diff --git a/DV_CP_.ipynb b/DV_CP_.ipynb
new file mode 100644
index 0000000..eab42d9
--- /dev/null
+++ b/DV_CP_.ipynb
@@ -0,0 +1,3806 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "miInUCePy7Ac"
+   },
+   "source": [
+    "# DATA VISUALIZATION COURSE PROJECT 2024-25"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "ItWEgGeczCsZ"
+   },
+   "source": [
+    "###Year: **SY**\n",
+    "###Division: **CSE AI B**\n",
+    "###Batch: **2**\n",
+    "###Group: **8**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "Ap90ES3mzX_Q"
+   },
+   "source": [
+    "###**Members:**\n",
+    "###33  12310543  SHREY RUPNAVAR\n",
+    "###37  12310120  ATHARVA SALITRI\n",
+    "###60  12310237  TANISHQ THUSE\n",
+    "###61  12311279  TRIPTI MIRANI"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "h63OysjRzcqI"
+   },
+   "source": [
+    "**Problem Statement:**\n",
+    "**Parkinson's disease (PD)** is a neurodegenerative disorder that affects millions of people worldwide. Early and accurate diagnosis of Parkinson's disease is crucial for effective management and treatment. Traditional diagnostic methods often rely on clinical evaluations, which can be subjective and may not detect early-stage PD.\n",
+    "\n",
+    "**Machine learning (ML)** offers a potential solution by analyzing patterns in vocal measurements to distinguish between healthy individuals and those with Parkinson's disease. The Oxford Parkinson's Disease Detection Dataset provides a range of vocal features that can be used to train various ML algorithms for this purpose.\n",
+    "\n",
+    "**Dataset:** https://archive.ics.uci.edu/dataset/174/parkinsons"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "RFQ1-MFUzhyQ"
+   },
+   "source": [
+    "###**Attribute Information:**\n",
+    "\n",
+    "###**Matrix column entries (attributes):**\n",
+    "\n",
+    "**name** - ASCII subject name and recording number\n",
+    "\n",
+    "**MDVP:Fo(Hz)** - Average vocal fundamental frequency\n",
+    "\n",
+    "**MDVP:Fhi(Hz)** - Maximum vocal fundamental frequency\n",
+    "\n",
+    "**MDVP:Flo(Hz)** - Minimum vocal fundamental frequency\n",
+    "\n",
+    "**MDVP:Jitter(%), MDVP:Jitter(Abs), MDVP:RAP, MDVP:PPQ, Jitter:DDP** - Several measures of variation in fundamental frequency\n",
+    "\n",
+    "**MDVP:Shimmer,MDVP:Shimmer(dB),Shimmer:APQ3,Shimmer:APQ5,MDVP:APQ,Shimmer:DDA** - Several measures of variation in amplitude\n",
+    "\n",
+    "**NHR, HNR** - Two measures of the ratio of noise to tonal components in the voice\n",
+    "\n",
+    "**status** - The health status of the subject (one) - Parkinson's, (zero) - healthy\n",
+    "\n",
+    "**RPDE, D2** - Two nonlinear dynamical complexity measures\n",
+    "\n",
+    "**DFA** - Signal fractal scaling exponent\n",
+    "\n",
+    "**spread1,spread2,PPE** - Three nonlinear measures of fundamental frequency variation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "id": "Y-yAv8oM0JrW"
+   },
+   "outputs": [],
+   "source": [
+    "#Import necessary libraries\n",
+    "\n",
+    "import os, sys\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "%matplotlib inline\n",
+    "import seaborn as sns\n",
+    "sns.set(style=\"whitegrid\")\n",
+    "import warnings\n",
+    "warnings.filterwarnings(\"ignore\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "4wB4wbTd3_ST",
+    "outputId": "f2075aca-078a-4c1c-9435-cdd2d2c339cd"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: plotly in /usr/local/lib/python3.10/dist-packages (5.24.1)\n",
+      "Requirement already satisfied: tenacity>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from plotly) (9.0.0)\n",
+      "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from plotly) (24.1)\n"
+     ]
+    }
+   ],
+   "source": [
+    "!pip install plotly"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "id": "jkM0M50Q4Ktx"
+   },
+   "outputs": [],
+   "source": [
+    "from plotly.offline import iplot\n",
+    "import plotly as py"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "id": "lGXSl69c43Wc"
+   },
+   "outputs": [],
+   "source": [
+    "pd.set_option('display.max_rows', 200)\n",
+    "pd.set_option('display.max_columns', 25)\n",
+    "pd.set_option('display.width', 400)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "id": "ynroPzhi5THg"
+   },
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('parkinsons.data')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "GDXu-9xJ5u_G",
+    "outputId": "45a8fccb-211e-4435-ddc9-0693e922d915"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "               name  MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  MDVP:Shimmer(dB)  Shimmer:APQ3  Shimmer:APQ5  MDVP:APQ  Shimmer:DDA      NHR     HNR  status      RPDE       DFA   spread1   spread2        D2       PPE\n",
+      "0    phon_R01_S01_1      119.992       157.302        74.997         0.00784          0.000070   0.00370   0.00554     0.01109       0.04374             0.426       0.02182       0.03130   0.02971      0.06545  0.02211  21.033       1  0.414783  0.815285 -4.813031  0.266482  2.301442  0.284654\n",
+      "1    phon_R01_S01_2      122.400       148.650       113.819         0.00968          0.000080   0.00465   0.00696     0.01394       0.06134             0.626       0.03134       0.04518   0.04368      0.09403  0.01929  19.085       1  0.458359  0.819521 -4.075192  0.335590  2.486855  0.368674\n",
+      "2    phon_R01_S01_3      116.682       131.111       111.555         0.01050          0.000090   0.00544   0.00781     0.01633       0.05233             0.482       0.02757       0.03858   0.03590      0.08270  0.01309  20.651       1  0.429895  0.825288 -4.443179  0.311173  2.342259  0.332634\n",
+      "3    phon_R01_S01_4      116.676       137.871       111.366         0.00997          0.000090   0.00502   0.00698     0.01505       0.05492             0.517       0.02924       0.04005   0.03772      0.08771  0.01353  20.644       1  0.434969  0.819235 -4.117501  0.334147  2.405554  0.368975\n",
+      "4    phon_R01_S01_5      116.014       141.781       110.655         0.01284          0.000110   0.00655   0.00908     0.01966       0.06425             0.584       0.03490       0.04825   0.04465      0.10470  0.01767  19.649       1  0.417356  0.823484 -3.747787  0.234513  2.332180  0.410335\n",
+      "5    phon_R01_S01_6      120.552       131.162       113.787         0.00968          0.000080   0.00463   0.00750     0.01388       0.04701             0.456       0.02328       0.03526   0.03243      0.06985  0.01222  21.378       1  0.415564  0.825069 -4.242867  0.299111  2.187560  0.357775\n",
+      "6    phon_R01_S02_1      120.267       137.244       114.820         0.00333          0.000030   0.00155   0.00202     0.00466       0.01608             0.140       0.00779       0.00937   0.01351      0.02337  0.00607  24.886       1  0.596040  0.764112 -5.634322  0.257682  1.854785  0.211756\n",
+      "7    phon_R01_S02_2      107.332       113.840       104.315         0.00290          0.000030   0.00144   0.00182     0.00431       0.01567             0.134       0.00829       0.00946   0.01256      0.02487  0.00344  26.892       1  0.637420  0.763262 -6.167603  0.183721  2.064693  0.163755\n",
+      "8    phon_R01_S02_3       95.730       132.068        91.754         0.00551          0.000060   0.00293   0.00332     0.00880       0.02093             0.191       0.01073       0.01277   0.01717      0.03218  0.01070  21.812       1  0.615551  0.773587 -5.498678  0.327769  2.322511  0.231571\n",
+      "9    phon_R01_S02_4       95.056       120.103        91.226         0.00532          0.000060   0.00268   0.00332     0.00803       0.02838             0.255       0.01441       0.01725   0.02444      0.04324  0.01022  21.862       1  0.547037  0.798463 -5.011879  0.325996  2.432792  0.271362\n",
+      "10   phon_R01_S02_5       88.333       112.240        84.072         0.00505          0.000060   0.00254   0.00330     0.00763       0.02143             0.197       0.01079       0.01342   0.01892      0.03237  0.01166  21.118       1  0.611137  0.776156 -5.249770  0.391002  2.407313  0.249740\n",
+      "11   phon_R01_S02_6       91.904       115.871        86.292         0.00540          0.000060   0.00281   0.00336     0.00844       0.02752             0.249       0.01424       0.01641   0.02214      0.04272  0.01141  21.414       1  0.583390  0.792520 -4.960234  0.363566  2.642476  0.275931\n",
+      "12   phon_R01_S04_1      136.926       159.866       131.276         0.00293          0.000020   0.00118   0.00153     0.00355       0.01259             0.112       0.00656       0.00717   0.01140      0.01968  0.00581  25.703       1  0.460600  0.646846 -6.547148  0.152813  2.041277  0.138512\n",
+      "13   phon_R01_S04_2      139.173       179.139        76.556         0.00390          0.000030   0.00165   0.00208     0.00496       0.01642             0.154       0.00728       0.00932   0.01797      0.02184  0.01041  24.889       1  0.430166  0.665833 -5.660217  0.254989  2.519422  0.199889\n",
+      "14   phon_R01_S04_3      152.845       163.305        75.836         0.00294          0.000020   0.00121   0.00149     0.00364       0.01828             0.158       0.01064       0.00972   0.01246      0.03191  0.00609  24.922       1  0.474791  0.654027 -6.105098  0.203653  2.125618  0.170100\n",
+      "15   phon_R01_S04_4      142.167       217.455        83.159         0.00369          0.000030   0.00157   0.00203     0.00471       0.01503             0.126       0.00772       0.00888   0.01359      0.02316  0.00839  25.175       1  0.565924  0.658245 -5.340115  0.210185  2.205546  0.234589\n",
+      "16   phon_R01_S04_5      144.188       349.259        82.764         0.00544          0.000040   0.00211   0.00292     0.00632       0.02047             0.192       0.00969       0.01200   0.02074      0.02908  0.01859  22.333       1  0.567380  0.644692 -5.440040  0.239764  2.264501  0.218164\n",
+      "17   phon_R01_S04_6      168.778       232.181        75.603         0.00718          0.000040   0.00284   0.00387     0.00853       0.03327             0.348       0.01441       0.01893   0.03430      0.04322  0.02919  20.376       1  0.631099  0.605417 -2.931070  0.434326  3.007463  0.430788\n",
+      "18   phon_R01_S05_1      153.046       175.829        68.623         0.00742          0.000050   0.00364   0.00432     0.01092       0.05517             0.542       0.02471       0.03572   0.05767      0.07413  0.03160  17.280       1  0.665318  0.719467 -3.949079  0.357870  3.109010  0.377429\n",
+      "19   phon_R01_S05_2      156.405       189.398       142.822         0.00768          0.000050   0.00372   0.00399     0.01116       0.03995             0.348       0.01721       0.02374   0.04310      0.05164  0.03365  17.153       1  0.649554  0.686080 -4.554466  0.340176  2.856676  0.322111\n",
+      "20   phon_R01_S05_3      153.848       165.738        65.782         0.00840          0.000050   0.00428   0.00450     0.01285       0.03810             0.328       0.01667       0.02383   0.04055      0.05000  0.03871  17.536       1  0.660125  0.704087 -4.095442  0.262564  2.739710  0.365391\n",
+      "21   phon_R01_S05_4      153.880       172.860        78.128         0.00480          0.000030   0.00232   0.00267     0.00696       0.04137             0.370       0.02021       0.02591   0.04525      0.06062  0.01849  19.493       1  0.629017  0.698951 -5.186960  0.237622  2.557536  0.259765\n",
+      "22   phon_R01_S05_5      167.930       193.221        79.068         0.00442          0.000030   0.00220   0.00247     0.00661       0.04351             0.377       0.02228       0.02540   0.04246      0.06685  0.01280  22.468       1  0.619060  0.679834 -4.330956  0.262384  2.916777  0.285695\n",
+      "23   phon_R01_S05_6      173.917       192.735        86.180         0.00476          0.000030   0.00221   0.00258     0.00663       0.04192             0.364       0.02187       0.02470   0.03772      0.06562  0.01840  20.422       1  0.537264  0.686894 -5.248776  0.210279  2.547508  0.253556\n",
+      "24   phon_R01_S06_1      163.656       200.841        76.779         0.00742          0.000050   0.00380   0.00390     0.01140       0.01659             0.164       0.00738       0.00948   0.01497      0.02214  0.01778  23.831       1  0.397937  0.732479 -5.557447  0.220890  2.692176  0.215961\n",
+      "25   phon_R01_S06_2      104.400       206.002        77.968         0.00633          0.000060   0.00316   0.00375     0.00948       0.03767             0.381       0.01732       0.02245   0.03780      0.05197  0.02887  22.066       1  0.522746  0.737948 -5.571843  0.236853  2.846369  0.219514\n",
+      "26   phon_R01_S06_3      171.041       208.313        75.501         0.00455          0.000030   0.00250   0.00234     0.00750       0.01966             0.186       0.00889       0.01169   0.01872      0.02666  0.01095  25.908       1  0.418622  0.720916 -6.183590  0.226278  2.589702  0.147403\n",
+      "27   phon_R01_S06_4      146.845       208.701        81.737         0.00496          0.000030   0.00250   0.00275     0.00749       0.01919             0.198       0.00883       0.01144   0.01826      0.02650  0.01328  25.119       1  0.358773  0.726652 -6.271690  0.196102  2.314209  0.162999\n",
+      "28   phon_R01_S06_5      155.358       227.383        80.055         0.00310          0.000020   0.00159   0.00176     0.00476       0.01718             0.161       0.00769       0.01012   0.01661      0.02307  0.00677  25.970       1  0.470478  0.676258 -7.120925  0.279789  2.241742  0.108514\n",
+      "29   phon_R01_S06_6      162.568       198.346        77.630         0.00502          0.000030   0.00280   0.00253     0.00841       0.01791             0.168       0.00793       0.01057   0.01799      0.02380  0.01170  25.678       1  0.427785  0.723797 -6.635729  0.209866  1.957961  0.135242\n",
+      "30   phon_R01_S07_1      197.076       206.896       192.055         0.00289          0.000010   0.00166   0.00168     0.00498       0.01098             0.097       0.00563       0.00680   0.00802      0.01689  0.00339  26.775       0  0.422229  0.741367 -7.348300  0.177551  1.743867  0.085569\n",
+      "31   phon_R01_S07_2      199.228       209.512       192.091         0.00241          0.000010   0.00134   0.00138     0.00402       0.01015             0.089       0.00504       0.00641   0.00762      0.01513  0.00167  30.940       0  0.432439  0.742055 -7.682587  0.173319  2.103106  0.068501\n",
+      "32   phon_R01_S07_3      198.383       215.203       193.104         0.00212          0.000010   0.00113   0.00135     0.00339       0.01263             0.111       0.00640       0.00825   0.00951      0.01919  0.00119  30.775       0  0.465946  0.738703 -7.067931  0.175181  1.512275  0.096320\n",
+      "33   phon_R01_S07_4      202.266       211.604       197.079         0.00180          0.000009   0.00093   0.00107     0.00278       0.00954             0.085       0.00469       0.00606   0.00719      0.01407  0.00072  32.684       0  0.368535  0.742133 -7.695734  0.178540  1.544609  0.056141\n",
+      "34   phon_R01_S07_5      203.184       211.526       196.160         0.00178          0.000009   0.00094   0.00106     0.00283       0.00958             0.085       0.00468       0.00610   0.00726      0.01403  0.00065  33.047       0  0.340068  0.741899 -7.964984  0.163519  1.423287  0.044539\n",
+      "35   phon_R01_S07_6      201.464       210.565       195.708         0.00198          0.000010   0.00105   0.00115     0.00314       0.01194             0.107       0.00586       0.00760   0.00957      0.01758  0.00135  31.732       0  0.344252  0.742737 -7.777685  0.170183  2.447064  0.057610\n",
+      "36   phon_R01_S08_1      177.876       192.921       168.013         0.00411          0.000020   0.00233   0.00241     0.00700       0.02126             0.189       0.01154       0.01347   0.01612      0.03463  0.00586  23.216       1  0.360148  0.778834 -6.149653  0.218037  2.477082  0.165827\n",
