
        "\n",
        "               V5          V6          V7          V8          V9         V10  \\\n",
        "count  296.000000  296.000000  296.000000  296.000000  296.000000  296.000000   \n",
-       "mean    -1.561363   -0.613913   -2.891430    0.035986   -1.314160   -2.904830   \n",
-       "std      4.290418    1.723870    6.590923    5.157315    2.414740    4.875752   \n",
+       "mean    -1.503755   -0.656035   -2.853058    0.086851   -1.324446   -2.919028   \n",
+       "std      4.389263    1.693893    6.622008    5.121293    2.451914    4.891517   \n",
        "min    -21.665654   -5.773192  -43.557242  -41.044261  -13.434066  -24.588262   \n",
-       "25%     -1.559190   -1.431466   -2.835885   -0.147139   -2.345829   -4.445615   \n",
-       "50%     -0.355709   -0.594254   -0.568848    0.146018   -0.661503   -0.718549   \n",
-       "75%      0.448566    0.147038    0.296190    0.759335    0.224591   -0.030622   \n",
-       "max      9.880564    6.474115    3.791907   19.587773    2.690959    3.245086   \n",
+       "25%     -1.667035   -1.477544   -2.835885   -0.168935   -2.345829   -4.445615   \n",
+       "50%     -0.369227   -0.596589   -0.501864    0.169642   -0.696902   -0.875521   \n",
+       "75%      0.624459    0.139244    0.306788    0.833392    0.011527   -0.051012   \n",
+       "max      9.880564    6.474115    3.791907   19.587773    4.866316    6.367661   \n",
        "\n",
        "              V11         V12         V13         V14         V15         V16  \\\n",
        "count  296.000000  296.000000  296.000000  296.000000  296.000000  296.000000   \n",
-       "mean     1.921330   -3.055022   -0.058815   -3.362305   -0.057163   -1.983480   \n",
-       "std      2.741364    4.715112    0.996157    4.660005    1.015019    3.488374   \n",
-       "min     -1.937109  -18.683715   -3.076318  -17.620634   -2.992430  -14.129855   \n",
-       "25%     -0.072236   -5.340188   -0.752422   -6.363108   -0.694497   -3.304713   \n",
-       "50%      1.218066   -0.649834    0.012057   -0.869158    0.006640   -0.575661   \n",
-       "75%      3.542336    0.288974    0.575899    0.074100    0.565682    0.346687   \n",
-       "max     11.152491    1.879038    3.685570    2.704376    2.471358    2.594266   \n",
+       "mean     1.914227   -3.106154   -0.084562   -3.347887   -0.077981   -1.984526   \n",
+       "std      2.754439    4.681722    0.986937    4.683458    1.051296    3.484989   \n",
+       "min     -2.383066  -18.683715   -3.076318  -17.620634   -3.092108  -14.129855   \n",
+       "25%     -0.144802   -5.340188   -0.815218   -6.363108   -0.729637   -3.303237   \n",
+       "50%      1.267304   -0.938658   -0.060414   -1.059352   -0.012904   -0.547678   \n",
+       "75%      3.542336    0.234752    0.609629    0.173916    0.685300    0.351119   \n",
+       "max     11.152491    1.725185    2.897044    2.654275    2.471358    2.696475   \n",
        "\n",
        "              V17         V18         V19         V20         V21         V22  \\\n",
        "count  296.000000  296.000000  296.000000  296.000000  296.000000  296.000000   \n",
-       "mean    -3.185857   -1.053673    0.359781    0.252860    0.121940    0.089200   \n",
-       "std      5.804268    2.309940    1.265303    1.199174    2.917828    1.217111   \n",
-       "min    -22.541652   -9.090892   -3.681904   -3.493050  -22.797604   -8.887017   \n",
-       "25%     -5.358990   -1.719376   -0.397503   -0.188506   -0.166957   -0.491502   \n",
-       "50%     -0.423941   -0.203209    0.241634    0.030365    0.085900    0.015825   \n",
-       "75%      0.274371    0.316774    1.010884    0.363387    0.577355    0.571807   \n",
+       "mean    -3.161909   -1.109686    0.264590    0.289212    0.065582    0.134902   \n",
+       "std      5.826410    2.293910    1.298310    1.235841    2.862463    1.216935   \n",
+       "min    -22.541652   -9.090892   -3.681904   -5.225849  -22.797604   -8.887017   \n",
+       "25%     -5.358990   -1.747789   -0.563676   -0.165023   -0.178103   -0.483530   \n",
+       "50%     -0.527389   -0.318904    0.169827    0.056998    0.130060    0.081904   \n",
+       "75%      0.309636    0.237358    0.948371    0.461180    0.568611    0.617588   \n",
        "max      6.443649    2.591846    4.851255   11.059004   27.202839    8.361985   \n",
        "\n",
        "              V23         V24         V25         V26         V27         V28  \\\n",
        "count  296.000000  296.000000  296.000000  296.000000  296.000000  296.000000   \n",
-       "mean     0.067653   -0.060339    0.005171    0.015917    0.013339    0.039887   \n",
-       "std      0.871280    0.553352    0.632284    0.463252    1.192693    0.424138   \n",
-       "min     -5.988806   -1.690377   -2.079928   -1.104535   -7.263482   -1.429517   \n",
-       "25%     -0.202399   -0.407468   -0.330734   -0.315317   -0.054283   -0.047520   \n",
-       "50%     -0.034589    0.007165    0.059396   -0.011840    0.061374    0.033726   \n",
-       "75%      0.207959    0.381890    0.356160    0.354294    0.391969    0.175744   \n",
-       "max      5.466230    1.099509    2.156042    1.207731    2.706566    1.779364   \n",
+       "mean     0.056521   -0.077336    0.001963    0.040364    0.020281    0.058781   \n",
+       "std      0.877975    0.555090    0.650752    0.481822    1.224166    0.460841   \n",
+       "min     -5.988806   -1.742803   -2.079928   -1.170476   -7.263482   -1.931920   \n",
+       "25%     -0.212828   -0.405811   -0.324214   -0.270853   -0.056831   -0.042639   \n",
+       "50%     -0.035614   -0.010232    0.068890    0.031911    0.073702    0.046030   \n",
+       "75%      0.200328    0.317653    0.386804    0.355382    0.395412    0.192766   \n",
+       "max      5.466230    1.077407    2.156042    1.458828    2.706566    3.042406   \n",
        "\n",
        "           Amount       Class  \n",
        "count  296.000000  296.000000  \n",
-       "mean     0.005012    0.496622  \n",
-       "std      0.808447    0.500835  \n",
+       "mean     0.046845    0.496622  \n",
+       "std      0.892432    0.500835  \n",
        "min     -0.353229    0.000000  \n",
-       "25%     -0.348692    0.000000  \n",
-       "50%     -0.303633    0.000000  \n",
-       "75%      0.022531    1.000000  \n",
+       "25%     -0.349231    0.000000  \n",
+       "50%     -0.300834    0.000000  \n",
+       "75%      0.028048    1.000000  \n",
        "max      5.663610    1.000000  "
       ]
      },
-     "execution_count": 53,
+     "execution_count": 112,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3233,7 +3291,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 113,
    "metadata": {},
    "outputs": [
     {
@@ -3245,7 +3303,7 @@
        "Name: count, dtype: int64"
       ]
      },
-     "execution_count": 54,
+     "execution_count": 113,
      "metadata": {},
      "output_type": "execute_result"
     }