+      "37   phon_R01_S08_2      176.170       185.604       163.564         0.00369          0.000020   0.00205   0.00218     0.00616       0.01851             0.168       0.00938       0.01160   0.01491      0.02814  0.00340  24.951       1  0.341435  0.783626 -6.006414  0.196371  2.536527  0.173218\n",
+      "38   phon_R01_S08_3      180.198       201.249       175.456         0.00284          0.000020   0.00153   0.00166     0.00459       0.01444             0.131       0.00726       0.00885   0.01190      0.02177  0.00231  26.738       1  0.403884  0.766209 -6.452058  0.212294  2.269398  0.141929\n",
+      "39   phon_R01_S08_4      187.733       202.324       173.015         0.00316          0.000020   0.00168   0.00182     0.00504       0.01663             0.151       0.00829       0.01003   0.01366      0.02488  0.00265  26.310       1  0.396793  0.758324 -6.006647  0.266892  2.382544  0.160691\n",
+      "40   phon_R01_S08_5      186.163       197.724       177.584         0.00298          0.000020   0.00165   0.00175     0.00496       0.01495             0.135       0.00774       0.00941   0.01233      0.02321  0.00231  26.822       1  0.326480  0.765623 -6.647379  0.201095  2.374073  0.130554\n",
+      "41   phon_R01_S08_6      184.055       196.537       166.977         0.00258          0.000010   0.00134   0.00147     0.00403       0.01463             0.132       0.00742       0.00901   0.01234      0.02226  0.00257  26.453       1  0.306443  0.759203 -7.044105  0.063412  2.361532  0.115730\n",
+      "42   phon_R01_S10_1      237.226       247.326       225.227         0.00298          0.000010   0.00169   0.00182     0.00507       0.01752             0.164       0.01035       0.01024   0.01133      0.03104  0.00740  22.736       0  0.305062  0.654172 -7.310550  0.098648  2.416838  0.095032\n",
+      "43   phon_R01_S10_2      241.404       248.834       232.483         0.00281          0.000010   0.00157   0.00173     0.00470       0.01760             0.154       0.01006       0.01038   0.01251      0.03017  0.00675  23.145       0  0.457702  0.634267 -6.793547  0.158266  2.256699  0.117399\n",
+      "44   phon_R01_S10_3      243.439       250.912       232.435         0.00210          0.000009   0.00109   0.00137     0.00327       0.01419             0.126       0.00777       0.00898   0.01033      0.02330  0.00454  25.368       0  0.438296  0.635285 -7.057869  0.091608  2.330716  0.091470\n",
+      "45   phon_R01_S10_4      242.852       255.034       227.911         0.00225          0.000009   0.00117   0.00139     0.00350       0.01494             0.134       0.00847       0.00879   0.01014      0.02542  0.00476  25.032       0  0.431285  0.638928 -6.995820  0.102083  2.365800  0.102706\n",
+      "46   phon_R01_S10_5      245.510       262.090       231.848         0.00235          0.000010   0.00127   0.00148     0.00380       0.01608             0.141       0.00906       0.00977   0.01149      0.02719  0.00476  24.602       0  0.467489  0.631653 -7.156076  0.127642  2.392122  0.097336\n",
+      "47   phon_R01_S10_6      252.455       261.487       182.786         0.00185          0.000007   0.00092   0.00113     0.00276       0.01152             0.103       0.00614       0.00730   0.00860      0.01841  0.00432  26.805       0  0.610367  0.635204 -7.319510  0.200873  2.028612  0.086398\n",
+      "48   phon_R01_S13_1      122.188       128.611       115.765         0.00524          0.000040   0.00169   0.00203     0.00507       0.01613             0.143       0.00855       0.00776   0.01433      0.02566  0.00839  23.162       0  0.579597  0.733659 -6.439398  0.266392  2.079922  0.133867\n",
+      "49   phon_R01_S13_2      122.964       130.049       114.676         0.00428          0.000030   0.00124   0.00155     0.00373       0.01681             0.154       0.00930       0.00802   0.01400      0.02789  0.00462  24.971       0  0.538688  0.754073 -6.482096  0.264967  2.054419  0.128872\n",
+      "50   phon_R01_S13_3      124.445       135.069       117.495         0.00431          0.000030   0.00141   0.00167     0.00422       0.02184             0.197       0.01241       0.01024   0.01685      0.03724  0.00479  25.135       0  0.553134  0.775933 -6.650471  0.254498  1.840198  0.103561\n",
+      "51   phon_R01_S13_4      126.344       134.231       112.773         0.00448          0.000040   0.00131   0.00169     0.00393       0.02033             0.185       0.01143       0.00959   0.01614      0.03429  0.00474  25.030       0  0.507504  0.760361 -6.689151  0.291954  2.431854  0.105993\n",
+      "52   phon_R01_S13_5      128.001       138.052       122.080         0.00436          0.000030   0.00137   0.00166     0.00411       0.02297             0.210       0.01323       0.01072   0.01677      0.03969  0.00481  24.692       0  0.459766  0.766204 -7.072419  0.220434  1.972297  0.119308\n",
+      "53   phon_R01_S13_6      129.336       139.867       118.604         0.00490          0.000040   0.00165   0.00183     0.00495       0.02498             0.228       0.01396       0.01219   0.01947      0.04188  0.00484  25.429       0  0.420383  0.785714 -6.836811  0.269866  2.223719  0.147491\n",
+      "54   phon_R01_S16_1      108.807       134.656       102.874         0.00761          0.000070   0.00349   0.00486     0.01046       0.02719             0.255       0.01483       0.01609   0.02067      0.04450  0.01036  21.028       1  0.536009  0.819032 -4.649573  0.205558  1.986899  0.316700\n",
+      "55   phon_R01_S16_2      109.860       126.358       104.437         0.00874          0.000080   0.00398   0.00539     0.01193       0.03209             0.307       0.01789       0.01992   0.02454      0.05368  0.01180  20.767       1  0.558586  0.811843 -4.333543  0.221727  2.014606  0.344834\n",
+      "56   phon_R01_S16_3      110.417       131.067       103.370         0.00784          0.000070   0.00352   0.00514     0.01056       0.03715             0.334       0.02032       0.02302   0.02802      0.06097  0.00969  21.422       1  0.541781  0.821364 -4.438453  0.238298  1.922940  0.335041\n",
+      "57   phon_R01_S16_4      117.274       129.916       110.402         0.00752          0.000060   0.00299   0.00469     0.00898       0.02293             0.221       0.01189       0.01459   0.01948      0.03568  0.00681  22.817       1  0.530529  0.817756 -4.608260  0.290024  2.021591  0.314464\n",
+      "58   phon_R01_S16_5      116.879       131.897       108.153         0.00788          0.000070   0.00334   0.00493     0.01003       0.02645             0.265       0.01394       0.01625   0.02137      0.04183  0.00786  22.603       1  0.540049  0.813432 -4.476755  0.262633  1.827012  0.326197\n",
+      "59   phon_R01_S16_6      114.847       271.314       104.680         0.00867          0.000080   0.00373   0.00520     0.01120       0.03225             0.350       0.01805       0.01974   0.02519      0.05414  0.01143  21.660       1  0.547975  0.817396 -4.609161  0.221711  1.831691  0.316395\n",
+      "60   phon_R01_S17_1      209.144       237.494       109.379         0.00282          0.000010   0.00147   0.00152     0.00442       0.01861             0.170       0.00975       0.01258   0.01382      0.02925  0.00871  25.554       0  0.341788  0.678874 -7.040508  0.066994  2.460791  0.101516\n",
+      "61   phon_R01_S17_2      223.365       238.987        98.664         0.00264          0.000010   0.00154   0.00151     0.00461       0.01906             0.165       0.01013       0.01296   0.01340      0.03039  0.00301  26.138       0  0.447979  0.686264 -7.293801  0.086372  2.321560  0.098555\n",
+      "62   phon_R01_S17_3      222.236       231.345       205.495         0.00266          0.000010   0.00152   0.00144     0.00457       0.01643             0.145       0.00867       0.01108   0.01200      0.02602  0.00340  25.856       0  0.364867  0.694399 -6.966321  0.095882  2.278687  0.103224\n",
+      "63   phon_R01_S17_4      228.832       234.619       223.634         0.00296          0.000010   0.00175   0.00155     0.00526       0.01644             0.145       0.00882       0.01075   0.01179      0.02647  0.00351  25.964       0  0.256570  0.683296 -7.245620  0.018689  2.498224  0.093534\n",
+      "64   phon_R01_S17_5      229.401       252.221       221.156         0.00205          0.000009   0.00114   0.00113     0.00342       0.01457             0.129       0.00769       0.00957   0.01016      0.02308  0.00300  26.415       0  0.276850  0.673636 -7.496264  0.056844  2.003032  0.073581\n",
+      "65   phon_R01_S17_6      228.969       239.541       113.201         0.00238          0.000010   0.00136   0.00140     0.00408       0.01745             0.154       0.00942       0.01160   0.01234      0.02827  0.00420  24.547       0  0.305429  0.681811 -7.314237  0.006274  2.118596  0.091546\n",
+      "66   phon_R01_S18_1      140.341       159.774        67.021         0.00817          0.000060   0.00430   0.00440     0.01289       0.03198             0.313       0.01830       0.01810   0.02428      0.05490  0.02183  19.560       1  0.460139  0.720908 -5.409423  0.226850  2.359973  0.226156\n",
+      "67   phon_R01_S18_2      136.969       166.607        66.004         0.00923          0.000070   0.00507   0.00463     0.01520       0.03111             0.308       0.01638       0.01759   0.02603      0.04914  0.02659  19.979       1  0.498133  0.729067 -5.324574  0.205660  2.291558  0.226247\n",
+      "68   phon_R01_S18_3      143.533       162.215        65.809         0.01101          0.000080   0.00647   0.00467     0.01941       0.05384             0.478       0.03152       0.02422   0.03392      0.09455  0.04882  20.338       1  0.513237  0.731444 -5.869750  0.151814  2.118496  0.185580\n",
+      "69   phon_R01_S18_4      148.090       162.824        67.343         0.00762          0.000050   0.00467   0.00354     0.01400       0.05428             0.497       0.03357       0.02494   0.03635      0.10070  0.02431  21.718       1  0.487407  0.727313 -6.261141  0.120956  2.137075  0.141958\n",
+      "70   phon_R01_S18_5      142.729       162.408        65.476         0.00831          0.000060   0.00469   0.00419     0.01407       0.03485             0.365       0.01868       0.01906   0.02949      0.05605  0.02599  20.264       1  0.489345  0.730387 -5.720868  0.158830  2.277927  0.180828\n",
+      "71   phon_R01_S18_6      136.358       176.595        65.750         0.00971          0.000070   0.00534   0.00478     0.01601       0.04978             0.483       0.02749       0.02466   0.03736      0.08247  0.03361  18.570       1  0.543299  0.733232 -5.207985  0.224852  2.642276  0.242981\n",
+      "72   phon_R01_S19_1      120.080       139.710       111.208         0.00405          0.000030   0.00180   0.00220     0.00540       0.01706             0.152       0.00974       0.00925   0.01345      0.02921  0.00442  25.742       1  0.495954  0.762959 -5.791820  0.329066  2.205024  0.188180\n",
+      "73   phon_R01_S19_2      112.014       588.518       107.024         0.00533          0.000050   0.00268   0.00329     0.00805       0.02448             0.226       0.01373       0.01375   0.01956      0.04120  0.00623  24.178       1  0.509127  0.789532 -5.389129  0.306636  1.928708  0.225461\n",
+      "74   phon_R01_S19_3      110.793       128.101       107.316         0.00494          0.000040   0.00260   0.00283     0.00780       0.02442             0.216       0.01432       0.01325   0.01831      0.04295  0.00479  25.438       1  0.437031  0.815908 -5.313360  0.201861  2.225815  0.244512\n",
+      "75   phon_R01_S19_4      110.707       122.611       105.007         0.00516          0.000050   0.00277   0.00289     0.00831       0.02215             0.206       0.01284       0.01219   0.01715      0.03851  0.00472  25.197       1  0.463514  0.807217 -5.477592  0.315074  1.862092  0.228624\n",
+      "76   phon_R01_S19_5      112.876       148.826       106.981         0.00500          0.000040   0.00270   0.00289     0.00810       0.03999             0.350       0.02413       0.02231   0.02704      0.07238  0.00905  23.370       1  0.489538  0.789977 -5.775966  0.341169  2.007923  0.193918\n",
+      "77   phon_R01_S19_6      110.568       125.394       106.821         0.00462          0.000040   0.00226   0.00280     0.00677       0.02199             0.197       0.01284       0.01199   0.01636      0.03852  0.00420  25.820       1  0.429484  0.816340 -5.391029  0.250572  1.777901  0.232744\n",
+      "78   phon_R01_S20_1       95.385       102.145        90.264         0.00608          0.000060   0.00331   0.00332     0.00994       0.03202             0.263       0.01803       0.01886   0.02455      0.05408  0.01062  21.875       1  0.644954  0.779612 -5.115212  0.249494  2.017753  0.260015\n",
+      "79   phon_R01_S20_2      100.770       115.697        85.545         0.01038          0.000100   0.00622   0.00576     0.01865       0.03121             0.361       0.01773       0.01783   0.02139      0.05320  0.02220  19.200       1  0.594387  0.790117 -4.913885  0.265699  2.398422  0.277948\n",
+      "80   phon_R01_S20_3       96.106       108.664        84.510         0.00694          0.000070   0.00389   0.00415     0.01168       0.04024             0.364       0.02266       0.02451   0.02876      0.06799  0.01823  19.055       1  0.544805  0.770466 -4.441519  0.155097  2.645959  0.327978\n",
+      "81   phon_R01_S20_4       95.605       107.715        87.549         0.00702          0.000070   0.00428   0.00371     0.01283       0.03156             0.296       0.01792       0.01841   0.02190      0.05377  0.01825  19.659       1  0.576084  0.778747 -5.132032  0.210458  2.232576  0.260633\n",
+      "82   phon_R01_S20_5      100.960       110.019        95.628         0.00606          0.000060   0.00351   0.00348     0.01053       0.02427             0.216       0.01371       0.01421   0.01751      0.04114  0.01237  20.536       1  0.554610  0.787896 -5.022288  0.146948  2.428306  0.264666\n",
+      "83   phon_R01_S20_6       98.804       102.305        87.804         0.00432          0.000040   0.00247   0.00258     0.00742       0.02223             0.202       0.01277       0.01343   0.01552      0.03831  0.00882  22.244       1  0.576644  0.772416 -6.025367  0.078202  2.053601  0.177275\n",
+      "84   phon_R01_S21_1      176.858       205.560        75.344         0.00747          0.000040   0.00418   0.00420     0.01254       0.04795             0.435       0.02679       0.03022   0.03510      0.08037  0.05470  13.893       1  0.556494  0.729586 -5.288912  0.343073  3.099301  0.242119\n",
+      "85   phon_R01_S21_2      180.978       200.125       155.495         0.00406          0.000020   0.00220   0.00244     0.00659       0.03852             0.331       0.02107       0.02493   0.02877      0.06321  0.02782  16.176       1  0.583574  0.727747 -5.657899  0.315903  3.098256  0.200423\n",
+      "86   phon_R01_S21_3      178.222       202.450       141.047         0.00321          0.000020   0.00163   0.00194     0.00488       0.03759             0.327       0.02073       0.02415   0.02784      0.06219  0.03151  15.924       1  0.598714  0.712199 -6.366916  0.335753  2.654271  0.144614\n",
+      "87   phon_R01_S21_4      176.281       227.381       125.610         0.00520          0.000030   0.00287   0.00312     0.00862       0.06511             0.580       0.03671       0.04159   0.04683      0.11012  0.04824  13.922       1  0.602874  0.740837 -5.515071  0.299549  3.136550  0.220968\n",
+      "88   phon_R01_S21_5      173.898       211.350        74.677         0.00448          0.000030   0.00237   0.00254     0.00710       0.06727             0.650       0.03788       0.04254   0.04802      0.11363  0.04214  14.739       1  0.599371  0.743937 -5.783272  0.299793  3.007096  0.194052\n",
+      "89   phon_R01_S21_6      179.711       225.930       144.878         0.00709          0.000040   0.00391   0.00419     0.01172       0.04313             0.442       0.02297       0.02768   0.03455      0.06892  0.07223  11.866       1  0.590951  0.745526 -4.379411  0.375531  3.671155  0.332086\n",
+      "90   phon_R01_S21_7      166.605       206.008        78.032         0.00742          0.000040   0.00387   0.00453     0.01161       0.06640             0.634       0.03650       0.04282   0.05114      0.10949  0.08725  11.744       1  0.653410  0.733165 -4.508984  0.389232  3.317586  0.301952\n",
+      "91   phon_R01_S22_1      151.955       163.335       147.226         0.00419          0.000030   0.00224   0.00227     0.00672       0.07959             0.772       0.04421       0.04962   0.05690      0.13262  0.01658  19.664       1  0.501037  0.714360 -6.411497  0.207156  2.344876  0.134120\n",
+      "92   phon_R01_S22_2      148.272       164.989       142.299         0.00459          0.000030   0.00250   0.00256     0.00750       0.04190             0.383       0.02383       0.02521   0.03051      0.07150  0.01914  18.780       1  0.454444  0.734504 -5.952058  0.087840  2.344336  0.186489\n",
+      "93   phon_R01_S22_3      152.125       161.469        76.596         0.00382          0.000030   0.00191   0.00226     0.00574       0.05925             0.637       0.03341       0.03794   0.04398      0.10024  0.01211  20.969       1  0.447456  0.697790 -6.152551  0.173520  2.080121  0.160809\n",
+      "94   phon_R01_S22_4      157.821       172.975        68.401         0.00358          0.000020   0.00196   0.00196     0.00587       0.03716             0.307       0.02062       0.02321   0.02764      0.06185  0.00850  22.219       1  0.502380  0.712170 -6.251425  0.188056  2.143851  0.160812\n",
+      "95   phon_R01_S22_5      157.447       163.267       149.605         0.00369          0.000020   0.00201   0.00197     0.00602       0.03272             0.283       0.01813       0.01909   0.02571      0.05439  0.01018  21.693       1  0.447285  0.705658 -6.247076  0.180528  2.344348  0.164916\n",
+      "96   phon_R01_S22_6      159.116       168.913       144.811         0.00342          0.000020   0.00178   0.00184     0.00535       0.03381             0.307       0.01806       0.02024   0.02809      0.05417  0.00852  22.663       1  0.366329  0.693429 -6.417440  0.194627  2.473239  0.151709\n",
+      "97   phon_R01_S24_1      125.036       143.946       116.187         0.01280          0.000100   0.00743   0.00623     0.02228       0.03886             0.342       0.02135       0.02174   0.03088      0.06406  0.08151  15.338       1  0.629574  0.714485 -4.020042  0.265315  2.671825  0.340623\n",
+      "98   phon_R01_S24_2      125.791       140.557        96.206         0.01378          0.000110   0.00826   0.00655     0.02478       0.04689             0.422       0.02542       0.02630   0.03908      0.07625  0.10323  15.433       1  0.571010  0.690892 -5.159169  0.202146  2.441612  0.260375\n",
+      "99   phon_R01_S24_3      126.512       141.756        99.770         0.01936          0.000150   0.01159   0.00990     0.03476       0.06734             0.659       0.03611       0.03963   0.05783      0.10833  0.16744  12.435       1  0.638545  0.674953 -3.760348  0.242861  2.634633  0.378483\n",
+      "100  phon_R01_S24_4      125.641       141.068       116.346         0.03316          0.000260   0.02144   0.01522     0.06433       0.09178             0.891       0.05358       0.04791   0.06196      0.16074  0.31482   8.867       1  0.671299  0.656846 -3.700544  0.260481  2.991063  0.370961\n",
+      "101  phon_R01_S24_5      128.451       150.449        75.632         0.01551          0.000120   0.00905   0.00909     0.02716       0.06170             0.584       0.03223       0.03672   0.05174      0.09669  0.11843  15.060       1  0.639808  0.643327 -4.202730  0.310163  2.638279  0.356881\n",
+      "102  phon_R01_S24_6      139.224       586.567        66.157         0.03011          0.000220   0.01854   0.01628     0.05563       0.09419             0.930       0.05551       0.05005   0.06023      0.16654  0.25930  10.489       1  0.596362  0.641418 -3.269487  0.270641  2.690917  0.444774\n",
+      "103  phon_R01_S25_1      150.258       154.609        75.349         0.00248          0.000020   0.00105   0.00136     0.00315       0.01131             0.107       0.00522       0.00659   0.01009      0.01567  0.00495  26.759       1  0.296888  0.722356 -6.878393  0.089267  2.004055  0.113942\n",
+      "104  phon_R01_S25_2      154.003       160.267       128.621         0.00183          0.000010   0.00076   0.00100     0.00229       0.01030             0.094       0.00469       0.00582   0.00871      0.01406  0.00243  28.409       1  0.263654  0.691483 -7.111576  0.144780  2.065477  0.093193\n",
+      "105  phon_R01_S25_3      149.689       160.368       133.608         0.00257          0.000020   0.00116   0.00134     0.00349       0.01346             0.126       0.00660       0.00818   0.01059      0.01979  0.00578  27.421       1  0.365488  0.719974 -6.997403  0.210279  1.994387  0.112878\n",
+      "106  phon_R01_S25_4      155.078       163.736       144.148         0.00168          0.000010   0.00068   0.00092     0.00204       0.01064             0.097       0.00522       0.00632   0.00928      0.01567  0.00233  29.746       1  0.334171  0.677930 -6.981201  0.184550  2.129924  0.106802\n",
+      "107  phon_R01_S25_5      151.884       157.765       133.751         0.00258          0.000020   0.00115   0.00122     0.00346       0.01450             0.137       0.00633       0.00788   0.01267      0.01898  0.00659  26.833       1  0.393563  0.700246 -6.600023  0.249172  2.499148  0.105306\n",
+      "108  phon_R01_S25_6      151.989       157.339       132.857         0.00174          0.000010   0.00075   0.00096     0.00225       0.01024             0.093       0.00455       0.00576   0.00993      0.01364  0.00238  29.928       1  0.311369  0.676066 -6.739151  0.160686  2.296873  0.115130\n",
+      "109  phon_R01_S26_1      193.030       208.900        80.297         0.00766          0.000040   0.00450   0.00389     0.01351       0.03044             0.275       0.01771       0.01815   0.02084      0.05312  0.00947  21.934       1  0.497554  0.740539 -5.845099  0.278679  2.608749  0.185668\n",
+      "110  phon_R01_S26_2      200.714       223.982        89.686         0.00621          0.000030   0.00371   0.00337     0.01112       0.02286             0.207       0.01192       0.01439   0.01852      0.03576  0.00704  23.239       1  0.436084  0.727863 -5.258320  0.256454  2.550961  0.232520\n",
+      "111  phon_R01_S26_3      208.519       220.315       199.020         0.00609          0.000030   0.00368   0.00339     0.01105       0.01761             0.155       0.00952       0.01058   0.01307      0.02855  0.00830  22.407       1  0.338097  0.712466 -6.471427  0.184378  2.502336  0.136390\n",
+      "112  phon_R01_S26_4      204.664       221.300       189.621         0.00841          0.000040   0.00502   0.00485     0.01506       0.02378             0.210       0.01277       0.01483   0.01767      0.03831  0.01316  21.305       1  0.498877  0.722085 -4.876336  0.212054  2.376749  0.268144\n",
+      "113  phon_R01_S26_5      210.141       232.706       185.258         0.00534          0.000030   0.00321   0.00280     0.00964       0.01680             0.149       0.00861       0.01017   0.01301      0.02583  0.00620  23.671       1  0.441097  0.722254 -5.963040  0.250283  2.489191  0.177807\n",
+      "114  phon_R01_S26_6      206.327       226.355        92.020         0.00495          0.000020   0.00302   0.00246     0.00905       0.02105             0.209       0.01107       0.01284   0.01604      0.03320  0.01048  21.864       1  0.331508  0.715121 -6.729713  0.181701  2.938114  0.115515\n",
+      "115  phon_R01_S27_1      151.872       492.892        69.085         0.00856          0.000060   0.00404   0.00385     0.01211       0.01843             0.235       0.00796       0.00832   0.01271      0.02389  0.06051  23.693       1  0.407701  0.662668 -4.673241  0.261549  2.702355  0.274407\n",
+      "116  phon_R01_S27_2      158.219       442.557        71.948         0.00476          0.000030   0.00214   0.00207     0.00642       0.01458             0.148       0.00606       0.00747   0.01312      0.01818  0.01554  26.356       1  0.450798  0.653823 -6.051233  0.273280  2.640798  0.170106\n",
+      "117  phon_R01_S27_3      170.756       450.247        79.032         0.00555          0.000030   0.00244   0.00261     0.00731       0.01725             0.175       0.00757       0.00971   0.01652      0.02270  0.01802  25.690       1  0.486738  0.676023 -4.597834  0.372114  2.975889  0.282780\n",
+      "118  phon_R01_S27_4      178.285       442.824        82.063         0.00462          0.000030   0.00157   0.00194     0.00472       0.01279             0.129       0.00617       0.00744   0.01151      0.01851  0.00856  25.020       1  0.470422  0.655239 -4.913137  0.393056  2.816781  0.251972\n",
+      "119  phon_R01_S27_5      217.116       233.481        93.978         0.00404          0.000020   0.00127   0.00128     0.00381       0.01299             0.124       0.00679       0.00631   0.01075      0.02038  0.00681  24.581       1  0.462516  0.582710 -5.517173  0.389295  2.925862  0.220657\n",
+      "120  phon_R01_S27_6      128.940       479.697        88.251         0.00581          0.000050   0.00241   0.00314     0.00723       0.02008             0.221       0.00849       0.01117   0.01734      0.02548  0.02350  24.743       1  0.487756  0.684130 -6.186128  0.279933  2.686240  0.152428\n",
+      "121  phon_R01_S27_7      176.824       215.293        83.961         0.00460          0.000030   0.00209   0.00221     0.00628       0.01169             0.117       0.00534       0.00630   0.01104      0.01603  0.01161  27.166       1  0.400088  0.656182 -4.711007  0.281618  2.655744  0.234809\n",
+      "122  phon_R01_S31_1      138.190       203.522        83.340         0.00704          0.000050   0.00406   0.00398     0.01218       0.04479             0.441       0.02587       0.02567   0.03220      0.07761  0.01968  18.305       1  0.538016  0.741480 -5.418787  0.160267  2.090438  0.229892\n",
+      "123  phon_R01_S31_2      182.018       197.173        79.187         0.00842          0.000050   0.00506   0.00449     0.01517       0.02503             0.231       0.01372       0.01580   0.01931      0.04115  0.01813  18.784       1  0.589956  0.732903 -5.445140  0.142466  2.174306  0.215558\n",
+      "124  phon_R01_S31_3      156.239       195.107        79.820         0.00694          0.000040   0.00403   0.00395     0.01209       0.02343             0.224       0.01289       0.01420   0.01720      0.03867  0.02020  19.196       1  0.618663  0.728421 -5.944191  0.143359  1.929715  0.181988\n",
+      "125  phon_R01_S31_4      145.174       198.109        80.637         0.00733          0.000050   0.00414   0.00422     0.01242       0.02362             0.233       0.01235       0.01495   0.01944      0.03706  0.01874  18.857       1  0.637518  0.735546 -5.594275  0.127950  1.765957  0.222716\n",
+      "126  phon_R01_S31_5      138.145       197.238        81.114         0.00544          0.000040   0.00294   0.00327     0.00883       0.02791             0.246       0.01484       0.01805   0.02259      0.04451  0.01794  18.178       1  0.623209  0.738245 -5.540351  0.087165  1.821297  0.214075\n",
+      "127  phon_R01_S31_6      166.888       198.966        79.512         0.00638          0.000040   0.00368   0.00351     0.01104       0.02857             0.257       0.01547       0.01859   0.02301      0.04641  0.01796  18.330       1  0.585169  0.736964 -5.825257  0.115697  1.996146  0.196535\n",
+      "128  phon_R01_S32_1      119.031       127.533       109.216         0.00440          0.000040   0.00214   0.00192     0.00641       0.01033             0.098       0.00538       0.00570   0.00811      0.01614  0.01724  26.842       1  0.457541  0.699787 -6.890021  0.152941  2.328513  0.112856\n",
+      "129  phon_R01_S32_2      120.078       126.632       105.667         0.00270          0.000020   0.00116   0.00135     0.00349       0.01022             0.090       0.00476       0.00588   0.00903      0.01428  0.00487  26.369       1  0.491345  0.718839 -5.892061  0.195976  2.108873  0.183572\n",
+      "130  phon_R01_S32_3      120.289       128.143       100.209         0.00492          0.000040   0.00269   0.00238     0.00808       0.01412             0.125       0.00703       0.00820   0.01194      0.02110  0.01610  23.949       1  0.467160  0.724045 -6.135296  0.203630  2.539724  0.169923\n",
+      "131  phon_R01_S32_4      120.256       125.306       104.773         0.00407          0.000030   0.00224   0.00205     0.00671       0.01516             0.138       0.00721       0.00815   0.01310      0.02164  0.01015  26.017       1  0.468621  0.735136 -6.112667  0.217013  2.527742  0.170633\n",
+      "132  phon_R01_S32_5      119.056       125.213        86.795         0.00346          0.000030   0.00169   0.00170     0.00508       0.01201             0.106       0.00633       0.00701   0.00915      0.01898  0.00903  23.389       1  0.470972  0.721308 -5.436135  0.254909  2.516320  0.232209\n",
+      "133  phon_R01_S32_6      118.747       123.723       109.836         0.00331          0.000030   0.00168   0.00171     0.00504       0.01043             0.099       0.00490       0.00621   0.00903      0.01471  0.00504  25.619       1  0.482296  0.723096 -6.448134  0.178713  2.034827  0.141422\n",
+      "134  phon_R01_S33_1      106.516       112.777        93.105         0.00589          0.000060   0.00291   0.00319     0.00873       0.04932             0.441       0.02683       0.03112   0.03651      0.08050  0.03031  17.060       1  0.637814  0.744064 -5.301321  0.320385  2.375138  0.243080\n",
+      "135  phon_R01_S33_2      110.453       127.611       105.554         0.00494          0.000040   0.00244   0.00315     0.00731       0.04128             0.379       0.02229       0.02592   0.03316      0.06688  0.02529  17.707       1  0.653427  0.706687 -5.333619  0.322044  2.631793  0.228319\n",
+      "136  phon_R01_S33_3      113.400       133.344       107.816         0.00451          0.000040   0.00219   0.00283     0.00658       0.04879             0.431       0.02385       0.02973   0.04370      0.07154  0.02278  19.013       1  0.647900  0.708144 -4.378916  0.300067  2.445502  0.259451\n",
+      "137  phon_R01_S33_4      113.166       130.270       100.673         0.00502          0.000040   0.00257   0.00312     0.00772       0.05279             0.476       0.02896       0.03347   0.04134      0.08689  0.03690  16.747       1  0.625362  0.708617 -4.654894  0.304107  2.672362  0.274387\n",
+      "138  phon_R01_S33_5      112.239       126.609       104.095         0.00472          0.000040   0.00238   0.00290     0.00715       0.05643             0.517       0.03070       0.03530   0.04451      0.09211  0.02629  17.366       1  0.640945  0.701404 -5.634576  0.306014  2.419253  0.209191\n",
+      "139  phon_R01_S33_6      116.150       131.731       109.815         0.00381          0.000030   0.00181   0.00232     0.00542       0.03026             0.267       0.01514       0.01812   0.02770      0.04543  0.01827  18.801       1  0.624811  0.696049 -5.866357  0.233070  2.445646  0.184985\n",
+      "140  phon_R01_S34_1      170.368       268.796        79.543         0.00571          0.000030   0.00232   0.00269     0.00696       0.03273             0.281       0.01713       0.01964   0.02824      0.05139  0.02485  18.540       1  0.677131  0.685057 -4.796845  0.397749  2.963799  0.277227\n",
+      "141  phon_R01_S34_2      208.083       253.792        91.802         0.00757          0.000040   0.00428   0.00428     0.01285       0.06725             0.571       0.04016       0.04003   0.04464      0.12047  0.04238  15.648       1  0.606344  0.665945 -5.410336  0.288917  2.665133  0.231723\n",
+      "142  phon_R01_S34_3      198.458       219.290       148.691         0.00376          0.000020   0.00182   0.00215     0.00546       0.03527             0.297       0.02055       0.02076   0.02530      0.06165  0.01728  18.702       1  0.606273  0.661735 -5.585259  0.310746  2.465528  0.209863\n",
+      "143  phon_R01_S34_4      202.805       231.508        86.232         0.00370          0.000020   0.00189   0.00211     0.00568       0.01997             0.180       0.01117       0.01177   0.01506      0.03350  0.02010  18.687       1  0.536102  0.632631 -5.898673  0.213353  2.470746  0.189032\n",
+      "144  phon_R01_S34_5      202.544       241.350       164.168         0.00254          0.000010   0.00100   0.00133     0.00301       0.02662             0.228       0.01475       0.01558   0.02006      0.04426  0.01049  20.680       1  0.497480  0.630409 -6.132663  0.220617  2.576563  0.159777\n",
+      "145  phon_R01_S34_6      223.361       263.872        87.638         0.00352          0.000020   0.00169   0.00188     0.00506       0.02536             0.225       0.01379       0.01478   0.01909      0.04137  0.01493  20.366       1  0.566849  0.574282 -5.456811  0.345238  2.840556  0.232861\n",
+      "146  phon_R01_S35_1      169.774       191.759       151.451         0.01568          0.000090   0.00863   0.00946     0.02589       0.08143             0.821       0.03804       0.05426   0.08808      0.11411  0.07530  12.359       1  0.561610  0.793509 -3.297668  0.414758  3.413649  0.457533\n",
+      "147  phon_R01_S35_2      183.520       216.814       161.340         0.01466          0.000080   0.00849   0.00819     0.02546       0.06050             0.618       0.02865       0.04101   0.06359      0.08595  0.06057  14.367       1  0.478024  0.768974 -4.276605  0.355736  3.142364  0.336085\n",
+      "148  phon_R01_S35_3      188.620       216.302       165.982         0.01719          0.000090   0.00996   0.01027     0.02987       0.07118             0.722       0.03474       0.04580   0.06824      0.10422  0.08069  12.298       1  0.552870  0.764036 -3.377325  0.335357  3.274865  0.418646\n",
+      "149  phon_R01_S35_4      202.632       565.740       177.258         0.01627          0.000080   0.00919   0.00963     0.02756       0.07170             0.833       0.03515       0.04265   0.06460      0.10546  0.07889  14.989       1  0.427627  0.775708 -4.892495  0.262281  2.910213  0.270173\n",
+      "150  phon_R01_S35_5      186.695       211.961       149.442         0.01872          0.000100   0.01075   0.01154     0.03225       0.05830             0.784       0.02699       0.03714   0.06259      0.08096  0.10952  12.529       1  0.507826  0.762726 -4.484303  0.340256  2.958815  0.301487\n",
+      "151  phon_R01_S35_6      192.818       224.429       168.793         0.03107          0.000160   0.01800   0.01958     0.05401       0.11908             1.302       0.05647       0.07940   0.13778      0.16942  0.21713   8.441       1  0.625866  0.768320 -2.434031  0.450493  3.079221  0.527367\n",
+      "152  phon_R01_S35_7      198.116       233.099       174.478         0.02714          0.000140   0.01568   0.01699     0.04705       0.08684             1.018       0.04284       0.05556   0.08318      0.12851  0.16265   9.449       1  0.584164  0.754449 -2.839756  0.356224  3.184027  0.454721\n",
+      "153  phon_R01_S37_1      121.345       139.644        98.250         0.00684          0.000060   0.00388   0.00332     0.01164       0.02534             0.241       0.01340       0.01399   0.02056      0.04019  0.04179  21.520       1  0.566867  0.670475 -4.865194  0.246404  2.013530  0.168581\n",
+      "154  phon_R01_S37_2      119.100       128.442        88.833         0.00692          0.000060   0.00393   0.00300     0.01179       0.02682             0.236       0.01484       0.01405   0.02018      0.04451  0.04611  21.824       1  0.651680  0.659333 -4.239028  0.175691  2.451130  0.247455\n",
+      "155  phon_R01_S37_3      117.870       127.349        95.654         0.00647          0.000050   0.00356   0.00300     0.01067       0.03087             0.276       0.01659       0.01804   0.02402      0.04977  0.02631  22.431       1  0.628300  0.652025 -3.583722  0.207914  2.439597  0.206256\n",
+      "156  phon_R01_S37_4      122.336       142.369        94.794         0.00727          0.000060   0.00415   0.00339     0.01246       0.02293             0.223       0.01205       0.01289   0.01771      0.03615  0.03191  22.953       1  0.611679  0.623731 -5.435100  0.230532  2.699645  0.220546\n",
+      "157  phon_R01_S37_5      117.963       134.209       100.757         0.01813          0.000150   0.01117   0.00718     0.03351       0.04912             0.438       0.02610       0.02161   0.02916      0.07830  0.10748  19.075       1  0.630547  0.646786 -3.444478  0.303214  2.964568  0.261305\n",
+      "158  phon_R01_S37_6      126.144       154.284        97.543         0.00975          0.000080   0.00593   0.00454     0.01778       0.02852             0.266       0.01500       0.01581   0.02157      0.04499  0.03828  21.534       1  0.635015  0.627337 -5.070096  0.280091  2.892300  0.249703\n",
+      "159  phon_R01_S39_1      127.930       138.752       112.173         0.00605          0.000050   0.00321   0.00318     0.00962       0.03235             0.339       0.01360       0.01650   0.03105      0.04079  0.02663  19.651       1  0.654945  0.675865 -5.498456  0.234196  2.103014  0.216638\n",
+      "160  phon_R01_S39_2      114.238       124.393        77.022         0.00581          0.000050   0.00299   0.00316     0.00896       0.04009             0.406       0.01579       0.01994   0.04114      0.04736  0.02073  20.437       1  0.653139  0.694571 -5.185987  0.259229  2.151121  0.244948\n",
+      "161  phon_R01_S39_3      115.322       135.738       107.802         0.00619          0.000050   0.00352   0.00329     0.01057       0.03273             0.325       0.01644       0.01722   0.02931      0.04933  0.02810  19.388       1  0.577802  0.684373 -5.283009  0.226528  2.442906  0.238281\n",
+      "162  phon_R01_S39_4      114.554       126.778        91.121         0.00651          0.000060   0.00366   0.00340     0.01097       0.03658             0.369       0.01864       0.01940   0.03091      0.05592  0.02707  18.954       1  0.685151  0.719576 -5.529833  0.242750  2.408689  0.220520\n",
+      "163  phon_R01_S39_5      112.150       131.669        97.527         0.00519          0.000050   0.00291   0.00284     0.00873       0.01756             0.155       0.00967       0.01033   0.01363      0.02902  0.01435  21.219       1  0.557045  0.673086 -5.617124  0.184896  1.871871  0.212386\n",
+      "164  phon_R01_S39_6      102.273       142.830        85.902         0.00907          0.000090   0.00493   0.00461     0.01480       0.02814             0.272       0.01579       0.01553   0.02073      0.04736  0.03882  18.447       1  0.671378  0.674562 -2.929379  0.396746  2.560422  0.367233\n",
+      "165  phon_R01_S42_1      236.200       244.663       102.137         0.00277          0.000010   0.00154   0.00153     0.00462       0.02448             0.217       0.01410       0.01426   0.01621      0.04231  0.00620  24.078       0  0.469928  0.628232 -6.816086  0.172270  2.235197  0.119652\n",
+      "166  phon_R01_S42_2      237.323       243.709       229.256         0.00303          0.000010   0.00173   0.00159     0.00519       0.01242             0.116       0.00696       0.00747   0.00882      0.02089  0.00533  24.679       0  0.384868  0.626710 -7.018057  0.176316  1.852402  0.091604\n",
+      "167  phon_R01_S42_3      260.105       264.919       237.303         0.00339          0.000010   0.00205   0.00186     0.00616       0.02030             0.197       0.01186       0.01230   0.01367      0.03557  0.00910  21.083       0  0.440988  0.628058 -7.517934  0.160414  1.881767  0.075587\n",
+      "168  phon_R01_S42_4      197.569       217.627        90.794         0.00803          0.000040   0.00490   0.00448     0.01470       0.02177             0.189       0.01279       0.01272   0.01439      0.03836  0.01337  19.269       0  0.372222  0.725216 -5.736781  0.164529  2.882450  0.202879\n",
+      "169  phon_R01_S42_5      240.301       245.135       219.783         0.00517          0.000020   0.00316   0.00283     0.00949       0.02018             0.212       0.01176       0.01191   0.01344      0.03529  0.00965  21.020       0  0.371837  0.646167 -7.169701  0.073298  2.266432  0.100881\n",
+      "170  phon_R01_S42_6      244.990       272.210       239.170         0.00451          0.000020   0.00279   0.00237     0.00837       0.01897             0.181       0.01084       0.01121   0.01255      0.03253  0.01049  21.528       0  0.522812  0.646818 -7.304500  0.171088  2.095237  0.096220\n",
+      "171  phon_R01_S43_1      112.547       133.374       105.715         0.00355          0.000030   0.00166   0.00190     0.00499       0.01358             0.129       0.00664       0.00786   0.01140      0.01992  0.00435  26.436       0  0.413295  0.756700 -6.323531  0.218885  2.193412  0.160376\n",
+      "172  phon_R01_S43_2      110.739       113.597       100.139         0.00356          0.000030   0.00170   0.00200     0.00510       0.01484             0.133       0.00754       0.00950   0.01285      0.02261  0.00430  26.550       0  0.369090  0.776158 -6.085567  0.192375  1.889002  0.174152\n",
+      "173  phon_R01_S43_3      113.715       116.443        96.913         0.00349          0.000030   0.00171   0.00203     0.00514       0.01472             0.133       0.00748       0.00905   0.01148      0.02245  0.00478  26.547       0  0.380253  0.766700 -5.943501  0.192150  1.852542  0.179677\n",
+      "174  phon_R01_S43_4      117.004       144.466        99.923         0.00353          0.000030   0.00176   0.00218     0.00528       0.01657             0.145       0.00881       0.01062   0.01318      0.02643  0.00590  25.445       0  0.387482  0.756482 -6.012559  0.229298  1.872946  0.163118\n",
+      "175  phon_R01_S43_5      115.380       123.109       108.634         0.00332          0.000030   0.00160   0.00199     0.00480       0.01503             0.137       0.00812       0.00933   0.01133      0.02436  0.00401  26.005       0  0.405991  0.761255 -5.966779  0.197938  1.974857  0.184067\n",
+      "176  phon_R01_S43_6      116.388       129.038       108.970         0.00346          0.000030   0.00169   0.00213     0.00507       0.01725             0.155       0.00874       0.01021   0.01331      0.02623  0.00415  26.143       0  0.361232  0.763242 -6.016891  0.109256  2.004719  0.174429\n",
+      "177  phon_R01_S44_1      151.737       190.204       129.859         0.00314          0.000020   0.00135   0.00162     0.00406       0.01469             0.132       0.00728       0.00886   0.01230      0.02184  0.00570  24.151       1  0.396610  0.745957 -6.486822  0.197919  2.449763  0.132703\n",
+      "178  phon_R01_S44_2      148.790       158.359       138.990         0.00309          0.000020   0.00152   0.00186     0.00456       0.01574             0.142       0.00839       0.00956   0.01309      0.02518  0.00488  24.412       1  0.402591  0.762508 -6.311987  0.182459  2.251553  0.160306\n",
+      "179  phon_R01_S44_3      148.143       155.982       135.041         0.00392          0.000030   0.00204   0.00231     0.00612       0.01450             0.131       0.00725       0.00876   0.01263      0.02175  0.00540  23.683       1  0.398499  0.778349 -5.711205  0.240875  2.845109  0.192730\n",
+      "180  phon_R01_S44_4      150.440       163.441       144.736         0.00396          0.000030   0.00206   0.00233     0.00619       0.02551             0.237       0.01321       0.01574   0.02148      0.03964  0.00611  23.133       1  0.352396  0.759320 -6.261446  0.183218  2.264226  0.144105\n",
+      "181  phon_R01_S44_5      148.462       161.078       141.998         0.00397          0.000030   0.00202   0.00235     0.00605       0.01831             0.163       0.00950       0.01103   0.01559      0.02849  0.00639  22.866       1  0.408598  0.768845 -5.704053  0.216204  2.679185  0.197710\n",
+      "182  phon_R01_S44_6      149.818       163.417       144.786         0.00336          0.000020   0.00174   0.00198     0.00521       0.02145             0.198       0.01155       0.01341   0.01666      0.03464  0.00595  23.008       1  0.329577  0.757180 -6.277170  0.109397  2.209021  0.156368\n",
+      "183  phon_R01_S49_1      117.226       123.925       106.656         0.00417          0.000040   0.00186   0.00270     0.00558       0.01909             0.171       0.00864       0.01223   0.01949      0.02592  0.00955  23.079       0  0.603515  0.669565 -5.619070  0.191576  2.027228  0.215724\n",
+      "184  phon_R01_S49_2      116.848       217.552        99.503         0.00531          0.000050   0.00260   0.00346     0.00780       0.01795             0.163       0.00810       0.01144   0.01756      0.02429  0.01179  22.085       0  0.663842  0.656516 -5.198864  0.206768  2.120412  0.252404\n",
+      "185  phon_R01_S49_3      116.286       177.291        96.983         0.00314          0.000030   0.00134   0.00192     0.00403       0.01564             0.136       0.00667       0.00990   0.01691      0.02001  0.00737  24.199       0  0.598515  0.654331 -5.592584  0.133917  2.058658  0.214346\n",
+      "186  phon_R01_S49_4      116.556       592.030        86.228         0.00496          0.000040   0.00254   0.00263     0.00762       0.01660             0.154       0.00820       0.00972   0.01491      0.02460  0.01397  23.958       0  0.566424  0.667654 -6.431119  0.153310  2.161936  0.120605\n",
+      "187  phon_R01_S49_5      116.342       581.289        94.246         0.00267          0.000020   0.00115   0.00148     0.00345       0.01300             0.117       0.00631       0.00789   0.01144      0.01892  0.00680  25.023       0  0.528485  0.663884 -6.359018  0.116636  2.152083  0.138868\n",
+      "188  phon_R01_S49_6      114.563       119.167        86.647         0.00327          0.000030   0.00146   0.00184     0.00439       0.01185             0.106       0.00557       0.00721   0.01095      0.01672  0.00703  24.775       0  0.555303  0.659132 -6.710219  0.149694  1.913990  0.121777\n",
+      "189  phon_R01_S50_1      201.774       262.707        78.228         0.00694          0.000030   0.00412   0.00396     0.01235       0.02574             0.255       0.01454       0.01582   0.01758      0.04363  0.04441  19.368       0  0.508479  0.683761 -6.934474  0.159890  2.316346  0.112838\n",
+      "190  phon_R01_S50_2      174.188       230.978        94.261         0.00459          0.000030   0.00263   0.00259     0.00790       0.04087             0.405       0.02336       0.02498   0.02745      0.07008  0.02764  19.517       0  0.448439  0.657899 -6.538586  0.121952  2.657476  0.133050\n",
+      "191  phon_R01_S50_3      209.516       253.017        89.488         0.00564          0.000030   0.00331   0.00292     0.00994       0.02751             0.263       0.01604       0.01657   0.01879      0.04812  0.01810  19.147       0  0.431674  0.683244 -6.195325  0.129303  2.784312  0.168895\n",
+      "192  phon_R01_S50_4      174.688       240.005        74.287         0.01360          0.000080   0.00624   0.00564     0.01873       0.02308             0.256       0.01268       0.01365   0.01667      0.03804  0.10715  17.883       0  0.407567  0.655683 -6.787197  0.158453  2.679772  0.131728\n",
+      "193  phon_R01_S50_5      198.764       396.961        74.904         0.00740          0.000040   0.00370   0.00390     0.01109       0.02296             0.241       0.01265       0.01321   0.01588      0.03794  0.07223  19.020       0  0.451221  0.643956 -6.744577  0.207454  2.138608  0.123306\n",
+      "194  phon_R01_S50_6      214.289       260.277        77.973         0.00567          0.000030   0.00295   0.00317     0.00885       0.01884             0.190       0.01026       0.01161   0.01373      0.03078  0.04398  21.209       0  0.462803  0.664357 -5.724056  0.190667  2.555477  0.148569\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "UXyapIAW7El1",
+    "outputId": "73ecd202-15e7-40b2-bf80-939cf87e04dd"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(195, 24)"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 836
+    },
+    "id": "cWXL0lIY7GKW",
+    "outputId": "5aa6a56d-3c3c-49f3-cfce-145d09437461"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>name</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MDVP:Fo(Hz)</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MDVP:Fhi(Hz)</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MDVP:Flo(Hz)</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MDVP:Jitter(%)</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MDVP:Jitter(Abs)</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MDVP:RAP</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MDVP:PPQ</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Jitter:DDP</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MDVP:Shimmer</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MDVP:Shimmer(dB)</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Shimmer:APQ3</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Shimmer:APQ5</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MDVP:APQ</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Shimmer:DDA</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>NHR</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HNR</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>status</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>RPDE</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>DFA</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>spread1</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>spread2</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>D2</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PPE</th>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div><br><label><b>dtype:</b> int64</label>"
+      ],
+      "text/plain": [
+       "name                0\n",
+       "MDVP:Fo(Hz)         0\n",
+       "MDVP:Fhi(Hz)        0\n",
+       "MDVP:Flo(Hz)        0\n",
+       "MDVP:Jitter(%)      0\n",
+       "MDVP:Jitter(Abs)    0\n",
+       "MDVP:RAP            0\n",
+       "MDVP:PPQ            0\n",
+       "Jitter:DDP          0\n",
+       "MDVP:Shimmer        0\n",
+       "MDVP:Shimmer(dB)    0\n",
+       "Shimmer:APQ3        0\n",
+       "Shimmer:APQ5        0\n",
+       "MDVP:APQ            0\n",
+       "Shimmer:DDA         0\n",
+       "NHR                 0\n",
+       "HNR                 0\n",
+       "status              0\n",
+       "RPDE                0\n",
+       "DFA                 0\n",
+       "spread1             0\n",
+       "spread2             0\n",
+       "D2                  0\n",
+       "PPE                 0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Handling Null Values\n",
+    "\n",
+    "df.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 836
+    },
+    "id": "5pOsxteG8RbS",
+    "outputId": "4a678c84-c7b4-468f-a966-5a21b92e8c53"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>name</th>\n",
+       "      <td>object</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MDVP:Fo(Hz)</th>\n",
+       "      <td>float64</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MDVP:Fhi(Hz)</th>\n",
+       "      <td>float64</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MDVP:Flo(Hz)</th>\n",
+       "      <td>float64</td>\n",
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+       "    <tr>\n",
+       "      <th>MDVP:Jitter(%)</th>\n",
+       "      <td>float64</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MDVP:Jitter(Abs)</th>\n",
+       "      <td>float64</td>\n",
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+       "    <tr>\n",
+       "      <th>MDVP:RAP</th>\n",
+       "      <td>float64</td>\n",
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+       "      <th>MDVP:PPQ</th>\n",
+       "      <td>float64</td>\n",
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+       "      <th>Jitter:DDP</th>\n",
+       "      <td>float64</td>\n",
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+       "      <th>MDVP:Shimmer</th>\n",
+       "      <td>float64</td>\n",
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+       "      <th>MDVP:Shimmer(dB)</th>\n",
+       "      <td>float64</td>\n",
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+       "    <tr>\n",
+       "      <th>Shimmer:APQ3</th>\n",
+       "      <td>float64</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Shimmer:APQ5</th>\n",
+       "      <td>float64</td>\n",
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+       "      <th>MDVP:APQ</th>\n",
+       "      <td>float64</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Shimmer:DDA</th>\n",
+       "      <td>float64</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>NHR</th>\n",
+       "      <td>float64</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HNR</th>\n",
+       "      <td>float64</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>status</th>\n",
+       "      <td>int64</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>RPDE</th>\n",
+       "      <td>float64</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>DFA</th>\n",
+       "      <td>float64</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>spread1</th>\n",
+       "      <td>float64</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>spread2</th>\n",
+       "      <td>float64</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>D2</th>\n",
+       "      <td>float64</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PPE</th>\n",
+       "      <td>float64</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div><br><label><b>dtype:</b> object</label>"
+      ],
+      "text/plain": [
+       "name                 object\n",
+       "MDVP:Fo(Hz)         float64\n",
+       "MDVP:Fhi(Hz)        float64\n",
+       "MDVP:Flo(Hz)        float64\n",
+       "MDVP:Jitter(%)      float64\n",
+       "MDVP:Jitter(Abs)    float64\n",
+       "MDVP:RAP            float64\n",
+       "MDVP:PPQ            float64\n",
+       "Jitter:DDP          float64\n",
+       "MDVP:Shimmer        float64\n",
+       "MDVP:Shimmer(dB)    float64\n",
+       "Shimmer:APQ3        float64\n",
+       "Shimmer:APQ5        float64\n",
+       "MDVP:APQ            float64\n",
+       "Shimmer:DDA         float64\n",
+       "NHR                 float64\n",
+       "HNR                 float64\n",
+       "status                int64\n",
+       "RPDE                float64\n",
+       "DFA                 float64\n",
+       "spread1             float64\n",
+       "spread2             float64\n",
+       "D2                  float64\n",
+       "PPE                 float64\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 178
+    },
+    "id": "nLk4T-oj8TZu",
+    "outputId": "21bedf72-a80e-4976-b893-2d5000d948b5"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>count</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>status</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>147</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>48</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div><br><label><b>dtype:</b> int64</label>"
+      ],
+      "text/plain": [
+       "status\n",
+       "1    147\n",
+       "0     48\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['status'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "ff6UsAgh_GQi",
+    "outputId": "b9464478-c384-4253-e358-18d7f2d3079e"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 195 entries, 0 to 194\n",
+      "Data columns (total 24 columns):\n",
+      " #   Column            Non-Null Count  Dtype  \n",
+      "---  ------            --------------  -----  \n",
+      " 0   name              195 non-null    object \n",
+      " 1   MDVP:Fo(Hz)       195 non-null    float64\n",
+      " 2   MDVP:Fhi(Hz)      195 non-null    float64\n",
+      " 3   MDVP:Flo(Hz)      195 non-null    float64\n",
+      " 4   MDVP:Jitter(%)    195 non-null    float64\n",
+      " 5   MDVP:Jitter(Abs)  195 non-null    float64\n",
+      " 6   MDVP:RAP          195 non-null    float64\n",
+      " 7   MDVP:PPQ          195 non-null    float64\n",
+      " 8   Jitter:DDP        195 non-null    float64\n",
+      " 9   MDVP:Shimmer      195 non-null    float64\n",
+      " 10  MDVP:Shimmer(dB)  195 non-null    float64\n",
+      " 11  Shimmer:APQ3      195 non-null    float64\n",
+      " 12  Shimmer:APQ5      195 non-null    float64\n",
+      " 13  MDVP:APQ          195 non-null    float64\n",
+      " 14  Shimmer:DDA       195 non-null    float64\n",
+      " 15  NHR               195 non-null    float64\n",
+      " 16  HNR               195 non-null    float64\n",
+      " 17  status            195 non-null    int64  \n",
+      " 18  RPDE              195 non-null    float64\n",
+      " 19  DFA               195 non-null    float64\n",
+      " 20  spread1           195 non-null    float64\n",
+      " 21  spread2           195 non-null    float64\n",
+      " 22  D2                195 non-null    float64\n",
+      " 23  PPE               195 non-null    float64\n",
+      "dtypes: float64(22), int64(1), object(1)\n",
+      "memory usage: 36.7+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1000
+    },
+    "id": "GmQZpaDi-O7Z",
+    "outputId": "61b795e9-7682-4648-d5e7-6aa913ac4751"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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FO6GioqJBOY5MJoNE6Y3qmmpodYYB76epzYAmtQ5SCeAha0dl1U8/GLxUSrRGeKKuXnPZ+6pJlN4orWq87HGiAqTw9pCjvlmLTTtzMT6pc7hXKZdA29YMk2ngIU8sg/VeOxr27TpcsWeAfQOAUqm0yzEcKiBNnToVU6dOtXx+1VVXwc3NDf/85z9x33332fXYCoUCiYmuMSlXo9GgqKgIsbGxUKlUg3LMRrUeoSGCVWeQik9WAwBiw30QExXR5TlPdzlkcnfUtmihv8Qx9AYDGhrqERAQCIX8cl/6EqQlBGLfj9X4+oc6RAT7QamQY2RsAIZFhQ24fjGI8V47AvbtOn27Ys8A+zb3nZ+fb7djOVRA6s28efPwj3/8A7m5ufD17bydhFqtRnDwT6snt7S0AIDl+YGQSCTw8PCwrlgno1KpBq3nVm07FEolIB1YQBIEAcXVnZOzRwzz7/Ebg0Iph1QmBaQy4BJXtgkwQaszQIAUkF7+S390fDAO59aiqVWH4hoNhkf7QaFQOO3XyGC+146EfbsOV+wZYN/2Gl4DnGySdnx8PABY5iKZFRYWQqFQIDo6WoyyaBA0qjvQ0qaDVCqxeuXsvlAqZBgdFwgAOH7hhrhEROQ6HD4gZWdnQyaTYfTo0YiOjkZsbCxycnJ6bJOVlWW3cUgSX1FF51nCqGAvKOWDc+l9amIQJADKalpR1+RaEyGJiFydQw2x3XnnncjMzERSUhIAYOfOnfj444+xbNkyy5DaihUrsHLlSsTExCAzMxPZ2dk4ceIE3n//fTFLJzs7X9k5AT8uwucKW9qOj6cS8ZG+KChvxrGzNZgxjmcoiYhchUMFpLi4OHz66aeoqqqCyWRCbGwsnnjiCdx2222WbRYuXAiNRoMNGzZg/fr1iIuLw5o1a5CRkSFi5WRP7Vo9quo7L9+PDR+8gAQAY4YHo6C8GWeKG6Fu1yEkwPXG+omIXJFDBaQ//elPfdpu6dKlWLp0qZ2rIUdRXKUGAAT7qeDlMbjDqGGBHgj2U6G2SYN9JyqQYKN7vxERkWNz+DlIROcrOofXYgdxeM1MIpEgJaFzsvaeo2UwmS69xhIREQ0dDEjk0EwmAeUX7r02LGzwAxIADI/2g1IhQ02jBj/wijYiIpfAgEQOraaxHTqDCW4KGYL9xVkMTSGXYXRs52ra2/efF6UGIiIaXAxI5NDKLpw9igz2gtSOC4JdSWpi5zDbd6eqeMk/EZELYEAih2YOSFEhXqLWEeirwogYP5gEYOeRElFrISIi+2NAIodlMJpQVd8GQPyABABXjYkEAOz8rvSyN8QlIiLnx4BEDquyrg1GkwBPdzn8vN3ELgfjR4ZC5SZDZX0bThXWi10OERHZEQMSOayfhte87XpDwr5yU8osZ5F2HOYwGxHRUMaARA6rrKZzgUhHGF4zmz0xBgCw73gFNB0GkashIiJ7YUAih9ShN6K2sfNqMUcKSKNiAxAZ7Amtzoh9x8vFLoeIiOyEAYkcUlV9GwR03jB2sG8vcjkSiQSzJnSeRdpxuFTkaoiIyF4YkMghVdV1Xr0WHuQpciU/Mc+Cmjk+GlIJcKqwHhW1raLWRERE9uFQN6slMqusbwcAhAc6RkCSSSUwmEyoaeisKzk+ED8W1OPzvYVYMiPRZsfxcJc71BkzIiJXxYBEDsdoElDd0HkGKcxBApJUKoFWZ0RpdRP0BhOiQ73xY0E99hwrQ0KUL6RS66+yU8ilGDksgAGJiMgBMCCRw6lr0sBgFOCmkCHAR/z1jy6mN5igN5gQE+oNN6UMrRo9zlc0I0akG+kSEZF9cA4SORzz6tlhgR4Osf5Rb2QyKUZE+wEAcosaxS2GiIhsjgGJHE6lA07Q7s2o2AAAwPmKZuj0RpGrISIiW2JAIociCAIqL5xBcpQJ2pcS5KeCv7cbjCYBheXNYpdDREQ2xIBEDqWlTYd2rQFSiQQhAR5il3NZEokEI2L8AQB5JRxmIyIaShiQyKFUXbiMPthfBbnM8b88h1+Yh1RW04o2rV7cYoiIyGYc/38gcinmdYZCHfzskZmvlxtCAzwgAMgvbRK7HCIishEGJHIo1U4WkABwmI2IaAhiQCKHYTSZUNfUeYPaEH/nCUiJUb6QSICaRg2a1B1il0NERDbAgEQOo75ZC6Opc4FIXy/nWU3aw12B6BBvADyLREQ0VDAgkcMwzz8KCVA57AKRl2IZZitthCAIIldDRETWYkAih1HdeCEgOdHwmllcpA/kMimaW3WoadSIXQ4REVmJAYkcRk1DZ7BwpgnaZkq5DHERnfdj4zAbEZHzY0Aih6DTG9HQogXgnGeQAGBEdOcw27nSJphMHGYjInJmDEjkEGovXL3mpVLAU6UQuZqBiQ7zhrtSBk2HAWU1rWKXQ0REVmBAIodQbZmg7ZxnjwBAJpUgIcoPAJBf1iRqLUREZB0GJHIItZYJ2iqRK7FO4oWAVFjeDKPJJG4xREQ0YAxI5BDMQ2zBfs57BgkAIoI94eEuR4feiNJqDrMRETkrBiQSnU5vRHOrDkDnTWqdmVQiQUKkLwDem42IyJlZFZDuuusubNmyBVqt1lb1kAuqu2iCtspNLnI11kuM9gMAFFY0w2DkMBsRkTOyKiCVlpbi0UcfxeTJk/HYY49h//79XEWY+s08vBbk59xnj8zCAz3hqVJAbzChpEotdjlERDQAVgWkL774Ah9//DGWLFmCffv24c4778S0adPw17/+Fbm5ubaqkYY4y/wjJx9eM5NIJEiMujDMxqvZiIicktVzkNLS0vCnP/0Je/fuxfr16zFp0iR89NFHWLJkCRYuXIgNGzagqqrKFrXSEFVnmaA9NAIS8NPVbOcrWqA3cJiNiMjZ2GyStlQqxdSpU/HSSy/h66+/xty5c5Gfn4+XX34ZM2fOxK9+9St8/fXXtjocDREGo8mygvZQCkihAR7w9lDCYDShuKpF7HKIiKifbHoV25EjR/Dkk09izpw5yMnJwfDhw/Hoo4/iscceQ0NDA+6//3689tprfdpXW1sbpk2bhqSkJPz4449dntu0aRPmzp2L1NRULFq0CLt377ZlGzSI6pu1EARA5SZ32hW0e9NlmI1XsxEROR2rLxnKz8/H559/jq1bt6KyshKBgYG4/vrrsXjxYowaNcqy3e23345Vq1bhgw8+wEMPPXTF/b7xxhswGo09Ht+2bRtWrVqF++67D5MmTUJ2djaWL1+OjRs3Ij093dp2aJD9NEHbHRKJRORqbGt4tB+O5dWiuKoFOoMRSrlM7JKIiKiPrApIixcvRl5eHpRKJWbNmoWnnnoKU6dOhVTa+4mpzMxMbNq06Yr7LSgowAcffIDHHnsMTz31VJfnVq9ejQULFuDhhx8GAEyaNAl5eXlYu3YtNmzYYE07JIK6IbJAZG+C/FTw9VKiuVWHoooWjIjxF7skIiLqI6uG2Hx8fPDMM89g3759eOWVVzB9+vRLhiMAmDVrFnbu3HnF/T733HO46aabEBcX1+Xx0tJSFBUVYd68eV0enz9/Pg4cOACdTjewRkg05luMDJVL/C/WOczmB4BXsxERORurziD99a9/RUBAANzd3Xt9XqvVoqGhAREREQAAlUqFyMjIy+4zJycHeXl5eP3113Hq1KkuzxUWFgJAj+CUkJAAvV6P0tJSJCQkDKgXQRDQ3t4+oNc6G41G0+XjYNDr9dDrdNBddEWXySSgvrlzgrafp9yqgKuQmmAymnoco3sNF3+09f57Exvmie/PAMVVarS2aaBUXGaYzSSFXq+36dehGO+1I2DfrtO3K/YMsG/zR0EQ7DY9w6qANGvWLPztb3/Dtdde2+vzu3btwu9+97s+r4mk0Wjw4osv4pFHHoGXl1eP55ubmwF0nrm6mPlz8/MDodfrXW7tpqKiokE5jkwmg0Tpjeqaamh1Bsvjao0RRpMAmRRoU9ehvXXgX+S+Xu4I8XdDTW0tNB2XD1p19XV23f/FBEGAl7sUrVoTjp8tQ1SQ8pLbuivlCPeXoLZS3ev8O2sM1nvtaNi363DFngH2DQBK5aV/rlrDqoB0pVWz9Xr9ZYfculu3bh0CAwNxww03WFPWgCgUCiQmJg76ccWg0WhQVFSE2NhYqFSDM7TVqNYjNETocvalvbwFgBqBvipEhEdYtX9Pdzk8VB4ICQ6+7Bmkuvo6BAUGQaHo3xVzfdn/pYxoqcXRs3Wob5VgQkr4JbdTyqUICgyCv/elt+kvMd5rR8C+XadvV+wZYN/mvvPz8+12rH4HpNbWVrS0/LSuS1NTEyoqKnps19LSguzsbAQHB/dpv+Xl5fjHP/6BtWvXQq3uvD2Deaihvb0dbW1t8PXtvGxarVZ32a+5HvPzAyGRSODhMfQmCl+OSqUatJ5bte1QKJWA9Kdw0dTaOdQV5Key+jcAhVIOqUza4xi9bqtQ9Pt4/dl/dyOHBeLo2TqU17bBBCnclb1/2ynkUigUCru8J4P5XjsS9u06XLFngH3b8+rnfgek9957D2vXrgXQGSr+8pe/4C9/+Uuv2wqCYLna7ErKysqg1+txzz339Hhu2bJlGDNmDF5++WUAnXOR4uPjLc8XFhZCoVAgOjq6n92QmOqbh9Y92C7F38cdgb7uqG/WorC8GaPjAsUuiYiIrqDfAWnKlCnw8PCAIAh46aWXsGDBAiQnJ3fZRiKRQKVSITk5GampqX3a76hRo/Cvf/2ry2O5ubl44YUX8PTTTyM1NRXR0dGIjY1FTk4OZs+ebdkuOzsbWVlZdhuHJPuouzBBO8h3aAckoPPWI/XNVcgvbWJAIiJyAv0OSBkZGcjIyADQORY4Z84cJCUlWV2Ij48PMjMze30uOTnZEsJWrFiBlStXIiYmBpmZmcjOzsaJEyfw/vvvW10DDR5thwFtms4htkDf3q+CHEoSo/1w6FQVympboekwQOVm9RqtRERkR1b9lF6+fLmt6uizhQsXQqPRYMOGDVi/fj3i4uKwZs0aS2gj52A+e+Tjqbz8pe9DhJ+XG4L9VKht0qCgvBkp8TyLRETkyPoVkNasWQOJRIL7778fUqkUa9asueJrJBIJHnzwwQEVl5mZibNnz/Z4fOnSpVi6dOmA9kmOwTz/yBXOHpklRvuhtkmD/NImBiQiIgc3oIB09913Q6lU2j0g0dBlvsWIK8w/MkuM8sOBHytRUduKdq0eHu5D5+a8RERDTb8C0pkzZy77OVFfWSZoD/Er2C7m46lEiL8HahrbUVDWjNTEILFLIiKiS7DqXmxEA2EyCWho6QxIrjTEBgDDo/0A8N5sRESOzuYBSaPR4JNPPsEHH3yA8vJyW++ehoCm1g6YTAIUcil8PF1raYaEqM7FTCvq2ixX8RERkeOx6iq2J554AidOnMDWrVsBADqdDr/4xS9w7tw5AIC3tzf++c9/YvTo0dZXSkOG+Qa1AT7udl0F1RF5eygRFuiBqvp25Jc1Yczwvq00T0REg8uqM0iHDh3CnDlzLJ9v3boV586dw9///nds3boVQUFBfZrITa7FPLwW4ONaw2tmiVF+ADjMRkTkyKwKSHV1dYiMjLR8vmPHDqSkpGDhwoVITEzEL37xC5w4ccLqImlocdX5R2YJFwJSVX071O06cYshIqJeWRWQVCqV5cayBoMB3333Ha666irL856enpbnicwaml37DJKXSoHwIE8AQEFZs8jVEBFRb6wKSMnJyfj4449x+vRpvPnmm2hra8PMmTMtz5eUlCAwkAvi0U8MRhOaWzsAuG5AAoDhHGYjInJoVgWkhx9+GA0NDbjhhhuwZs0aXH311UhLS7M8/9VXX2Hs2LFWF0lDR6O6AwIAN6UMHu6uez+y+ChfSABUN7SjpY3DbEREjsaq/6FSU1Oxfft2HD16FD4+Ppg4caLluZaWFtx8881dHiMyD68FuuAVbBfzdFcgItgL5bWtyC9rwtikELFLIiKii1j9K3xAQABmz57d43EfHx/cfvvt1u6ehhhXv4LtYonRfgxIREQOyiZjHK2traioqEBLSwsEQejx/IQJE2xxGBoCLAHJRa9gu1hCpC/2HitDbaMGza0dLnXbFSIiR2dVQGpsbMSzzz6LL7/8EkajscfzgiBAIpEgNzfXmsPQEFJ/0RCbq1O5yREV7IXSms6zSAxIRESOw6qAtGrVKuzevRu33XYbxo8fDx8fH1vVRUOQTm+0rPvDIbZOidF+KK1pxbnSJkxKCRe7HCIiusCqgLRv3z7cfvvt+P3vf2+remgIMw+vebjL4e7mulewXSw+whd7jpahvllr+fchIiLxWXWZv7u7e5eVtIkup97FF4jsjbubHFEh3gCAcyVN4hZDREQWVgWkRYsWYceOHbaqhYa4+mYNAAak7hKj/QAAeaWN4hZCREQWVo1zzJ07F4cPH8add96JG2+8EWFhYZDJZD22S05OtuYwNETUNbv2PdguJS7CB1KJBPXNWlTUtiIkwEPskoiIXJ5VAenmm2+2/H3//v09nudVbHQxV78H26W4K+WICfNGUWULDudWI51rIhERic6qgPTCCy/Yqg4a4to0erRq9AAYkHqTGOXbGZBOV+OuxSkuvco4EZEjsCogXX/99baqg4a4irpWAICXhwJKRc9hWFcXF+ELmbQMlfVtKK5SIzacS2YQEYnJqknaF6upqcGZM2fQ3t5uq13SEFJe2waAZ48uRamQWULRNz+Ui1wNERFZHZB27NiBa665BtOnT8f111+P48ePAwAaGhpw3XXX4auvvrK6SHJ+5bWdZ5C4gvalDY/xAwB8+0N5r7fsISKiwWNVQNq1axdWrFgBf39/PPjgg11+qAcEBCA0NBSfffaZ1UWS8zMHJN6D7dLiI3yhkEtRUdeGgvJmscshInJpVgWktWvXYvz48fjPf/6DW265pcfz6enpvIKNAAAV5oDEM0iXpFTIMGZ4MABg7zEOsxERicmqgHTu3DnMmzfvks8HBQWhvr7emkPQENCk7oC6vfMKNn9vBqTLyUwOAwDsPVYGo4nDbEREYrEqIKlUKmg0mks+X1paCj8/P2sOQUNAcVULAMDPyw0Kuc2uCxiSUhOC4OkuR32zFqcL+csFEZFYrPrfKjMzE5s3b4bBYOjxXG1tLT7++GNcddVV1hyChoCSKjUAzj/qC4VcislpEQCAPcfKRK6GiMh1WRWQHn74YVRVVeHnP/85PvroI0gkEnz77bd49dVXce2110IQBDz44IO2qpWclPkMUhADUp/8bFwUAGDf8QroDUaRqyEick1WBaT4+Hh88MEH8PPzw2uvvQZBEPDOO+/grbfewogRI/DBBx8gKirKVrWSk+IZpP5Jjg9CgI87WjV6HD1TI3Y5REQuyaqVtAFg+PDheO+999Dc3Izi4mIIgoDo6GgEBATYoj5ycoIgoMRyBkklcjXOQSaVYFpGJDbvKcCeY+XITAkXuyQiIpcz4ICk0+nwv//9D/v27UNJSQna2trg6emJYcOGYerUqVi4cCGUSqUtayUnVN+sRZvWAJlUAn9vN/DCrL6ZnhGFzXsKcOhUFdq1eni4K8QuiYjIpQwoIJ09exYPPPAAKioqIAgCvL294eHhgYaGBpw+fRo5OTl48803sW7dOiQkJNi6ZnIi5uG1kAAPyGRSmAwmkStyDglRvogM9kR5bRsOnarCjHHRYpdERORS+j0Hqa2tDffffz/q6+vxyCOPYM+ePTh8+HCXjw8//DBqampw33338d5sLs48QTsy2EvkSpyLRCLB9IzO+XtfH+XVbEREg63fAemzzz5DZWUl3nrrLdxzzz0IDQ3t8nxoaCjuvfderFu3DmVlZfjvf/9rs2LJ+fwUkDxFrsT5TB/bGZB+yKtFk7pD5GqIiFxLvwPS119/jSlTpiAzM/Oy22VlZWHy5MnYtWvXgIsj52ceYovgGaR+iwj2wvBoP5hMAvYd561HiIgGU78DUl5eHiZOnNinbSdNmoS8vLw+73vPnj249dZbMWnSJKSkpGDWrFl44YUXoFaru2y3a9cuLFq0CKmpqZg7dy4+/fTTfvVAg8NkElBS3fneRTEgDYj5LNJuDrMREQ2qfgek5uZmBAcH92nboKAgNDf3/a7kTU1NSEtLw9NPP4133nkHd9xxBzZv3oyHHnrIss2RI0ewfPlypKenY8OGDZg3bx7++Mc/Iicnp7+tkJ3VNLajQ2eEQi5FsD8v8R+IaemRkEolOFvciLIa9ZVfQERENtHvq9h0Oh3k8r69TCaTQa/X93nfixcv7vJ5ZmYmlEolVq1aherqaoSGhmLdunVIS0vDM888A6DzLFVpaSlWr16Na665pu+NkN2Zh9eiQrwgk/IebAPh7+OOsUkhOJJbjV1HSrFs/mixSyIicgkDusy/vLwcp06duuJ2ZWXWDwuYb3ar1+uh0+lw6NAhrFy5sss28+fPx9atW1FWVsaVux2IeYL2sDAfkStxbrMmRONIbjV2HynFLdeMgkwqEbskIqIhb0AB6bXXXsNrr712xe0EQYBE0v8f5kajEQaDAfn5+Vi7di1mzpyJqKgo5OfnQ6/XIz4+vsv25rWWCgsLGZAcSHFl5xmkmDBvkStxbhNHh8FLpUBdsxYnztUiIylE7JKIiIa8fgekF154wR51dDFjxgxUV1cDAKZOnYqXX34ZACzzmXx8up6RMH/en/lO3QmC4DJrNmk0mi4f7aWosgkAEObvBr1eD71OB52dFopUSE0wGU2XPYZ5uLc/w7792b/VTFLo9fpevw6zUkPx1Xdl+PLgeSRF933C+2C9146GfbtO367YM8C+zR8HeiKmL/odkK6//np71NHF+vXrodFokJ+fj3Xr1uG+++7Du+++a9dj6vV65Obm2vUYjqaoqMhu+zaaBJTVtAIADG01qKs3oLqmGlqdwS7H8/VyR4i/G2pqa6Hp0F1227r6Orvuf6DclXKE+0tQW6mG0Wjs8twwv85jHjxVjauSpHBX9G9Olz3fa0fGvl2HK/YMsG8AdrutmdU3q7WHkSNHAgAyMjKQmpqKxYsX46uvvkJiYiIA9Ljsv6Wlc66Lr6/vgI+pUCgs+x/qNBoNioqKEBsbC5XKPleXlde2wWgqh5tShgkZo9HcZkBoiGC3sy+e7nJ4qDwQEhx82TNIdfV1CAoMgkLRv3ub9WX/1lLKpQgKDIK/d8+b044UBGQfPYCKujY06v0wMy2yT/scjPfaEbFv1+nbFXsG2Le57/z8fLsdyyED0sWSkpKgUChQUlKCmTNnQqFQoLCwEFOnTrVsU1hYCAA95ib1h0QigYeHh9X1OhOVSmW3nmuamwAAMaHe8PLyRLuuHQqlEpDaaYhNKYdUJu3TMRQKRb9/4+jP/gdKIZdCoVBc8j2ZPTEG/8rOxbcnqrFw6vB+7due77UjY9+uwxV7Bti3vYbXgAGsgzTYjh8/Dr1ej6ioKCiVSmRmZuKLL77osk12djYSEhI4QduBlFTyCjZbmzk+GlIJcKqwHpV1bWKXQ0Q0pDnUGaTly5cjJSUFSUlJcHd3x5kzZ/DOO+8gKSkJs2fPBgDcf//9WLZsGf785z9j3rx5OHToELZu3YpXX31V5OrpYsXVvILN1gJ9VRgzPBjH8mqx60gpbrlmpNglERENWQ4VkNLS0pCdnY3169dDEARERkZi6dKluPPOOy1DIuPHj8frr7+O//u//8Mnn3yCiIgIPPfcc5g3b57I1dPFSrgGkl3MnBBzISCV4JdXJ0HKNZGIiOzCoQLSPffcg3vuueeK282aNQuzZs0ahIpoIPQGI8prO4eAhoXzDJItTUoJg4e7HDWNGvxYUIcxw/t22x8iIuofh5+DRM6nvLYNJpMAT3c5AnzcxS5nSHFXyjEto3Ou3RcHi0Wuhoho6GJAIpsrvjBBOybMx65XGLiqayYNAwAc+LECTeoOkashIhqaGJDI5iz3YAvn/CN7SIjyw/BoPxiMAnYeLhG7HCKiIYkBiWyupOrCFWyhnH9kL3MnxQLoHGYzmQRxiyEiGoIYkMjmzAGJE7TtZ1pGJFRuclTWt+FEfq3Y5RARDTkMSGRTWp0BVQ0XrmDjJf52o3KT42fjOidr53CyNhGRzTEgkU2VVbdCEABfLyV8vdzELmdIm5cVCwA4+GMlGtVacYshIhpiGJDIpoq5QOSgiYvwRVKMP4wmATu+42RtIiJbYkAimyqu4i1GBtM1WZ2X/H95iJO1iYhsiQGJbMp8i5EYnkEaFFeNiYSHuxxV9e344RwnaxMR2QoDEtmU+QzSMJ5BGhTubnLMGBcNAMg5UCRuMUREQwgDEtlMm0aPuiYNAJ5BGkzmydqHTlaiqr5N3GKIiIYIBiSymdLqzrNHgb7u8FIpRK7GdQwL90H68GCYBGDrt+fFLoeIaEhgQCKb4RVs4lk8PQFA52Ttdq1e5GqIiJwfAxLZTAmvYBPN2KQQRAZ7QdNhwFe85J+IyGoMSGQzP51BYkAabFKpBIunxQMAtnxTCCMv+ScisgoDEtnMT2sgcYhNDDPGR8PbQ4HqhnYcOlkpdjlERE6NAYlsorm1A03qDgBAdCjPIInBXSnHNReuaPv8m0JxiyEicnIMSGQTJReuYAsN8IDKTS5yNa5rwZQ4yGUSnCqsR35pk9jlEBE5LQYksomSSl7B5ggCfVW4Kj0SAPC/vQUiV0NE5LwYkMgmiswraIdzeE1si6d1XvL/zQ/laGjRilwNEZFzYkAimyiqaAYAxIbzDJLYEqP8kJIQCKNJwNZ9xWKXQ0TklBiQyGomk2C5xJ8ByTH8fOZwAMCOw2Vo7zCKXA0RkfNhQCKr1TS2Q9NhhFwmRWSwl9jlEDoXjkyI8kWH3oSDZ1vFLoeIyOkwIJHVzld0nj2KCfOGTMYvKUcgkUiwdNYIAMB3Z1vRrjWIXBERkXPh/2ZktaJKDq85oqyUcEQEeUKrF/Dld6Vil0NE5FQYkMhqxRcCUlwEA5IjkUoluH56LABg6z7exJaIqD8YkMhqRZW8gs1WJDbe35TUMAT6yKFu12Prt+dtvHcioqGLSx6TVbQ6Ayrq2gAAseG+Ilfj3GRSCQwmE2oa2m22T73eiJljw7Dp6zJ8uvscJo4ORZCfCl4eSpsdg4hoKGJAIquUVKkhCICflxv8vN3ELsepSaUSaHVGlFY3QW8w2WSfep0OJr0G/t5uaFR34D9fnsWdi1IYkIiIroBDbGQVTtC2Pb3BZLM/OoMJHXojMkYEAQCO5FZD3a4TuUMiIsfHgERWsQQkTtB2aPER3gjyU0FnMGHbPs5FIiK6EgYkskpRBc8gOQOJRIKslHAAwO7vS1Ftw3lORERDEQMSDZggCLyCzYlEh3ohOtQLBqOAjTm5YpdDROTQGJBowBpatFC36yGVShAd6i12OXQFEokEV42JBAB8fbQMBWVN4hZEROTAGJBowMzzjyKDvaBUyESuhvoiNMADmclhEATg7c9PQhAEsUsiInJIDEg0YOb5R3EcXnMqN8xIhFIuxcmCehz4sVLscoiIHBIDEg0Yr2BzToG+Klw/IxEA8I8tp6A3GEWuiIjI8ThUQNq+fTvuv/9+TJs2Denp6Vi8eDE++eSTHsMAmzZtwty5c5GamopFixZh9+7dIlXs2swBaRjPIDmdG2YMR4CPO6ob2vHp7nyxyyEicjgOFZDee+89qFQqPP7441i3bh2mTZuGVatWYe3atZZttm3bhlWrVmHevHnYsGED0tPTsXz5cvzwww/iFe6C9AYTSqvVAHgFmzNSucnx62uTAQAf78hDRW2ryBURETkWh7rVyLp16xAQEGD5PCsrC01NTXj33XfxwAMPQCqVYvXq1ViwYAEefvhhAMCkSZOQl5eHtWvXYsOGDSJV7nrKatQwmgR4ussR7KcSuxzqB/MNcadlRGLn4RIcy6vFG58ex7P3ToZEYuvb5RIROSeHCkgXhyOzUaNG4eOPP0Z7ezsaGxtRVFSERx99tMs28+fPx9/+9jfodDoolbzH1GD4af6RL/9TdSLdb4j7i9kjcLKwHsfP1WHLN4WYdGExSWt4uMt5rzcicnoOFZB68/333yM0NBReXl74/vvvAQBxcXFdtklISIBer0dpaSkSEhLEKNPlcAVt59TbDXEnjA7F/hOVeD/nDGRSCdzdBv5jQSGXYuSwAAYkInJ6Dh2Qjhw5guzsbDz22GMAgObmzlWbfXy6/qds/tz8/EAIgoD2dte4/YJGo+nycSAKyxsBABGB7n36d9Pr9dDrdNDZ6C713SmkJpiMpsseQ6/Xd/lo6/1byx7H6N6z+Rjt7VrLMUbG+CL3fAMa1R3Y/X0ppqUP/CySUi6FXq8X/XvJFl/jzsgV+3bFngH2bf4oCILdRjEcNiBVVVXhkUceQWZmJpYtW2b34+n1euTmutbtF4qKigb82oKyzoBk0tYhN1d92W1lMhkkSm9U11RDqzMM+JiX4+vljhB/N9TU1kLTcfm71dfV19l1/wNlz2OYe77UMUZFKbA/twNnS5oQ4GlAoPfAfjS4K+UI95egtlINo1H85QOs+Rp3Zq7Ytyv2DLBvAHabWuOQAamlpQV33303/Pz88Prrr0Mq7bzYztfXFwCgVqsRHBzcZfuLnx8IhUKBxMREK6p2HhqNBkVFRYiNjYVK1f8J1s2tOqg1ZZBIgGkTU/o0JNOo1iM0RLDb2RdPdzk8VB4ICQ6+7Bmkuvo6BAUGQaFQ2Hz/1rLHMbr3fKljhIcBDe2VOFPchNOlOiyZHgm5rP8XuSrlUgQFBsHf2/q5TNaw9mvcWbli367YM8C+zX3n59tvmRKHC0harRb33nsv1Go1PvroI3h7/3SPr/j4eABAYWGh5e/mzxUKBaKjowd8XIlEAg8Pj4EX7oRUKtWAej5T0nlJeESQJwL8+zYHqVXbDoVSCUjtNDyllEMqk/bpGAqFot+/cfRn/wNlz2OYe77cMaaMiURJdSuaW3U4crYe09Ij+38cuRQKhcJhvpcG+jXu7Fyxb1fsGWDf9rxIyKHWQTIYDHj44YdRWFiIt99+G6GhoV2ej46ORmxsLHJycro8np2djaysLF7BNkgKypsAAAmRfqLWQbblrpRj1vjOXzJ+zK9DSdXlh06JiIYyhzqD9PTTT2P37t14/PHH0dra2mXxx9GjR0OpVGLFihVYuXIlYmJikJmZiezsbJw4cQLvv/++eIW7mMLyzsnw8ZEDH9IkxxQT5oPUhED8WFCPnUdK8Ms5SVZd1UZE5Kwc6iffvn37AAAvvvhij+d27tyJqKgoLFy4EBqNBhs2bMD69esRFxeHNWvWICMjY7DLdVkFDEhDWlZqBMpqWtGo7sDXR8swd9IwrnVFRC7HoQLSrl27+rTd0qVLsXTpUjtXQ71p1+pRWdcGgAFpqFLIpZgzMQaf7DqHgvJmnC1pxMhhPRdxJSIayhxqDhI5vvMXFogM8lPB18tN5GrIXoL9PTBhdBgAYO+xcrS0dYhcERHR4GJAon75aYI2zx4NdWNHhiA80BN6gwk5B4thMNrn6j0iIkfEgET9UlDG+UeuQiqRYE5mDNyVMtQ2avDND+Vil0RENGgYkKhfeAWba/H2UGLOxGEAgNPnG5Bb1CByRUREg4MBifpMpzeitLpzbRyugeQ6YsK8MfHCfKQ9R8tQ1+Ra934iItfEgER9VlzVAqNJgLeHEkF+7mKXQ4No/KgQxIR5w2gSsP1AETp04t9njYjInhiQqM/yS5sAAAlRvlwXx8VIJBLMmRgDbw8FWtp02HG4BIIgiF0WEZHdMCBRn527EJCGR/uJWgeJw10pxzVZsZBJJSiqbMHBk5Vil0REZDcMSNRnPwUkf3ELIdGE+HtgxoX7tR09W8tJ20Q0ZDEgUZ9odQaUXJigzTNIri0pxh/jR3XeSPrr78tQUdsqckVERLbHgER9cr68BSaTAH9vNwT6coK2q5s4OhQJUb4wCQKyDxShqZUrbRPR0MKARH1yrrQRQOfwGidok0QiwazxMQjxV6FDZ8S2feeh1RnELouIyGYYkKhPzPOPEjm8Rhco5FLMnxwHL5UCTeoObN9fxNuRENGQwYBEfcIr2Kg3nioFFkyJg1IuRUVdG3IOFMFk4uX/ROT8GJDoito0epRfmIjLgETdBfmpMH9yHKRSCfLLmrHxizNcI4mInB4DEl1RQXkTACDEXwVfLzdxiyGHFBnihTkTYwAAXx8tw0c78kSuiIjIOgxIdEXnSpoAcP0jurzEKD/MGBcFANiYcwZfHCwStyAiIiswINEVnS0xX8HmJ24h5PDGDA/GwilxAIA3PjmOb46Vi1wREdHAMCDRZQmCgDMXVkseGRsgcjXkDK6bnoBrsmJhEoCXP/geh3hLEiJyQgxIdFk1jRo0qjsgk0p4iT/1iUQiwf1L0jBjXBSMJgEv/usIjp6tEbssIqJ+YUCiyzpb3Hn2KC7SF24KmcjVkLOQSiV46MYMTEmLgMFowvPvfoeTBXVil0VE1GcMSHRZZ4o75x+NjOEEbeofmUyK390yDuNHhUKnN+KZdw7iTDFvbktEzoEBiS7LPP8oifOPaAAUcin+cPsEpCUGQdNhxJNvHUDueYYkInJ8DEh0SR16IwrLmwEAI4fxDBINjFIhw6pfZ14ISQY8tWE/ThXWi10WEdFlMSDRJRWUNcFoEuDn7YbQAA+xyyEn5u4mx6o7MzFmeOeZpD9vOMA5SUTk0BiQ6JLOFHXOP0qK8YdEIhG5GnJ27ko5Vt05CekjgqHVGfHntw/ix3yGJCJyTAxIdEnmCbVc/4hsxU0hw59+nYmxI0PQcSEkHcmtFrssIqIeGJCoV4IgIPfCBO1RDEhkQ24KGf74q4mYMLrz6rbn/nEIe46WiV0WEVEXDEjUq4q6NjSpO6CQS3mLEbI5pUKGJ341EdMzOheTfPmD75G9/7zYZRERWTAgUa9OFnReZTQixh9KLhBJdiCXSfHbm8di/uRYCAKw7tMT+HhHHgRBELs0IiIGJOrdqcLOybMp8YEiV0JDmVQqwX1L0nDj7BEAgH9vz8Xb/zsJo4khiYjExYBEvTKvU5PMgER2JpFIcOu8UbhzUQoA4PNvCvHCe99B22EQuTIicmUMSNRDTUM7aho1kEolvIKNBs110xPw+9vGQyGX4tCpKvxh3T40tmjFLouIXBQDEvVw6nzn2aPEKF+o3OQiV0OuZGp6JJ6/bwq8PZTIL23C71bvRXFVi9hlEZELYkCiHn4aXgsSuRJyRaPiAvD3h6YiMtgTtY0a/P71b3DoZKXYZRGRi2FAoh7MV7BxgjYNhC3WXI8I8sLfVkxDcnwg2rUGPPfud3g/J5eTt4lo0HD8hLpobNGivLYVEknnb/JE/SGTSmAwmVDT0G6T/f3mF+n4eGcedh4uxUdf5eF0YT3uWpyKEH8VvDyUNjkGEVFvGJCoi+PnagEA8ZG+8OZ/QNRPUqkEWp0RpdVN0BtMNtlnakIQ5DIpdh4uwY8F9Xhy/X48dGMGJowOs8n+iYh641BDbMXFxXjyySexePFijB49GgsXLux1u02bNmHu3LlITU3FokWLsHv37kGudOg6ltcZkNKHB4tcCTkzvcFk0z+JUX64YcZw+Hgq0dyqw/PvfodPdp3jkBsR2Y1DBaRz585hz549GDZsGBISEnrdZtu2bVi1ahXmzZuHDRs2ID09HcuXL8cPP/wwuMUOQYIgWM4gjWFAIgcT5KfC0lnDkRDlC6NJwD+3ncYf1+2z2XAeEdHFHCogzZw5E3v27MHq1auRnJzc6zarV6/GggUL8PDDD2PSpEl45plnkJqairVr1w5ytUNPWU0r6pu1UMilGM0J2uSA3JVyLJwShzsWjobKTYZThfVY8fJu7DpSwluUEJFNOVRAkkovX05paSmKioowb968Lo/Pnz8fBw4cgE6ns2d5Q94PF4bXRscFwI33XyMHJZFIcNWYSKz+3QyMig1Au9aAV/9zDE++dQBlNWqxyyOiIcKpJmkXFhYCAOLi4ro8npCQAL1ej9LS0ksOzV2JIAhob3eNU/UajabLR7OjZ6oAAKNj/Wz+b6HX66HX6aCz0cTd7hRSE0xG02WPodfru3y09f6tZY9jdO/Z3n0Mxr8TTFLo9Xr4eyuw6lcZ+PzbYnz6dSF+OFeL5X/fjWunDMO8zHAAPb/Gh7pLfW8PZa7YM8C+zR8FQYBEYovFRXpyqoDU3NwMAPDx8enyuPlz8/MDodfrkZubO/DinFBRUZHl70aTgBP5nTeo9ZK22PTfQiaTQaL0RnVNNbQ6+9xfy9fLHSH+bqiprYWm4/JnEuvq6+y6/4Gy5zHMPdu7j8H4d3JXyhHuL0FtpRpGoxEjQ4D754Vg+/dNOFehxea9Rdh9pBRzMnxhEs5Daqcfno7s4u9tV+GKPQPsGwCUSvtcce1UAcmeFAoFEhMTxS5jUGg0GhQVFSE2NhYqlQoAcLakCTpDObxUCsycnAap1Lb/qTSq9QgNEex2VsHTXQ4PlQdCgoMvewaprr4OQYFBUCgUNt+/texxjO4927uPwfh3UsqlCAoMgr93eJfHJ08QcCS3Fu9ln0Vdsxaf7GtAVJ4Hbpw9HBNGBdvtt0xH0tv39lDnij0D7Nvcd35+vt2O5VQBydfXFwCgVqsRHPzTVVYtLS1dnh8IiUQCDw8P6wp0MiqVytLzyfPFAIAxI4Lh5eVp82O1atuhUCoBqZ2Gp5RySGXSPh1DoVD0+zeO/ux/oOx5DHPP9u5jUP6d5FIoFIpev1+nj/dEZmoUPvoqF1u+PY+y2na8/J/jiI/0xS1zR2L8qFCbh39HdPH3tqtwxZ4B9m3PX3ycKiDFx8cD6JyLZP67+XOFQoHo6GixSnN6h093zj+ayMX3yMm5u8mxdGYCEgK1OFfrhu0HS1BY3oxn/3EI4UGeWDAlDrMmxMBL1b+ziETkWhzqKrYriY6ORmxsLHJycro8np2djaysLLuNQw51tY0anK9ogUQCjBsZInY5RDahUkpx4+xEbHhiDm6YkQhPdzkq69rw9v9O4lfPfIE1m37AudJGLg9ARL1yqDNIGo0Ge/bsAQCUl5ejtbXVEoYmTpyIgIAArFixAitXrkRMTAwyMzORnZ2NEydO4P333xezdKd2JLfz7NHIYQHw9XITuRqiK+vLSXWZrHOpCl8vN/xqYTJunJOEr4+WYdu3hSiuUuOLg8X44mAxIoI8MX1sFKZlRCIqxNu+hROR03CogFRfX4+HHnqoy2Pmz//1r38hMzMTCxcuhEajwYYNG7B+/XrExcVhzZo1yMjIEKPkIeG709UAgAmjQ0WuhOjK+nJDXL1eD4nSG41qPVq1P203LikEY0cEI6+0CV9/X4of8mpRUdeG/3x5Fv/58ixiQr2RMSIYGUkhiArxsuv8Bg93OW+4S+TAHCogRUVF4ezZs1fcbunSpVi6dOkgVDT0aXUGnLhwexHOPyJn0Jcb4up1OlTXVCM0ROicMN6LyWkRGD8qFAXlzThb3IjiqhaUVKtRUq3G/74phJdKgdhwH8RF+iIm1AsKue0WT1XIpRg5LIABiciBOVRAosF34lwddAYTQvxViAnj8AI5D/ONbHujM5ig1Rk6lxq4zNV0EokEiVF+SIzyg6bDgPMVzSiraUVxVQtaNXqcLKzHycJ6yKQSRIV4ITbcB8PCfeDNYEM05DEgubiDJysBABNGh7nEOjFEl6Jyk2N0XCDGjwpFWKAnvvmhHAVlTSiqbIG6XY/iKjWKq9TAsXIE+rojNtwHseE+CA2w76XGRCQOBiQXZjCaLAFpclr4FbYmch0KuRSx4T6IDPbC1HQBDS1aFFeqUVTZgqr6NtQ3a1HfrMX3Z2qgcpMjNtwHw6P9EBni5ZIrdxMNRQxILuxkYQPU7Xr4ebkhOT5I7HKIHJJEIkGgrwqBviqMHRkCTYcBJVWdYamkugWaDgNyixqQW9QAlZscidF+GB7lh7BAnlkicmYMSC7s4MnOq9cmp4VD5gKrCxPZgspNjqRh/kga5g+jSUBlXSvyy5pRUNYETYcBP+bX4cf8Ovh7uyE5PhAjhwXATWm7Cd5ENDgYkFyUwSjgu9waAMBV6ZEiV0PknDonb3sjKsQbU9MjUVqtRn5pEwrKm9Go7sC3xytw8GQlhkf7IzUhEMH+rndLCCJnxYDkos5Xa9GmMcDf2w2j4wLFLofI6cmkEsvE7al6I/JKGnGyoB4NLVrLEFxMqDfGjQzBsHAfscsloitgQHJRp0o0AIApaREcXiOyMTeFDKkJQUiJD0RVfTt+LKhDflmTZZ2liCBPQABmTojmPCUiB+VU92Ij2+jQGXH6QkDi8BqR/UgkEoQHeeLqzGG4Ze5IJMcHQiqVoKKuDf/30TE8tuZbnD5fL3aZRNQLBiQXdPBUNXQGAaH+KoyKDRC7HCKX4Ovlhp+NjcKyeaMwNikESrkUuUUNeGzNt3juH4dQWq0Wu0QiuggDkgv6+mgFAGD62AhIObxGNKg8VQpMy4jEXx6YgrmThkEqAQ6dqsLyl3ZhzaYf0NzaIXaJRAQGJJdTUdeK00WNAICfZUSIXA2R6/L3dsfypelY8+hMZCaHwSQAXxwsxn0v7sT2A0UwmgSxSyRyaQxILmbn4VIAQGK4GwJ93UWuhoiiQ73xp19n4oUHpiA23AetGj3e+OQ4Vq7ei7ySRrHLI3JZDEguxGgSsPNwCQAgI8FT5GqI6GIpCUH4v0em4+7rUuDhLkd+aRNWrt7LYTcikTAguZCDJytR36yFt4cCSZEqscshom5kMikWTU3Am4/NwoxxURAuDLvd/9edyDlQBBOH3YgGDQOSC/nfngIAwOwJUZDLODmbyFH5+7jjtzePw4sPXoXYcB+o2/VY+8lx/H7NNygsbxa7PCKXwIDkIvJKGpFb1AC5TIK5mdFil0Pk8vryK0pyfCD+75HpuGtxClRuMpwtbsQjr36NDf/7Ee1afa+vkcl43zciW+BK2i7if3s7zx5NTY+Ev7cbqkSuh8iVyaQSGEwm1DS092n7rJRwjIzxx4c78nAktxqf7y3E3qPluOnqJIwfGWJZjVuv10Oi9EajWo9WbTs83OXw8lDasxWiIYsByQXUNWmw73jn2keLpyWIXA0RSaUSaHVGlFY3QW8w9fl1V42JQFSIF3Z/X4qm1g68+dkJDAvzxoxx0fDzdoNep0N1TTVCQwR4eLhj5LAABiSiAeIQmwv4dPc5GE0CUhICkRDlJ3Y5RHSB3mDq95/IYC/cNCcJ40eFQiqVoLhKjX9vz8X+ExXQdBig1Rmgu7AtEQ0cA9IQV9PYjpwDxQCAX16dJHI1RGQLcpkUmclh+OWcJESFeMFoEvDd6Wp88vV51Db3PjeJiPqHAWmI+3hHHgxGE9ISg5CWGCx2OURkQ37eblg0NR5XZ8bAw12OljYdDp1tw67vy9HSphO7PCKnxjlIQ1hFXSu++q5zYchbrhkpcjVEZA8SiQTDo/0RE+aDAyfKcep8IwrKW1BUdRrVDe1YNn8UPNwVYpdJ5HR4BmkIe3/7GZhMAsaNDMHouECxyyEiO3JTyDA5NQxTk70QHugBo1HAtn3nce+LO/HFwWLe242on3gGaYj6Ia8G3/xQDqkEWDZ/tNjlENEg8fWUY8HkMFQ1duC7U1WoadRgzaYf8L+9BbjlmpHISgmHVMqFYi/W2q5Du9Zgt/1zuQXnxIA0BOkNRrz52QkAwPwpcYiP9BW5IiIaTBKJBIlRfrj2qngczq3Gh1+eRWm1Gi/+8zDiI3xxy7yRmDAq1LJ+kqtr1xpwprjBLlf+KeRSLrfgpBiQhqDPvs5HeW0b/LzdcOs1o8Quh4hEIpdJsXhaAmZPiMH/9hZg854CFFY049l3DmFEjB9+PnMEMpPDeEYJPy25QGTGgDTEnK9oxodf5gEA7rw2GZ4qTs4kcnWeKgVunjsSC6+Kx2e7z2HrvvPIK2nCX977DlEhXljys0T8bFw0FHJOSyUy43fDEKLVGfC3fx+BwWjChNGhmD42SuySiMiB+Hgq8auFydjwxGwsnTUcnu5ylNW0YvXHP+Cu57/Cpp15aG7tELtMIofAM0hDyNv/O4mymlYE+LjhoRszOL+AyMVd6ieAv7c7ls0fjZ/PHI6cA0X4394CNLRo8a/sXPzny7O4akwEFkyJw4gYf/4cIZfFgDRE5BwowhcHiyGRAL/95Tj4ermJXRIRiaivN8S9akwkMpPDcehUFXYdKUFxlRq7vy/D7u/LMCzMG1eNicTE5DB49TJcz6uzaChjQBoCjuRWY92Fq9Z+efVIjBnBFbOJXF1/b4jr66XEddMTUN3QjuPn6pBX0ojiKjWKq87gw6/OIj7SF6PjAjAszAdSqYRXZ9GQx4Dk5PJKGvG3fx+GySRg5vho3DRnhNglEZED6e/VWYG+KswcH42s1HDklTQit6gB9c1anCttwrnSJqjc5IiP9MXIYf4YEe1vx8qJxMWA5MR+LKjDs+8chKbDiLTEICxfms75AkRkEyo3OcYMD8aY4cGobdLgTFED8koaoekw4FRhPU4V1uOr70owZUwEMpPDkJoQBKVCJnbZg8JoEqA3GKHTdwZPiQSQSiSQSACZTAqlXMqfxUMAA5KTOniyEi/9+wh0hs4b0f7xjom8RJeI7CLYT4Xg9EhMTotARW0r8suaUFjejJY2HbbvL8L2/UVwU8qQPjwYE0aHYdzIEAT5qcQue0A69EY0tmjRqO6Aul2HNo0erRo92jR6tGsN0OmNV7xti1QCuLvJ4a6Uw8Ndju9OVSE2whfhQZ4ID/RARLAXvDk06fAYkJyM0WjC+zln8MmucwCAiaPD8Niy8S7zmxsRiUcmlSA61BvRod6YNSEGcqkEp4sacCS3GvXNWhw6VYVDp6oAAOFBnkhLDEJqQhDSEoPg7+MucvVdNbd2oKRajdJqNfKKG5FX2oiGZi3a+nHLEalUAqkEMJkAQRBgjk0moXN17natAQ0tQFlNK/b/WNnltQE+7oiL8EFchC/iInyQEOWH8EBPLtrpQBiQnEhptRprNv2A0+cbAAALr4rDnYtSIJfxzBERDS6ZVIKUhCDMnBADQRBwvqIFh09X4fDpapwrbURlXRsq69rwxcFiAECwvwrDo/0wPNofw6P9EB/pa/ezKAajCdUN7SivbUVFbSvKajr/lFSpoW7XXfJ1nu5y+Pu4w8dTCS+VAp4qBbxUCni4K6BUyKCUS6FQSCGTdv3ZKwgCjCYB2g4DNB0GaHVG6PRGeLgroG7XoaKuDVX1bahv1qKhpfPP92dqLK/3cJcjMcqv80+0H4ZH+yE0wIPDdSJhQHICrRo9Pt11Dpv35MNgFKByk2HF0gxMzYgUuzQiIkgkEsRH+iI+0hc3zklCm0aPU+fr8WN+HU6cq8P5ymbUNmpQ26jB/hM/nUnx8VQiMtgLUSFeiAj2QoCPG/y83eHv7QY/Lzd4qhSQy6Q9zqoYjSZ06I3o0BlR29CKwiot6joq0dZhQn2zFhV1baiobUVVQztMlxgOk0iAEH8PRId6I9DXHSaTAB9PJfx93OE2wDPyEokEcpkEXh5Ky9V9CrkUqQlBCAnwsGzXrtWjqLIF5ytacL6iGUUXPrZrDTiRX4cT+XWWbb09FF0C0/BofwT6OtbZuKHKKQNSQUEBnnvuORw7dgyenp5YvHgxHn74YSiVQ2tMt6FFi+x957Hl20LLnaYnjA7FvdenIfSibzYiIkfiqVJg4ugwTBwdBqAzEOSXNeFcSdOFq+EaUdOoQUubDi1tDcgtarjs/qRSCeQyKWRSCfQGIwzG3kJPXS+PAW5KGSKDvBAR7ImIYK/OIcIQL0SGeMFd2flfYE1DO34sqBu0e7F5uCswOi4Qo+MCLY8ZjCaUVqtxrrQJ+aVNOFfWhKKKZqjb9TiWV4tjebWWbf283RAf7g1vZQfapbVISQyFvzdDk605XUBqbm7G7bffjtjYWLz++uuorq7Giy++CK1WiyeffFLs8qzWqtHj6Jlq7DlajiNnqi2//QwL88at80YhMzmMp1uJyKl4uCuQlhiMtMSf1mjTdBhQXtuK8prO4a+K+jY0tXSgqbUDTeoONLd1QLiQg0wmATqTscd+JRLAw00OlRIIC/JBkJ8H/H3cLROhI4O9EOjr7hQ/M+Uy6YX5SL64OnMYAEBvMKKosqUzMJU2Ib+sCcVVajSpO3BU3XlLmD0nfwAABPm6IzH6wpmmKH8kRPnCx1PpFL07KqcLSB9++CHa2tqwZs0a+Pn5AQCMRiOefvpp3HvvvQgNDRW3wH4wmgTUNLSjtFqNM8UNOFVYj7PFjV2ukBgVG4DrpidgUko4J+8R0ZChcvtpvk1vzMNoeoMJBqMJBqMAo9EEhVwGN2XnH6VcCo1Gg9zcXIwaNQoeHkPrzLpCLrswZ8sf8y481qE34nxFM04V1ODY6VLUt0pQXteGumYt6pqrcPBkleX1nu5yhAV5IjzQE+FBnggL7Px7SIAH/LzdBjyU6CqcLiDt3bsXWVlZlnAEAPPmzcNTTz2Fffv2YcmSJeIV14uKulZU1LahSa1FU6sOTeoO1Da1o7ymFeW1bTAYe57SjQ71RmZyGGaOj0Z0qLcIVRMRiUsmk8KDF6D04KaQYeSwAMQEuyPWtw2jRo2CRKZEYXmzZfgyv7QJFXVtaNMaUFDWjIKy5l735eEu75zv5e0OP283+Hu7wcdDCZW7Ah7unUsUeLh1/l3lJodSIYNCLoVCLoVc9tPHofrLu0QQhMsv6OBgsrKycMMNN2DlypVdHp86dSoWL17c4/G+OHr0KARBgELR815D1tAbTGhUX/nO2HKZxPLFplTIILPzF5sgCDAYDJDL5YN2+tVkEqAzmAA7fblJpBLIpVLojZc+hgDAZDJCKpVd8iae1uzfWvY4Rvee7d2Ho/w7ueJ7DXTtW2rvPiQSKOXi/+doi59ndv35ZKd/pyv1LQiA0WSC0STAaBQufLzw+RXWcRooiQSQXPwdJ/npg0QigZeHAkor1+vr3rder4dEIsHYsWOt2m9vnO4MUktLC3x8fHo87uvri+bm3lPylZi/uGwdFpQKmUNOppZIJIM+oV0mk0A1CL8Nyq/4zWddCL7y/q1n+2P07NnefTjGv5MrvtdA974How8x2eLn2WD9fLKlK/UtkQBSqczK7wLH071viURit1/0nS4g2UNGRobYJRAREZEDca7IDMDHxwdqtbrH483NzfD19RWhIiIiIhpqnC4gxcfHo7CwsMtjarUatbW1iI+PF6kqIiIiGkqcLiBNmzYN+/fvR0tLi+WxnJwcSKVSTJkyRcTKiIiIaKhwuqvYmpubsWDBAsTFxeHee++1LBR57bXXDomFIomIiEh8TheQgM5bjTz77LNdbjXyyCOPDLlbjRAREZE4nDIgEREREdmT081BIiIiIrI3BiQiIiKibhiQiIiIiLphQCIiIiLqhgGJiIiIqBsGJCIiIqJuGJCcWEFBAe644w6kp6djypQp+Nvf/gadTnfF1wmCgPXr1+NnP/sZ0tLScOONN+KHH37osV11dTVWrFiBjIwMTJw4EX/84x/R2tpqh076x559NzQ04LnnnsPSpUuRkpLiMDcytmfP+/fvxyOPPIKZM2dizJgxmD9/Pt5++23o9Xo7ddN39uz7xIkTuOOOOzBlyhSkpKTgZz/7GZ544glUV1fbqZu+s/f3tpnJZMKSJUuQlJSEnJwcG3bQf/bs+dChQ0hKSurx55FHHrFTN303GO/1119/jZtuugnp6emYMGECbrvtNlRVVdm4k/6xZ9+PP/54r+93UlIS1q9f3/ciBXJKTU1NwpQpU4RbbrlF2Lt3r7Bp0yZh3LhxwtNPP33F17711ltCcnKy8O677wr79+8XHnzwQSEjI0MoKSmxbKPT6YSFCxcKCxcuFHbu3Cls27ZNmDZtmnDPPffYs60rsnffp0+fFrKysoR7771XuPHGG4X09HR7ttMn9u55xYoVwt133y3897//FQ4ePCi89dZbQlpamvD444/bs60rsnff33zzjfDMM88I27ZtEw4ePChs2rRJmDFjhrBw4UKho6PDnq1dlr37vtjGjRuFyZMnCyNGjBC2b99u61b6zN49Hzx4UBgxYoTw6aefCseOHbP8KSoqsmdbVzQY7/XmzZuF5ORk4eWXXxYOHDgg7NixQ3jxxRdF7d3efRcXF3d5n48dOyY8//zzwogRI4Tc3Nw+18mA5KTefPNNIT09XWhsbLQ89uGHHwqjRo0SqqqqLvk6rVYrjB07Vnj55Zctj3V0dAgzZswQnnrqKctjW7ZsEZKSkoSCggLLY998840wYsQI4fjx4zbtpT/s3bfRaLT8ffXq1Q4RkOzdc319fY/Xrlu3TkhKSur1ucFi77578+233wojRowQvv/+e2vLH7DB6ru+vl6YOHGi8Mknn4gekOzdszkgnThxwh7lD5i9+25sbBTGjh0rbNy40R7lD5gY39u33nqrMH/+/H7VySE2J7V3715kZWXBz8/P8ti8efNgMpmwb9++S77u6NGjaG1txbx58yyPKZVKzJkzB3v37u2y/6SkJMTHx1semzJlCvz8/LBnzx7bNtMP9u5bKnW8bwl79xwQENDjtaNGjYIgCKitrbVNEwNg7757Yz6WmMOLg9X3K6+8gszMTGRmZtq0/oEQ4712BPbue/v27TCZTPj5z39ul/oHarDf7+rqahw5cgTXXnttv+p0vP8NqE8KCwu7hBcA8PHxQXBwMAoLCy/7OgA9XpuQkICKigpotdpL7l8ikSAuLu6y+7c3e/ftiMTo+ejRo1AqlYiKirKicusMVt9GoxE6nQ4FBQV46aWXkJycjHHjxtmoi/4bjL5PnDiBrVu34ve//70NKx+4wXqv77nnHowaNQrTpk3DX//6V9G/7+3d9/HjxxEXF4fNmzdjxowZGD16NBYvXizqL7nA4P9M27p1K0wmExYsWNCvOuX92pocRktLC3x8fHo87uvri+bm5su+TqlUws3NrcvjPj4+EAQBzc3NcHd3R0tLC7y9vfu9f3uzd9+OaLB7Lioqwr/+9S/cdNNN8PT0tL6BARqsvm+99VYcPXoUAJCSkoL169dDLhfvR6O9+zaZTHj66adxxx13ICoqCmVlZTbvob/s3bO3tzfuuusuTJgwAW5ubjh48CD+8Y9/oLCwEG+99ZbN++kre/ddW1uL8+fP47XXXsOjjz6K4OBgbNy4EQ888AA2b96M4cOH27ynvhjsn2lbt25FRkYGoqOj+1UnAxIRWbS2tmLFihWIiopyiCt8BsPzzz8PtVqN4uJibNiwAXfccQf+85//wMvLS+zS7GLTpk2oq6vDPffcI3Ypg2b06NEYPXq05fOsrCyEhITgmWeewYkTJ5CWliZidfYjCALa29vx97//HbNmzQIATJw4EXPnzsWGDRvwt7/9TeQK7a+goACnT5/GqlWr+v1aDrE5KR8fH6jV6h6PNzc3w9fX97Kv0+l06Ojo6PJ4S0sLJBKJ5bU+Pj69XtJ/pf3bm737dkSD1bNOp8ODDz6I5uZmrF+/Hh4eHrZpYIAGq+/4+HiMGTMGixYtwrvvvouioiJ89NFHtmliAOzZd1tbG1555RXcf//90Ov1aGlpsXyfa7Va0ZbxEOP72jyP5eTJkwOs2nqD8XMcACZNmmTZRqFQYMKECcjPz7dFCwMymO/3li1bIJfLMX/+/H7XyYDkpOLj43uM1arVatTW1vYYn+3+OgA4f/58l8cLCwsRERFhOT3Z2/4FQcD58+cvu397s3ffjmgwejaZTFi5ciVOnTqFDRs2IDw83IYdDIwY73VQUBDCwsJQXFxsReXWsWffjY2NaGpqwlNPPYUJEyZgwoQJWLx4MQDgsccew9y5c23cTd+44vc1YP++ExMTL7mP7iFjMA3m+71t2zZkZWX1ejHKlTAgOalp06Zh//79aGlpsTyWk5MDqVSKKVOmXPJ1Y8eOhZeXF7Zv3255TK/X48svv8S0adO67P/MmTMoKiqyPHbgwAE0NTVh+vTptm2mH+zdtyMajJ6ffvpp7N69G2+88QaSkpJs38QAiPFeV1ZWoqKiot9zFWzJnn0HBwfjX//6V5c/r7zyCgBgxYoVeP311+3U1eWJ8V5v27YNAJCammpl9QNn775nzJgBoPNnt5lOp8Phw4eRnJxsy1b6ZbDe7+PHj6OkpAQLFy4cWKH9WhSAHIZ5oa1bb71V+Oabb4RPPvlEGD9+fI+FtpYtWybMnj27y2NvvfWWkJKSIrz33nvC/v37hRUrVlx2ochdu3YJ27ZtE6ZPn+4wC0Xaq29BEITt27cL27dvF37zm98Iqampls/Lysrs3l9v7N3zunXrhBEjRgh//etfeyyuplarB6XH3ti771WrVgmvvPKK8NVXXwkHDhwQPvjgA2HOnDnC1KlThYaGhkHpsTeD8TV+sdLSUtHXQbJ3z7/73e+E1atXCzt27BC++eYb4aWXXhKSk5OFBx54YFD6u5TBeK9XrFghTJo0Sdi0aZPw9ddfC/fcc4+QmpoqnDlzxu79XcpgfY0/++yzQlpamtDa2jqgOhmQnFh+fr5w++23C2lpaUJWVpbw4osv9lgB+NZbbxVmzJjR5TGTySS8+eabwrRp04SUlBRh6dKlwtGjR3vsv6qqSli+fLmQnp4ujB8/XvjDH/4g6n+YZvbue8SIEb3++fTTT+3a1+XYs+dbb731kj0fPHjQ7r1djj373rRpk7B06VJh/PjxQlpamjB37lzh2WefFWpra+3e15XY+2v8Yo4QkATBvj2/+eabwoIFC4T09HQhOTlZuPrqq4XXX39d1BXTzez9Xre1tQnPPvusMGnSJCElJUW48cYbhSNHjti1p76wd98Gg0GYMmWK8NBDDw24RokgCMLAzj0RERERDU2cg0RERETUDQMSERERUTcMSERERETdMCARERERdcOARERERNQNAxIRERFRNwxIRERERN0wIBFRD0lJSXjmmWeuuN1nn32GpKQklJWVDUJVRESDRy52AUQ0uM6ePYu1a9fixx9/RF1dHfz8/JCYmIiZM2fitttuE7s8p/HQQw8hJycHd911Fx599NEezx86dAjLli2zfC6XyxEWFoZx48ZhxYoVPe731tjYiPXr12PXrl2oqKiASqVCamoqbrvtNvzsZz/rsq1Wq8UzzzyDEydOoLKyEiaTCdHR0bjhhhtw8803Q6FQ2KVnIlfClbSJXMjRo0exbNkyRERE4LrrrkNwcDAqKystN3X86quvAHSeQbrlllvw5JNPXnZ/RqMRBoMBSqUSEolkMFpwCK2trZg8eTKCgoJgMpmwe/fuHv2bA9Jtt92G1NRUGAwGnD59Gh999BE8PT3x+eefIzQ0FEDn3ch/9atfoaGhAUuWLEFqaipaWlqwZcsW5Obm4u6778bKlSst+25qasI999yD8ePHIzIyElKpFMeOHcPnn3+OBQsW4OWXXx7Ufw+ioYhnkIhcyJtvvglvb2988skn8PHx6fJcfX19v/cnk8kgk8lsVZ7oDAYDTCYTlErlZbf74osvYDKZ8Je//AW33347Dh8+jIkTJ/a67fjx43HNNdcAAG644QbExsbiueeew+bNm3HvvfdCr9fjoYceQktLCzZu3IgxY8ZYXvurX/0KK1euxIYNG5CcnIx58+YBAPz8/PDxxx93Oc4vf/lLeHt74/3338fjjz+O4OBga/4piFwe5yARuZCSkhIkJib2CEcAEBgY2OOxHTt2YOHChUhJScGCBQuwd+/eLs/3Ngdp5syZuPfee3Ho0CEsWbIEaWlpuPbaa3Ho0CEAwJdffolrr70WqampWLJkCU6fPt1ln48//jgyMjJQUVGBe++9FxkZGZg6dSo2btwIoHOIcNmyZUhPT8eMGTOwZcuWHnW3tLTg+eefx/Tp05GSkoI5c+Zg/fr1MJlMlm3KysqQlJSEd955B++99x5mz56N1NRUFBQUAAAKCgpQUVHR67/jli1bMHnyZEyaNAkJCQm91nApkyZNshzf/O+Rl5eHu+++u0s4AjoD6DPPPAMfHx+8/vrrV9x3ZGSkpX8isg4DEpELiYyMxKlTp5CXl3fFbb///nv8+c9/xvz58/Hoo4+io6MDv/nNb9DY2HjF1xYXF+N3v/sdZs6cid/+9rdobm7Gfffdh88//xwvvPACrr32WqxYsQIlJSV4+OGHuwQXoHPo7u6770ZYWBhWrlyJyMhIPPPMM/jss89w1113ISUlBStXroSnpycee+wxlJaWWl6r0Whw66234vPPP8d1112HP/3pTxg7dixeeeUVvPDCCz1q/eyzz/D+++/jF7/4BR577DH4+voCAObPn4/HHnusx/bV1dU4dOgQFixYAABYsGABvvjiC+h0uiv+uwCdIRXoPAsEALt27QIAXHfddb1u7+3tjVmzZqGgoMDyWjOdToeGhgZUVlbiq6++wj/+8Q9ERkZi2LBhfaqFiC6NQ2xELuTXv/417r77blx33XVIS0vDuHHjkJWVhczMzB4TewsKCpCdnY2YmBgAQGZmJhYvXoxt27bh1ltvvexxzp8/jw8//BAZGRkAgMTERNx5551YtWoVtm/fjoiICACAr68vnnzySRw+fBiZmZmW13d0dGDRokW49957AQDXXnstpk6diieeeAKvvPIK5s+fDwCYPHky5s2bh82bN2PFihUAgHfffRelpaX473//i9jYWADATTfdhJCQELzzzjv49a9/jfDwcMuxqqqq8NVXXyEgIKBP/4bbtm2DUqnErFmzAHQGpNWrV2Pv3r2YPXt2j+3b2trQ0NAAg8GA3NxcPP/885BIJLj66qst/87e3t6Wsz+9GTlyJAAgPz/f8n4AwFdffYXf/va3ls9TUlLwl7/8BXI5f7QTWYvfRUQuZMqUKfjwww+xfv16fPvttzh27BjefvttBAQE4LnnnrP8pw90ho+L/zMeOXIkvLy8upytuZTExERLOAJgGTqaNGmSJRxd/HhpaWmXgAQAS5cutfzdx8cHcXFxKC4utszDAYD4+Hj4+Ph0qSknJwfjxo2Dj48PGhoauvSzfv16HD58GIsWLbI8fvXVV/cajs6ePdtrb1u2bMH06dPh5eUFAIiNjUVycjI+//zzXgPSE0880eXzgIAAvPjii0hNTQXQGaA8PT17PZaZ+fm2trYuj2dmZuLdd99FS0sLDhw4gLNnz0Kj0Vx2X0TUNwxIRC4mLS0Na9asgU6nw5kzZ7Bjxw689957eOihh7B582YkJiYCQJezLGa+vr59mt/S/bXe3t4AgLCwsC6Pm0NG9326ubn1CC3e3t4ICwvrcbWYt7d3l9cXFxfj7NmzyMrK6rW2i0MTAERFRV2pHYuCggKcPn0aixcvRnFxseXxzMxMbNy4Ea2trZaezB588EGMHz8eUqkU/v7+SEhI6HKGx9PT84rDluZg1H2eWFBQEIKCggAA11xzDd58803ccccd+PLLLzlJm8hKDEhELkqpVCItLQ1paWmIjY3FH/7wB+Tk5GD58uUAcMmr0/qyMsilXtvXfVrzepPJhClTpuCuu+7qdVvzsJuZu7t7r9v15vPPPwcAvPDCC73OZ/riiy9www03dHlsxIgRmDx58iX3mZCQgNzcXFRUVHQ5u3Yx89ms7msndTd37ly8+uqr2LlzJ2666abLbktEl8eARERISUkBANTU1IhcifViYmLQ3t5+2VAyEIIgYMuWLcjMzMTNN9/c4/k33ngDW7Zs6RGQrmTmzJnYunUrNm/ejAceeKDH862trdi5cyeSk5OvGJA6OjoAAGq1ul81EFFPvIqNyIUcPHiw1zNAe/bsAdA5p8fZzZs3D8eOHcM333zT47mWlhYYDIY+7af7Zf7ff/89ysvLsWTJElxzzTU9/syfPx+HDh1CdXV1v+q9+uqrMXz4cGzYsAE//vhjl+dMJhOeeuopy1WAZg0NDb2+j5s2bQLwU+AlooHjGSQiF/Lcc89Bo9Fgzpw5iI+Ph16vx9GjR7F9+3ZERkZiyZIlYpdotTvvvBO7du3Cfffdh+uvvx7JycnQaDTIy8vDF198gZ07d/bpirX58+dj4sSJ+Pe//w2gc3K2TCbrcdsPs5kzZ+LVV19FdnY27rjjjj7Xq1AosHr1atx+++24+eabsWTJEqSkpECtVmPr1q04deoU7rvvPstVb0DnUN+HH36I2bNnIzo6Gm1tbfj222+xb98+zJgx45Lzr4io7xiQiFzI73//e+Tk5GDPnj346KOPoNfrERERgZtvvhn3339/rwtIOhuVSoV///vfeOutt5CTk4PNmzfDy8sLsbGxWLFihWXCeH/o9Xrk5OQgIyPDsn5RdyNGjEBUVBQ+//zzfgUkoPPM3f/+9z9s2LABO3fuxKeffgq9Xg8AeP755/Hzn/+8y/bjxo3DsWPHsG3bNtTV1UEulyMuLg5/+MMfrrgEAxH1De/FRkTkgM6ePYtbbrkF4eHh+OCDDwYU7Iho4DgHiYjIASUlJeGNN95AUVERHnjggT6v1E1EtsEzSERERETd8AwSERERUTcMSERERETdMCARERERdcOARERERNQNAxIRERFRNwxIRERERN0wIBERERF1w4BERERE1A0DEhEREVE3DEhERERE3TAgEREREXXz/9dofffNig+vAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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Lp3lHiX158CznDCKibhiCiCLch9vL8M9dFZDJgAd+NAvjs6W1Hpi/ZuWnQBulRGOrFScqW8Uuh4gkhCGIKILtOlKL1/7hXQ7j9v+ahPlTM0SuKPCi1Iqudc44SoyIzscQRBShTp9pw9NvfQ0AWDx/DJYsyBW5ouC5ZOZIAMCeo3Vwuz0iV0NEUsEQRBSCFAr/5u0xmDuw5o39cLo8mDMxDT/5/pSQmQ16KKaOTUasToV2cwe+KecyGkTkpRS7ACLqzmx1wGp39fm40+mETB2LNpMTZrt10Mf3eAT86d1DaGqzIS1Rhx8XTkBLu82fkvskkwEOpzsoxx4MpUKOeZPTsW3fGew6Uotp41LELomIJIAhiEhirHYXTla1wunq/baN0+FAQ2MD0lIFqNSDn8dn7zf1OFbeApVSjsKCbJTVGPwtuU/aKCXSk6ODdvzBuGhaJrbtO4M9R+uw8ropIbcMCBEFHkMQkQQ5XZ4+Q5DD5YHd4YLD5QHkg+vf0tBqxVfH6gAAN12Rh/jYqD7PEwgqpXT630wd1/2WGK8GERF/FSKKEE6XG9v2VUEQgPFZCbhg0gixSxpWnbfEAO+oOCIihiCiCLH7aB0MZgeitSpcccFoscsRxUXTMgGcGyXGiROJIh5DEFEEqGu24Jsy76ioy2ePgjYqMu+ETx2XjGiNEu3mDpScaRO7HCISGUMQUZhze4SudbMmZCdiVFqsyBWJR6mQY9b4NADAV9/UiVwNEYmNIYgozB0paUKr0Q7NeTMnR7K5k719ofYeqxe5EiISG0MQURgzWx3Yf7wBAHDh1IyIvQ12vpnj06CQy3C20YyaJrPY5RCRiBiCiMLY3mP1cLk9SE+KxvisBLHLkYQYrQpTcpMBeOdMIqLIxRBEFKaa2204WeXt/Dt/WkZYL4sxWJ23xPYdZwgiimQMQURhas9Rb8ffsSPjkJaoE7kaablgojcEnahogcHcIXI1RCQWhiCiMHS20YQzDSbIZbKuCQLpW6mJOuRkxMEjAAdONIhdDhGJhCGIKAx1doaelJOIuJgokauRps4ZszlKjChyMQQRhZnaJjNqmy2Qy2WYeW5OHOqps1/QwVON6JDASvdENPwYgojCTOftnQnZiYjRqkSuRrpyM+OQHKdBh8ON4pImscshIhEwBBGFkfoWC6obzZDLgJn5qWKXI2kymYy3xIgiHEMQURg5eKoRAJCXlQB9tFrkaqRv7iRvp/F9x+rh4YKqRBGHIYgoTBjMHaioNQIAZubxKpAvpoxNgjZKiTZTB0qquaAqUaRhCCIKE0fLmgEAo9NikaDXiFxNaFApFZg53hsYO0fUEVHkYAgiCgMOpxsnKloBAFPHJotcTWiZfW4E3dcnGYKIIg1DEFEYOFnVBofLg/iYKIweESt2OSFl1rkrQaVnDWgz2UWuhoiGE0MQUYgTBAFHS723wqaMTeYaYYOUoNcgJzMOAHDoXMdyIooMkgtBZWVluO222zB9+nTMnz8fa9euhcPhGHC/trY2PPLII7j00ksxffp0LF68GG+//fYwVEwkrrpmC9rNHVAp5Vwpfog6rwZ9fYIhiCiSKMUu4HwGgwErVqxAdnY21q1bh4aGBqxZswZ2ux2PPPJIv/ved999KC8vxwMPPID09HTs2LEDjz76KBQKBW688cZhegVEw+/4ub5A40bFQ61SiFxNaJo1Pg1//XcJDp1uhNsjQCHn1TSiSCCpEPTOO+/AYrHgueeeQ3x8PADA7XZj9erVWLlyJdLSel8CoKmpCXv37sUf/vAHLF26FABQUFCAo0eP4p///CdDEIWtDqcbZTXtALwzRNPQjM9KQLRWBZPViZIzbRjPtiSKCJK6HbZjxw4UFBR0BSAAKCwshMfjwa5du/rcz+VyAQBiY7t3CI2JiYEgcAI0Cl8lZ9rgcgtI1GuQlqgTu5yQpVDIMT0vBQDw9UneEiOKFJK6ElReXo5ly5Z126bX65GSkoLy8vI+90tPT8dFF12El156CWPGjMGIESOwY8cO7Nq1C0899dSQ6xEEAVardcj7d7LZbN3+pN6xnbycTiecDgccLk+fj3f+eay8BQCQN0rftd0XKrkHHren3/MEwrCcxyOH0+ns8bM62PfTlJx47DpSi/3H63DdgtEBL1Oq+HPnG7aTb6TQToIg+DxARFIhyGg0Qq/X99geFxcHg8HQ777r1q3DqlWrcM011wAAFAoFHn74YVx55ZVDrsfpdOLEiRND3v+7KisrA3ascBbJ7aRQKCBTx6KhsQF2h6vf55ZXN6DZYIdMBujVdtTV1/l8nrgYDVITotDY1ARbx8ADD4ZqOM6jUSuRniBDU50JbnfP1eB9fT/pBO++ZTVGHDj0DaI1kdW/KpJ/7gaD7eQbsdtJrfZt2SBJhaChEgQBv/71r1FZWYmnn34aKSkp2L17N5544gnExcV1BaPBUqlUGDt2rN/12Ww2VFZWIjs7G1qt1u/jhSu2k1ebyYm0VKHfK0HNLc1otXr/k85Ki0XWqMxBnSNao4ROq0NqSkpQrwQNx3nUSjmSk5KREJvebftQ3k9ZX5lQVW+GTZaE2RPSB94hDPDnzjdsJ99IoZ1KS0t9fq6kQpBer4fJZOqx3WAwIC4urs/9vvzyS2zduhWbN29Gfn4+AGDu3LloaWnBmjVrhhyCZDIZdLrA9bPQarUBPV64ivR2MtutUKnVgLzv0CAIAirrLACA8dmJPv/W00mlVkKukA94Hn8Nx3lUSjlUKlWf75nBvJ/mTExHVX0Jjpa348oLcwNZpuRF+s+dr9hOvhGznQYzV5qkOkbn5OT06PtjMpnQ1NSEnJycPvcrLS2FQqFAXl5et+0TJkxAY2Mj7+FS2Gkzu2G2uaBWypGV3vMWMg1N53xBB095h8oTUXiTVAhasGABdu/eDaPR2LVt69atkMvlmD9/fp/7ZWZmwu1249SpU922Hzt2DElJSbx0SWGnpsXbvyYnMw5KhaR+jEPa+OxE6DRKmKwOlHJVeaKwJ6lPz+XLlyM6OhpFRUXYuXMnPvjgA6xduxbLly/vNkfQihUrsGjRoq7vFyxYgIyMDNx777346KOPsGfPHjz55JP4+9//jptvvlmMl0IUNB6PgNpW70iwvNGcITqQlBwqTxRRJBWC4uLi8Prrr0OhUKCoqAhPP/00rr/+ejz00EPdnufxeLqNAomJicHGjRsxceJEPPXUU/jpT3+K7du346GHHsLKlSuH+2UQBdXZJjOcLgHaKAUyU2PELifszOKq8kQRQ1IdowEgNzcXGzdu7Pc5mzZt6rEtKysLf/rTn4JTFJGElNd6Bw/kZOgh52KpAdfZL6ikuh1GiwP66MF1Oiei0CGpK0FE1D+3R8CZem8IGpPBDtHBkBSnxegRsRAEoLi0SexyiCiIGIKIQkhtkxkdTg/UShnSEtnhP1g6+wUdOsUQRBTOGIKIQkhZjXfm9BEJKt4KC6IZed5bYodPN3L9QaIwxhBEFCI8goDycyEoPVElcjXhbXJOEpQKORrbbKhttohdDhEFCUMQUYiob7HA1uGCWiVHUqzkxjSEFU2UEhPHJAIADp/iUHmicMUQRBQiys96rwKNTouFXM5bYcHW1S/oNPsFEYUrhiCiECAIAirqvDOpj0mPFbmayNDZL6i4tBkud/DWVyMi8TAEEYWANlMHjBYHFHIZMlOixS4nIuRkxiFWp4atw4VTVVxCgygcMQQRhYDKc1eBMlNjoFLyx3Y4yOWyrltih3lLjCgs8dOUKAR0hqBsrhg/rL7tF8TO0UThiCGISOLsHS7UnxumnTWCIWg4dYagkjNtMNucIldDRIHGEEQkcVUNJggAkuI0XMdqmKUm6JCZEgOPABSX8JYYUbhhCCKSuKpzt8J4FUgcM/LZL4goXDEEEUmY57wFU9kfSBydQ+XZL4go/DAEEUlYQ6sVHU43olQKpCXpxC4nIk3OTYJCLkN9ixV1XEKDKKwwBBFJ2JkG71WgUWkxXDBVJDqNCuOzzy2hwatBRGGFIYhIwjpvhY1mfyBRzeASGkRhiSGISKJsHS40tlkBAKPSuFSGmDqHyheXNMHNJTSIwgZDEJFEnW30XgVK1GsQo1WJXI209XWjUKFQBOT4Y0clIFqrgsXuQsnZ9oAck4jEpxS7ACLqXdetMF4F6pdCLoPL40Fjq7XbdqfTCZk6Fm0mJ8x2ax97+258VgK+PtmIQ6eaMD4r0e/jEZH4GIKIJEgQBFQ3dPYHYgjqj1wug93hRnVDO5yub29VOR0ONDQ2IC1VgErt/ySTSXEaAN7O0T/4Xr7fxyMi8TEEEUlQi8EOi90FpUKG9GSuGu8Lp8vTLQQ5XB7YHS44XB5A7n8/nsyUGADAyao2WO1O6DS8RUkU6tgniEiCOofGZyTHQKngj6kUxMVEITVBC49HwNHSZrHLIaIA8OvT9Sc/+Qn+8Y9/wG63B6oeIgK6boWNTI0RuRI638QxSQA4VJ4oXPgVgqqrq/Hf//3fuPDCC/GrX/0Ku3fvhiAIgaqNKCK53B6cbTQDYAiSmkk550LQKU6aSBQO/OoT9K9//QvFxcXYvHkztm7dis2bNyM5ORmLFy/GtddeiwkTJgSqTqKIUVFrhNPlgUatQHK8Vuxy6DzjsxIgl8tQ22xBQ6sVaYlcyoQolPnd2WDq1Kl4+OGHsWPHDrzyyiuYN28e3n33XSxduhSLFy/G+vXrUV9fH4haiSLCicoWAEBmagxkXCpDUnQaFfJHJwDgEhpE4SBgPS7lcjkuvvhiPPnkk/jyyy9x5ZVXorS0FE8//TQWLlyIW2+9FV9++WWgTkcUtk5UtgIARqZyaLwUcQkNovAR0CHyBw4cwObNm/Gvf/0LBoMB48aNw/e//30olUp88MEH+OlPf4q7774b9913XyBPSxQ27B0ulJ01AGB/IKmanpeKtz49hSOnm+D2CFDIebWOKFT5HYJKS0uxefNmfPzxx6irq0NSUhKuu+46LFmypFufoBUrVuC3v/0t3nrrLYYgoj4cr2iF2yMgVqdCXLT/E/xR4OWNjodOo4TZ5kTZ2Xbknbs9RkShx68QtGTJEpw+fRpqtRqXX345fve73+Hiiy+GXN77Xba5c+fir3/9qz+nJAprxaXeWyyj0mLZH0iiFAo5po1LwZ6jdTh0upEhiCiE+RWC9Ho9/ud//geFhYWIiRn40v3ll1+Of//73/6ckiisHS3zTsI3iv2BJG16njcEHT7dhJuu4BIaRKHKrxD0xz/+EYmJidBoNL0+brfb0draioyMDACAVqtFZmamP6ckClu2DhdKz/UHymR/IEmbkZcKADhZ2colNIhCmF+jwy6//HJs27atz8c///xzXH755f6cgihinKhshccjIClOAz37A0laenI0RiTp4HIL+Ka8RexyiGiI/ApBA80O7XQ6++wfRETdfXPuVlg++5iEhOnnrgYd5lB5opA16NthZrMZRqOx6/v29nbU1tb2eJ7RaMSWLVuQkpLiX4VEEeLYuSsK7GgbGmbkpWDrnkouoUEUwgYdgjZu3Ijnn38eACCTyfDEE0/giSee6PW5giDg/vvv96tAokjQ4XTj9Jl2AN4Q1NhmFbcgGtDUcSmQy4CzjWY0tdmQksAlTohCzaBD0Pz586HT6SAIAp588klcc801mDRpUrfnyGQyaLVaTJo0CVOmTAlYsUTh6lRVK1xuDxL1GqQmaBmCQkCMVoVxoxNwqqoNh083YtHcLLFLIqJBGnQImjFjBmbMmAEAsNlsWLRoEfLzOUSUyB/Hyry3wibnJnF+oBAyIy8Vp6racOh0E0MQUQjyq9fyPffcwwBEFACdI4wm5ySJXAkNxvRz64gdPt0Ej6f/gSJEJD2DuhL03HPPQSaT4ac//Snkcjmee+65AfeRyWQoKioacoFE4c7pcuPkuUVTJ+cmi1wNDUZ+VgK0UUqYrA6U1xgwdlS82CUR0SAMKQTdeeedUKvVDEFEAVBS3Q6Hy4O4GDVGpsagqc0mdknkI6VCjqljk7H3WD0OnW5kCCIKMYMKQSdPnuz3eyIavG/O9QealMP+QKFoRl4K9h6rx+HTTbjh8jyxyyGiQeBMhkQi65wkcXIOb4WFohn53kkTj1e0wN7hErkaIhqMgIcgm82G999/H2+99RZqamoCfXiisOJ2e3Ciqz8QO0WHovTkaKQmaLmEBlEI8msB1d/85jcoLi7Gxx9/DABwOBy48cYbUVJSAgCIjY3F66+/jokTJ/pfKVEYKqsxwO5wI0arQtYIvdjl0AB6u1kpk8kwIz8V//qqCodON2L2hLRhr4uIhsavELR3715ce+21Xd9//PHHKCkpwVNPPYXx48fj5z//OZ577jm88MILfhdKFI46b4VNykmCXM7+QFKmkMvg8njQ2NpzIsucjDgAwIETDVhyca5f59FplIjRcQFdouHgVwhqbm5GZmZm1/efffYZJk+ejMWLFwMAbrzxRmzYsMG/ConCWNf8QLwVJnlyuQx2hxvVDe1wujzdHutcTLq2yYI9R2uHHGJUSjnGZyUyBBENE7/6BGm1WphMJgCAy+XCvn37cNFFF3U9Hh0d3fW4r8rKynDbbbdh+vTpmD9/PtauXQuHw+HTvg0NDfjVr36FefPmYerUqSgsLMTmzZsHdX6i4eL2CDjeNUkiO0WHCqfL0+NLoZAjNUEHACivNfb6HF+/iGj4+HUlaNKkSXjvvfcwd+5cfP7557BYLFi4cGHX42fOnEFSku+/4RoMBqxYsQLZ2dlYt24dGhoasGbNGtjtdjzyyCP97tvY2IibbroJY8aMwWOPPYaYmBiUlJT4HKCIhtuZeiMsdhe0UQqMyWB/oFA3Oi0GjW1WnKk3YUJ2otjlEJEP/ApB999/P37yk59g2bJlEAQBV155JaZOndr1+LZt2zBz5kyfj/fOO+/AYrHgueeeQ3x8PADA7XZj9erVWLlyJdLS+u5w+OSTT2LEiBF49dVXoVAoAAAFBQVDe2FEw6Bzluj80YlQKDhbRagbPUKPAycbUd1ggscjsI8XUQjw65N3ypQp+OSTT7Bu3Tq88cYbeOaZZ7oeMxqN+OEPf4g77rjD5+Pt2LEDBQUFXQEIAAoLC+HxeLBr164+9zObzfjkk0/wwx/+sCsAEUndyao2AEB+doLIlVAgpCXpEKVWoMPpRkMvnaeJSHr8uhIEAImJibjiiit6bNfr9VixYsWgjlVeXo5ly5b1OE5KSgrKy8v73O/YsWNwOp1QKpW4+eabcejQIcTHx+P73/8+7r//fqhUqkHV0UkQBFit/n+Y2Wy2bn9S7yKtnY6Xe0eG5aRHd3ufOZ1OOB0OOProH+J0Orv9ORQquQcet6ff8wTCcJynr3MEop18Oc/5RqZEo6zGiPKaNiTph/C545HD6XQG5HPHV5H2czdUbCffSKGdBEHwefZ9v0MQ4L0SU1tbC6PR2DVK4nxz5szx6ThGoxF6fc++EXFxcTAYDH3u19zs/c/k4Ycfxo033oh77rkHxcXFePbZZyGXy/GLX/zCx1fSndPpxIkTJ4a0b28qKysDdqxwFgntZLa7Ud/q/ZDwWBtw4kQTAEChUECmjkVDYwPsjv5nH25uaR7y+eNiNEhNiEJjUxNsHcHrNzcc5xnoHP6002DOAwCxUd5/s/KadoxMcA/6HBq1EukJMjTVmeB2D35/f0TCz10gsJ18I3Y7qdW+jbD0KwS1tbXhsccew6efftrrD2xnGgtkkOiNx+P9rezCCy/EQw89BACYN28eLBYLXnvtNRQVFUGj0Qz6uCqVCmPHjvW7PpvNhsrKSmRnZ0Or1fp9vHAVSe104EQjgDqMTI3GzGmTuj3WZnIiLVXo90pQc0szkpOSh3yVM1qjhE6rQ2pKSlCvBA3Hefo6RyDayZfznC8+wYXD5SUwWt2Ii0+GTjO486qVciQnJSMhNt3ven0VST93/mA7+UYK7VRaWurzc/0KQb/97W/xxRdf4JZbbsHs2bN7vYozGHq9vtch9QaDAXFxcf3uB3iDz/kKCgrw0ksvoaqqCvn5+YOuRyaTQafTDXq/vmi12oAeL1xFQjuV11kAABPHJPd4rWa7FSq1GpD3HxpUKpXPv+302FethFwh9+k8/hiO8wx0Dn/aaTDnAby/faYm6NDYZkVdawcmZEcP7hxKOVQqlSjv/0j4uQsEtpNvxGynwSxE7VcI2rVrF1asWIFf/vKX/hymS05OTo++PyaTCU1NTcjJyelzv4Gu1nR0dASkPqJA6ewUPYGdosNO1ohYNLZZUVVn5FB5Ionza3SYRqPpNmO0vxYsWIDdu3fDaDR2bdu6dSvkcjnmz5/f536ZmZnIy8vD7t27u23fvXs3NBpNQG5pEQWK0+VByRlvCBrP/yTDTla698p0dYMJbk/PPpJEJB1+haBrr70Wn332WaBqwfLlyxEdHY2ioiLs3LkTH3zwAdauXYvly5d3myNoxYoVWLRoUbd9V61ahc8//xy///3vsWvXLrz00kt47bXXcOutt/LSJUlKRa0BDpcHsToVMlNixC6HAiw1QQttlBIOlwf1LRaxyyGifvh1O+zKK6/E/v37cccdd+Cmm27CiBEjep2nZ9KkSb3s3VNcXBxef/11PPbYYygqKkJ0dDSuv/56rFq1qtvzPB5Pj47YCxcuxP/+7//ihRdewNtvv43U1FT8/Oc/x1133TX0F0gUBF2TJGYlDureNYUGmUyGUWmxOH2mDWfqjQy6RBLmVwj64Q9/2PX3796KAoY2Oiw3NxcbN27s9zmbNm3qdfvVV1+Nq6++2udzEYnhxLkQxP4i4StrhDcEVdWbUDBF7GqIqC9+haA//OEPgaqDKGKcZAgKe6PTYiED0GKww2R1IJarwhNJkl8h6LrrrgtUHUQRoanNhmaDHXK5DONGxYtdDgWJJkqJtCQd6lu8C6pOyvF9IWkiGj4BW7WxsbERJ0+eHNbp3olCzckq71WgMRl6aKICMmE7SVTWCO8osap64wDPJCKx+B2CPvvsM1x11VW45JJLcN111+HIkSMAgNbWVnz/+9/Htm3b/C6SKFx03QrL4q2wcJc1IhYAUN1ghtsdvAkpiWjo/ApBn3/+OX7+858jISEBRUVF3dYNS0xMRFpaGv72t7/5XSRRuOjsFM35gcJfcrwWOo0SLrcHNU1mscshol74FYKef/55zJ49G2+//TZ+9KMf9Xh8+vTpQV83jChUdDjdKK/xLgTMTtHhTyaTIfvcxIkVdbwlRiRFfoWgkpISFBYW9vl4cnIyWlpa/DkFUdgorW6H2yMgUR+FlAQuwBgJxmR41zysrDV2u1JORNLgVwjSarWw2Wx9Pl5dXY34+Hh/TkEUNs6/FcZJEiPDyNQYKBVymG1ONLX3/VlJROLwKwTNnTsXH374IVwuV4/Hmpqa8N577+Giiy7y5xREYYPzA0UepUKO0ec6SFfU8pYYkdT4FYLuv/9+1NfX4/rrr8e7774LmUyGnTt34v/+7//wX//1XxAEAUVFRYGqlShkCYLQNTx+PEeGRZQxGef6BdUaRK6EiL7LrxCUk5ODt956C/Hx8XjmmWcgCAI2bNiAl19+GXl5eXjrrbcwcuTIQNVKFLLqWiwwmB1QKuTIHRkndjk0jLJH6CGTeWePNlocYpdDROfxe7a2cePGYePGjTAYDKiqqoIgCBg1ahQSE/nbLlGnzlth40bFQ6XsucgwhS9NlBLpSdGobbagotaAaeNSxC6JiM4ZcghyOBz46KOPsGvXLpw5cwYWiwXR0dHIysrCxRdfjMWLF0Ot5no5RABworINAOcHilQ5mXGobbag7CxDEJGUDCkEnTp1Cj/72c9QW1sLQRAQGxsLnU6H1tZWHD9+HFu3bsVLL72EF198Ebm5uYGumSjkdF4JGp+VIHIlJIbczDjsPFKLuhYLLDYnorUqsUsiIgyhT5DFYsFPf/pTtLS0YNWqVdi+fTv279/f7c/7778fjY2NuPvuu7mWGEU8q93ZtX4UrwRFphidGmmJOgBAOTtIE0nGoEPQ3/72N9TV1eHll1/GXXfdhbS0tG6Pp6WlYeXKlXjxxRdx9uxZ/P3vfw9YsUSh6FRVGwQBSEvUIVGvEbscEklOprdDfNlZhiAiqRh0CPryyy8xf/58zJ07t9/nFRQU4MILL8Tnn38+5OKIwsHJKm9/IM4PFNlyz4Wg2mYzbB0951YjouE36BB0+vRpXHDBBT49d968eTh9+vSgiyIKJ+wPRAAQFxOF5HgtBIFzBhFJxaBDkMFgQEqKb6MbkpOTYTDwh50il8dz3iSJvBIU8TqvBpVWt4tbCBEBGEIIcjgcUCp9G1SmUCjgdDoHXRRRuKhuMMFqd0GjVnStKE6Ra+yoeADA2UYzrHZ+NhKJbUhD5GtqanDs2LEBn3f27NmhHJ4obHReBcobnQCFwq8J2ikMxMdEITVBi8Y2G0rPGjB1bLLYJRFFtCGFoGeeeQbPPPPMgM8TBIGrZVNYMVsdsNp979R66FQTAGBUWiwaWweeLkImAxxO95DrI+kbNyoBjW02lJxpYwgiEtmgQ9Af/vCHYNRBFBKsdhdOVrXC6fL49PzjFS0AAKVChqNlzQM+XxulRHpytF81krSNGxWPXcW1qG+1wmhxQB/NmfWJxDLoEHTdddcFow6ikOF0eXwKQbYOF9pMHQCA5HitT/uolL6FKwpd0VoVMlNiUNNkRkl1G2aNTxt4JyIKCnZSIAqShhbv7a+E2Cho1H6vVUxhZNy5DtIl1e0QBEHcYogiGEMQUZDUtVgAACOSeHuLussdGQe5XIYWgx3N7TaxyyGKWAxBREFS3xWCdCJXQlKjUSuRk+GdMuHEuRnFiWj4MQQRBYHbI6CxzXs7jFeCqDedk2eePtMGt5t9wYjEwBBEFAQtBhtcbgFRKgUSYqPELockaFRaLKI1SnQ43KisM4pdDlFEYggiCoLOW2FpSTrOlUW9kstkyM/yXg06cW59OSIaXgxBREFQf25kWDpvhVE/Jpy7JXam3gSLjctoEA03hiCiIKhjp2jyQXxsFNKToiHg24k1iWj4MAQRBZjZ5oTZ6oQMQGoiQxD1b3JuEgDgWHkL3B7OGUQ0nBiCiAKssz9QUrwGaqVC5GpI6nIz46CNUsJid6GixiB2OUQRhSGIKMDqOUkiDYJCIe/qG1RcOvD6ckQUOAxBRAHW2SmaIYh8NSnHe0vsTIOpK0QTUfAxBBEFkMvtQVObdxmEEewPRD7SR6uRne6dQfqz/WdEroYocjAEEQVQU5sNHkGANkoJfbRa7HIohEwblwwA2HWkFgZzh8jVEEUGhiCiAOocGp+eFM1JEmlQMlNikJqghcPlwZbdlWKXQxQRlGIXQBROGrr6A/FWGA2OTCbD7Alp2LK7Ev/4TxkunpYBtSp4owt1GiVidLxaSZGNIYgoQARBOG+SRHaKpsGbkJ2Ir76pQ6uxA3/9vARTxyYH5TwqpRzjsxIZgiji8XYYUYAYLQ7YOlyQy2RISdCKXQ6FILlchktnjQIA7D/eALvDBafLE5QvImIIIgqYzqHxKQlaKBX80aKhuXBKOnQaJUxWB05WtoldDlFY4yc1UYDUt/JWGPlPrVJg9oQ0AMCBkw1we3jVhihYGIKIAqSei6ZSgEzNTYZOo4TZ6sSJilaxyyEKWwxBRAHgcLrR0m4H4B0eT+QPpVKOWeNTAQAHTjayDw9RkDAEEQVAQ6sVAoBYnQrRWpXY5VAYmDgmCbE6FSw2J46UNIldDlFYklwIKisrw2233Ybp06dj/vz5WLt2LRwOx6COsXHjRuTn52PlypVBqpKou4ZWrhdGgaVUyFEwJR0A8PXJRlhsTpErIgo/kgpBBoMBK1asgNPpxLp167Bq1Sq89957WLNmjc/HaGpqwvPPP4+kpKQgVkrUXV0z+wNR4I0dGY+0RB1cbg/2HqsXuxyisCOpyRLfeecdWCwWPPfcc4iPjwcAuN1urF69GitXrkRaWtqAx3jyySexcOFC1NbWBrlaIi9BELpGhrE/EAWSTCbDRdMy8MEXpThR2YrJOUlI5cK8RAEjqStBO3bsQEFBQVcAAoDCwkJ4PB7s2rVrwP0PHDiAzz77DL/4xS+CWCVRd61GOxxOD5QKOZLiOEkiBdaIpGjkjY4HAHx58Cw8HkHcgojCiKRCUHl5OXJycrpt0+v1SElJQXl5eb/7ut1uPPbYY7j77ruRmpoazDKJujn/VphczkVTKfDmT81AlEqBpnYbikubxS6HKGxI6naY0WiEXq/vsT0uLg4Gg6Hffd966y3YbDbceuutAatHEARYrVa/j2Oz2br9Sb0LhXZyOp1wOhxwnDdkuabJBABIjdcMuhP/d6nkHnjcnh7n+G4N5/8ZrPMEwnCcp69zBKKdfDlPIPV1DqUcuGBiCv5zpB57j9VhdKoOMTo/RiF65HA6nbBarSHxcycFbCffSKGdBEGATObbL6SSCkFD1dLSgmeffRZ//OMfoVYHbkFAp9OJEydOBOx4lZWVATtWOJNqOykUCsjUsWho9K7p1Km2yQwAUMlsqKuv8+sccTEapCZEobGpCbaO/gNVc8vQrwgM5jz+GI7zDHQOf9ppMOcJ9jn0agGJMQq0mt3Ytq8Sc/Ojff6g/y6NWon0BBma6kxwu90ApPtzJzVsJ9+I3U6+ZgFJhSC9Xg+TydRju8FgQFxcXJ/7PfPMM8jPz8fs2bNhNBoBAC6XCy6XC0ajETqdDkrl4F+qSqXC2LFjB73fd9lsNlRWViI7OxtaLfuM9CUU2qnN5ERaqtD1W7rV7oS1ox0yAONzMqFWKfw6frRGCZ1Wh9SUlH6vBDW3NCM5KRkq1dCuBvhynkAYjvP0dY5AtJMv5wmkgc5xeWwH/ra9As1GF1ptGkzOSRzSedRKOZKTkpEQmx4SP3dSwHbyjRTaqbS01OfnSioE5eTk9Oj7YzKZ0NTU1KOv0PkqKiqwf/9+zJkzp8djc+bMwfr167FgwYJB1yOTyaDTBW4khlarDejxwpWU28lst0KlVgNy739QZxq9t0sT4zSIifb/B16lVkKukHc7R5/PVamGfOVzMOfxx3CcZ6Bz+NNOgzlPIAx0jtRENeZPycCOwzXYd7wRYzLikaDXDP48SjlUKlW3nzMp/9xJCdvJN2K202CukEoqBC1YsAAvvfRSt75BW7duhVwux/z58/vc7ze/+U3XFaBOTzzxBDQaDR544AHk5+cHtW6KXJ2dotOTOTSehsfk3CRU1BlQ3WDGp/vOYNllY6FUSGqMC1HIkFQIWr58OTZt2oSioiKsXLkSDQ0NWLt2LZYvX95tjqAVK1agtrYW27ZtAwBMmDChx7H0ej10Oh3mzp07bPVT5OlcNJXzA9FwkclkWDh7NN7ddgrN7TbsKq7FJTNGil0WUUiS1K8PcXFxeP3116FQKFBUVISnn34a119/PR566KFuz/N4PF2d+YjE4nS50dTuHQHB5TJoOMVoVbjigtEAgG/KWlBS3S5uQUQhSlJXggAgNzcXGzdu7Pc5mzZtGvA4vjyHyB8NrTYIAhCtVSHWn+HKREOQNUKPWeNT8fXJRnzxdTUS9RokxQ2+fxBRJJPUlSCiUHL+rbChDlUm8scFE0cgMyUGTpcHW3ZXdJu6gYgGxhBENETfdormSBESh1wuw5XzshCrU8NoceBfX1VxWQ2iQWAIIhoCLppKUqGNUuKa+dlQKuQ422jGrmIuHk3kK4YgoiHgoqkkJUlxWiw611G6uLQZxytaRK6IKDQwBBENARdNJanJyYzDBRO9U4lsP1iD2mazyBURSR9DENEQ1LV4Z4rm0HiSktkT0pCbGQePIGDrnioYLcFbF44oHDAEEQ1BV6dohiCSEJlMhsvnjEJyvBa2Dhf+uasCDifnVCPqC0MQ0SCZbU6YrA7I4L0dRiQlKqUC11yYDZ1GiVajHZ/urYJH4Igxot4wBBENUk2Tt69FUrzG71XjiYIhRqfG1ReOgUIuQ1W9CXuK68QuiUiSGIKIBqmm0RuCMpJjRK6EqG9piTpcPmcUAOBwSRNHjBH1giGIaJDOngtBmSkMQSRt40YlYM6Eb0eMdV7FJCIvhiCiQTBaHGg12gEA6cnsFE3SN2diGsaOjD83YqwSBnOH2CURSQZDENEgnD7TBgBI1GugjZLc+sNEPXSOGEtN0MLucOOfuyrQ4eCIMSKAIYhoUE6dC0GZKbwKRKFDqZDj6gvHIFqrQpupA9v2VUHgiDEihiCiwei8EpTB/kAUYqK1KhQWZEMuk6H0rAGf7q0SuyQi0TEEEfnIaHF0dYrOYH8gCkFpiTpcND0DAPD+56X4pqxZ5IqIxMUQROSjY+XeIcaJeg10GpXI1RANzeScJORnJcAjCFi76QDaTewoTZGLIYjIR52/NWem8lYYhS6ZTIYr5oxCRko02kwdeOa9o3B72D+IIhNDEJGPvinzXgkayf5AFOJUSgWKlk2DNkqB45Vt+KLYKHZJRKJgCCLygdnqQEWdAQAwkleCKAyMSIrGvTfNAADsPG7CsYpWkSsiGn4MQUQ+OF7RCkHwdiyN1rI/EIWHi6Zl4vLZmQCA5z84BrPNKXJFRMOLIYjIB0fP9QfKH50gciVEgfXjq/KQGKNEi8GOl/9WLHY5RMOKIYjIB9+cGxmWn8UQROFFE6XEdRcmQC6X4cuDZ/GfQzVil0Q0bBiCiAZgtTtRfrYdAJDHK0EUhkYlR+G6BWMAAM9/cATN7TaRKyIaHgxBRAM4XtEKjwCMSNIhUa8RuxyioFh66RiMGxUPi82JP71zEB4Om6cIwBBENIDO+YEm5ySLXAlR8CgVcvziR7MQpVbgSEkztuyuELskoqBjCCIaQGen6Mm5SSJXQhRcmSkxuG3xJADAG1uOo7HNKnJFRMHFEETUD7PVgdLqdgDAtHEp4hZDNAwKC7IxcUwibB1uvPD+Ea42T2GNIYioH0fLmuERvBMkJsdrxS6HKOjkchnuuWE6lAo5vj7ZiO0cLUZhjCGIqB+HTzcB4FUgiiyj0mKx/Ht5AID1Hx6FwcxFVik8MQQR9eNICUMQRaall45DdroeRosDr370jdjlEAUFQxBRH5rabKhpskAuA6aM5cgwiiwqpRw/v3E65DLgy4NnceBEg9glEQUcQxBRHzqvAo0blYAYrhdGYUZ23t8VCkWvz8kbnYBrF+QCAF744AjsHa5hqIxo+CjFLoBIqrpuheXxVhiFF4VcBpfHg8ZWK5xOJ2TqWLSZnDDbew6J/94FWfjP4Ro0tdmw8ePjWHrZ2EGdS6dRIkanDlTpRAHFEETUC0EQcPhcCJrO/kAUZuRyGewON6ob2mG12tHQ2IC0VAEqde9h5cIp6fjHzgp88lUlkuI1Ps+crlLKMT4rkSGIJIu3w4h6UVFrRLupA1FqBcZnc70wCk9OlwcOlwd2hwsOlwfOPr5GpcUia0QsPB4BXxyohsPp7vO53/0ikjKGIKJefH3S2wl06thkqJS995cgihQymQwXT8+EQi5DdaMZZTUGsUsiCgiGIKJeHDzVCACYNT5N5EqIpCEuJgoz8lMBALuO1MLhcotcEZH/GIKIvsNqd+JERSsAYNb4VJGrIZKOWeNToY9Ww2xz4msOmacwwBBE9B1HSprg9gjITInGiKRoscshkgylQo6Lp2UC8M6m3mq0i1wRkX8Ygoi+4+uT3lthM3krjKiH7Aw9stP18AjAjkM1XGCVQhpDENF5BEHoCkG8FUbUu4unZ0Ahl6GmyYzSs+1il0M0ZAxBROepbjChud0GtVKOyblcKoOoN/roqK5BA7uO1MLhZCdpCk0MQUTn2X/c29lz8thkRKk4NJ6oLzPyU6CPVsNid3X93BCFGoYgovPsPVYPAJg7aYTIlRBJm1Ihx4Lp3k7SxaXsJE2hiSGI6ByDuQMnq7xD4y+YyBBENJCsdD3GZLCTNIUuhiCic/Yfb4AgALkj45AcrxW7HKKQcNG0THaSppDFEER0zr7j526F8SoQkc/00Wp2kqaQJbkQVFZWhttuuw3Tp0/H/PnzsXbtWjgcjn73aWxsxNq1a7FkyRLMmDEDCxYswC9+8QvU1NQMU9UU6hxOd9dSGXPYH4hoUM7vJH2AM0lTCJFUCDIYDFixYgWcTifWrVuHVatW4b333sOaNWv63e/YsWPYtm0bCgsL8cILL+Chhx7C6dOnccMNN6C1tXWYqqdQVlzajA6HG0lxGuRmxoldDlFIUSrkuPhcJ+kjJewkTaFDKXYB53vnnXdgsVjw3HPPIT4+HgDgdruxevVqrFy5Emlpvc/gO2vWLHzyySdQKr99OTNnzsSll16KDz/8ELfffvtwlE8hbM/ROgDeDtEymUzkaohCT3a6dybpyjoj/nO4BtdenCN2SUQDktSVoB07dqCgoKArAAFAYWEhPB4Pdu3a1ed+er2+WwACgBEjRiAxMRGNjY3BKpfChNvt6QpBF05NF7kaotDVOZP02UYzymoMYpdDNCBJXQkqLy/HsmXLum3T6/VISUlBeXn5oI5VUVGBlpYW5ObmDrkeQRBgtVqHvH8nm83W7U/qnVjtVFzWApPVgVidCrnpun7/zZ1OJ5wOBxwuT1BqUck98Lg9/Z7D6XR2+zNY5wmE4ThPX+cIRDv5cp5AEuPfJZDtpFHJMG1cEg6easbOwzUYnaqF0+kMyOeo2Pg57hsptJMgCD5f0ZdUCDIajdDr9T22x8XFwWDw/bcKQRDw+OOPIzU1Fddcc82Q63E6nThx4sSQ9/+uysrKgB0rnA13O23d1wYAGJeuxunTp/p8nkKhgEwdi4bGBtgdrqDUEhejQWpCFBqbmmDr6H9AQHNL87Ccxx/DcZ6BzuFPOw3mPKFyjr7OE6h2SosVoIuSw2J3YcfBKmSlKNFUZ4LbHR6jxvg57hux20mtVvv0PEmFoEBZt24dvvrqK7z66qvQ6XRDPo5KpcLYsWP9rsdms6GyshLZ2dnQajn/TF/EaCe324OSj3YAAAovyseEsUn9Pr/N5ERaqhC039KjNUrotDqkpqT0eyWouaUZyUnJUKlUQTtPIAzHefo6RyDayZfzBJIY/y4WW0dA2wkALpKb8Om+syipscMFHSbkhf5tZn6O+0YK7VRaWurzcyUVgvR6PUwmU4/tBoMBcXG+jdh577338Pzzz+P3v/89CgoK/KpHJpP5FaK+S6vVBvR44Wo42+lISROMFididWrMmZQJhaL/bnJmuxUqtRqQB+l2iFoJuULu0zlUKpXPv+34cx5/DMd5BjqHP+00mPMEghj/LqpzYStQ7QQA40Yn4dQZA6rqTXjv81KsKboobAYc8HPcN2K202Dea5LqGJ2Tk9Oj74/JZEJTUxNycgYeabBt2zY8+uijuPfee3H99dcHq0wKI7uKawEABVPSBwxAROS7i6d7Z5I+XtGK3ecGHhBJjaQ+9RcsWIDdu3fDaDR2bdu6dSvkcjnmz5/f77579+7FAw88gBtuuAFFRUXBLpXCgMvtwa4j3hA0f2qGyNUQhZe4mCjMnuCd1uTVj76BvSM4/eiI/CGpELR8+XJER0ejqKgIO3fuxAcffIC1a9di+fLl3eYIWrFiBRYtWtT1fVlZGYqKipCdnY0lS5bg8OHDXV9nzpwR46VQCDh4shFGiwMJsVGYNi5Z7HKIws6cCWlIjtOgud2G9/59WuxyiHqQVJ+guLg4vP7663jsscdQVFSE6OhoXH/99Vi1alW353k8nm4jDY4cOQKTyQSTyYQf/OAH3Z573XXXDTjjNEWmzw9UAwAumTmSt8KIgkCplOMH38vHur8ewd++KMWCGSORnd5zBDCRWCQVggAgNzcXGzdu7Pc5mzZt6vb90qVLsXTp0iBWReHGbHN2LZh62axRIldDFL6m56Vi3uQR+Oqbejz33mH88ecXQyEPj07SFPr46y9FpF1HauB0eZCdrseYDP5mShRMdy+dCp1GiVNn2rBlV4XY5RB1YQiiiNR5K+yyWSPDZugukVQlxWlx6zUTAQCbPjmOxrbQn0GawgNDEEWc2iYzjle0Qibz9gciouC7cl42Jo5JhK3DjRc/KIYgCGKXRMQQRJHnkz2VAIBZ49OQFMeZX4mGg1wuwz03TIdSIceBEw3YebhW7JKIGIIosjicbvx7v3fahKsvzBa3GKIIMyotFjdekQcAeOXDozBZg7c+GpEvGIIoouwqroXJ6kRKghYzx6cNvAMRBdT1C8dhVFos2s0deOmDYrHLoQjHEEQR5ZPdlQCAK+dlcZgukQhUSjnuXz4DcrkMOw7XYMehs2KXRBGMIYgiRkWtAScqW6GQy7DogiyxyyGKWHmjE3DTudtiL3xQjBaDTeSKKFIxBFHE+HB7GQBg3pR0JOo1IldDFNluvCIPY0fFw2Jz4pl3DnG0GImCIYgiQnO7reuy+9JLx4pcDREpFXI88IOZUCvlOHS6iZMokigYgigibP5POVxuAZNzk5A3OkHscogI3tFiKxZ7J1F87ePjONtoErkiijQMQRT2LDYntp6bG4hXgYikZfH8HEwblwyH042n3zoIp8s98E5EAcIQRGFvy+4K2DpcGD0iFrM4LJ5IUuRyGe67aSZitCqUVrdjw+ZjYpdEEYQhiMKaxebE378sBQAsu2ws5BwWTyQ5KQlaPPDDmQCAf+6q4LB5GjYMQRTWPtxeBpPViVFpMbhk5iixyyGiPsyZOAI3XD4OALDuvcOobmD/IAo+hiAKWwZzBz7a4b0K9KOrJnByRCKJ+9GV4zF1bDLsDjf+8Pp+2DtcYpdEYY4hiMLWe/8+DVuHG2NHxuHCKelil0NEA1Ao5HjwR7OQqI9CdYMJz79/hPMHUVAxBFFYqm4w4Z87vfOO3HL1RMhkvApEFAoS9Br8982zIZfL8OXBs9j8n3KxS6IwxhBEYUcQBLz0t2K4PQIumDgCM/NTxS6JiAZhcm4ybjs3f9CGzd9gz9E6kSuicMUQRGFn+6EaFJc2Q61S4M7vTxa7HCIagiULcnFVQTYEAXjqza9x+kyb2CVRGGIIorBisjrw2uZvAAA3XjEOI5KiRa6IiIZCJpPh7uumYOb4VDicbjz22l40tFrFLovCDEMQhQ1BEPD8X4+gzdSBzJQYzg5NFOIUCjl+dctsjMnQo93UgdWv7oHZ5hS7LAojDEEUNv69vxq7imuhkMvwix/NhEqpELskIvKTTqPCI3fMQ1KcBtUNZjzx533ocHJpDQoMhiAKCzVNZrzyYTEA4EdXjce4UVwklShcJMdr8bufzIM2SomjZc1Y8/p+OF0escuiMMAQRCHPbHXgsQ1fwdbhxuTcJCy9bJzYJRFRgI3JiMMjd8yFWqXAgRMNeOrNA3C5GYTIPwxBJCkKxeBuYbncHqx5Yz9qmixIjtfilzfP5szQRBISyJ/GybnJ+H+3XQClQo7dxXX4w8b9cPDWGPlBKXYBFP7MVges9oGnv3c6nZCpY9FmcsJsH3gUiEcQsPHj4zhS0owotQKP3DEXCXpNIEomogBQyGVweTxoDOCorpEpMSi6fipe+KAY+47X4/+9uAu/vGU2UhJ0ATsHRQ6GIAo6q92Fk1WtA97DdzocaGhsQFqqAJVa3e9zBUHAtn1ncLyiFTIZcNeSyRiTERfIsonIT3K5DHaHG9UN7QHtwyOTybBkQQ4+2lGOk1VteOy1vfj9T+cjVtf/5wbRd/F2GA0Lp8sz4JfD5YHd4YJjgOfZHS7866sqbwACcFVBNqbncVZoIqny5ed/sF9pidFYsiAXGrUCFbVG/Pr5nWg12sV+qRRiGIIopNgdLvzjP97f/mQAFs0djfzRHAlGFInSEnW44fJxiItRo6rehF88swOl1e1il0UhhCGIQkZjmxXvf16CmiYLVEo5rp4/hkPhiSJcUpwWv/7xHGSmRKO53YZfPfcffHnwrNhlUYhgCCLJ8wgCDp5sxAefl8BgdiBWp8Kyy8YiO10vdmlEJAEpCTo8dd8lmD0hDQ6XB0+/+TVe+8cxuD2C2KWRxDEEkaTVt1jw/r9LsOebOngEIDczDjdenoekOK3YpRGRhMRoVXj49rm44XLvPGF//7IUq9fvQbupQ+TKSMoYgkiSDOYOfLbvDD74ohRN7TaoVXIsnD0KV87LgiaKgxqJqCeFXIYfXz0Rv7x5NtQqBQ6dbsI9T32Ovd/UiV0aSRT/NyFJMVhcKDlch5LqdnReyR6flYCCKenQaVR97sfpEYmo08UzMjEyLQb/+9ZBVNYZ8fif9+F7c7Nwx7WT+v0cocjDEESic7k9KD3bjqOlzWhss3VtH50Wi7mTRiA1sf9J0IIxIVtvZDJwdlqiEDEmIw7/e/8C/OWTk/j79lJ8urcKR0qacN/yGZiSmyx2eSQRDEEkmnZzB46Vt+BEZSs6HN5wIZMBY9L1mJ6XivTkaJ+OE6wJ2b5LG6X0uSYiEp9KqcBt/zUJsyem4U9vH0RDqxW/eWEXFszIxG2LJyE5nn0LIx1DEA0rj0dAZZ0R35Q3o7rB3LU9RqfC+NHxSNB2IHtUJtQDzBjdm85J1IJFpeRijUShaEpuMtY9eBk2fnwcW7+qxI5DNdh7rB43Xp6H71+SC7VqcGsWUvhgCKJhYbE5caSkGccrWmC2Obu2jx4Ri8k5SchK18PldKKunh0YiSjwdBoVfnb9NFw5LwuvfHgUxytasemTE9i2rwo3XZGPS2eNhFLBsUKRhiGIgkYQBBSXNuPvX5bi0KnGro7OGrUCE8ckYuKYJMTFRIlbJBFFlNyR8VhTdBG2H6rBn/9xDPUtVjzz7iG8s+0Url84DpfPGQWVkleGIgVDEAWc2ebE5/vPYMvuStQ0fXvLKz1Jh0m5yRibGQcFf+MiIpHIZDJcOnMk5k4agU92V+DvX5ahodWK598/gne3ncK1C3KxcPYo/pIWARiCKGBKqtvwye5KbD9U0zWKShulwNxJ6chMjUE8P1CISEK0UUosvWwcrp4/Bv/6qgp/+6IEzQY7XvvHMbyx5TjmTU7HlfOyMHVsitilUpAwBJFf7A4Xdh6uwT93V3ZbuDBrRCyunj8Gl84cCbPViaNlzUHttExENFQatRJLFuSisCAbnx+oxr++qkTpWQN2HqnFziO1SE3UYc74ZCRr7cjL4+dYOGEIoiGpbjBh61eV+Pf+aljOdXRWKuSYPzUDhRdmY+KYRMhk3ikMzVZnf4ciIvJLoCZLVasUuKogG1cVZKPsbDs+3VuF7QfPorHVin/uPgMAeH/XdsyeMAIz8lMwPjsRGcnRXZ91FHoYgshnVrsT/zlci8/2VeFkVVvX9tREHQoLsnHFnNGIj+UtLyIaPsGaLDVWp8ayy8Zh8UU5OFrWjMOnGlBc2gKL3YXth85i+yHvSvUxWhVyMuOQkxmHzOQYpCdHIyVBO+SRZjqNEjG6wU8RQkPDEET9EgQBxytasW1fFXYeqe2a1FAul2H2+DQUXpiNGfmpUMj5mxARDb/hmCw1SqXARVPTcU3BSBSXtaO8zoTaJgsaWq0w25woLm1GcWnztzXJgLjYKMTHRCFGp0asVoUYnQoxWjVidd6/9zYCTaWUY3xWIkPQMGIIol5VN5jwn8M12HHoLGqaLF3bM1OiseiCLFw2exQS9RoRKyQi+lawJ0uF3AO5XImUeA1SEmMAAG6PB01tNjS0WtHYZkWbsQNtpg643B7v3419r2CvVskRrVEhWquCTqNCtEYJfbQaJqsT2el6JMVpkKDXIIoTOQYVQxAB8F7xOdNgwp6jddh5uAZV9aauxzRqBS6alolFc0djQnYi738TEQFQyOUYkRSNEUnfLqcjCALMNifajHaYrE6YbU6YbQ5Yuv7uhNPlgcPpgcPpDU3n236optv30VoVUuK1SEvUIT05+tz5dEhPikZKgg4qJacb8YfkQlBZWRkef/xxHDp0CNHR0ViyZAnuv//+AZdREAQB69evx1tvvYXW1lZMmDABv/71rzF9+vThKTwEeWdxbsLBU434+mQjmtu/XbxUqZBhRn4qLpqWgXmT+1/BnYiIvGQyGWJ1asT2c0vL4XTDYnPCYnfCYnfBYnPCanPC2uECAJisDrQa7HC4PN7n2ZyorDP2OI5cBiQn6JCZHI2MlBhkdP6ZEo20BB3nY/OBpEKQwWDAihUrkJ2djXXr1qGhoQFr1qyB3W7HI4880u++69evx7PPPosHH3wQ+fn5ePPNN3H77bfjo48+wqhRo4bpFUiXIAhoaLXiZFUbTla24mRVKypqjfB0TuMMQK2UY+q4FFw0LQNzJ6cjRsvgQ0QUaGqVAmqVAgnf6VKgUsoxJTcZqYk6CIIAi92FFoPNe8utxYK6FivqWyzer1YrOhxuNLZa0dhqxaHTTd2OpZDLvFeMkr2hKLMzJCXHIDleCzn7cQKQWAh65513YLFY8NxzzyE+Ph4A4Ha7sXr1aqxcuRJpaWm97tfR0YGXX34Zt99+O2699VYAwKxZs3DVVVdhw4YNePTRR4fnBUiAy+1Bi8GOhlYLqutNqGow4Uy998tkdfR4fmZKNGaOT8Os8amYnJvM+89ERBIgk8kQo1UhRqtC1gh9j8cFQUC7qQO1zRbUNplR22xBTZMZdc0W1DZb4HC6UdNk8fbpPNF9X7VSjhHJ0chI9oaj9OQYjEjUIUEfhUS9BtFaVcR0e5BUCNqxYwcKCgq6AhAAFBYW4ne/+x127dqFpUuX9rrfwYMHYTabUVhY2LVNrVZj0aJF2LZtW7DLDjhBEOD2COhwuGF3uGDrcMHe4f273eGG1e6EyeKAweKA0eKAwdyBFoMdTW1WtBrtOO/iTjdKhQw5mXEYn5WI8VmJyM9OQGqCbnhfHBER+U0mkyFB7+08PSknqdtjHo+AFoMdtc3mb0NSkwW1zWbUt1jgcHm6fjnujVopR7xeg8TYKCToNdBHqxGj9Xbijtaqujp0R2tUiFIroFLKvVe3lHK4nE443QIEoY//iCRGUiGovLwcy5Yt67ZNr9cjJSUF5eXl/e4HADk5Od225+bm4vXXX4fdbodGM7iRTE6n07sAaHHxoPbrTeeboaSkBG6PAKPFCY8gAOfeI8K5vwzmPRMFIFXj/UISAKjPfXkp5DIoFDIoFXLvl1wGhUIOb7gXALSgvroF9dV+v7wBeTwCYmUeQNn/CxSUQEq2DnK5eVCTn8k8MrQ3tPh0Dn8Mx3l8OcdQ22mw5wkEMdssEO3ky3kCSYx/lxidENB26us8od5mkMngMMuQqA7iCDSZDLVn2lB/NjD/EjIAmdHeL2RrAWgBpMDtEeB2e+DyCHC7vX93ewR4BKGX/4cEAB3nvgA4AacTaDcB7f2ce8+Bbzpf0rlauv7S9YdMJoM+WjXkOZX64nQ6fb6SJakQZDQaodf3vOwXFxcHg8HQ735qtRpRUd0n6tPr9RAEAQaDYdAhqLMBA3FJUCaTdXXslsuBpLjIuuWkUMig9flNPvR+SMphGiUxHOcZ+ByB6a8V/m0W+H5t0vj3D/R5gtv/L5zaDGHQZUB57hfkcJ3aViaThWYIkpIZM2aIXQIREREFkaTGz+n1ephMPe9RGgwGxMXF9bufw+FAR0f3+RaMRiNkMlm/+xIREVFkklQIysnJ6dH3x2QyoampqUd/n+/uBwAVFRXdtpeXlyMjI2PQt8KIiIgo/EkqBC1YsAC7d++G0fjtpFBbt26FXC7H/Pnz+9xv5syZiImJwSeffNK1zel04tNPP8WCBQuCWjMRERGFJkn1CVq+fDk2bdqEoqIirFy5Eg0NDVi7di2WL1/ebY6gFStWoLa2tmv4e1RUFFauXIl169YhMTEReXl5ePvtt9He3o477rhDrJdDREREEiapEBQXF4fXX38djz32GIqKihAdHY3rr78eq1at6vY8j8cDt9vdbdudd94JQRDw2muvdS2bsWHDBs4WTURERL2SCaEyoxERERFRAEmqTxARERHRcGEIIiIioojEEEREREQRiSGIiIiIIhJDEBEREUUkhiAiIiKKSJKaJygUVVVVYcOGDThy5AhKSkqQk5ODjz/+eMD9BEHA+vXr8dZbb3XNa/TrX/8a06dPD37RIhhqOy1cuBA1NTU9thcXFyMqKrzWQP7kk0+wefNmHDt2DEajEVlZWbjllluwbNmyfldEjrT30lDbKZLeSwCwfft2rF+/HqWlpTCbzUhLS8MVV1yBe+65B7Gxsf3u+9e//hWvvvoqamtrMWbMGKxatQqXXXbZMFU+vIbaTrfccgv27dvXY/uWLVuQm5sbzJIlwWKxoLCwEA0NDXj//fcxZcqUPp8r5c8ohiA/lZSUYPv27Zg2bRo8Hg98nXZp/fr1ePbZZ/Hggw8iPz8fb775Jm6//XZ89NFHYTnB41DbCQCuvPJK3H777d22qdXqQJcouo0bNyIzMxMPPfQQEhISsHv3bvz2t79FfX097rnnnj73i7T30lDbCYic9xIAtLe3Y+rUqbjlllsQHx+PkpISrFu3DiUlJXjttdf63O+f//wnfvvb3+Luu+/GvHnzsGXLFtxzzz148803JfGfVqANtZ0A75JNv/rVr7ptGzlyZDDLlYwXXnihx6TFfZH0Z5RAfnG73V1//9WvfiVcc801A+5jt9uFmTNnCk8//XTXto6ODuGyyy4Tfve73wWjTNENpZ0EQRAuu+wyYfXq1cEqS1JaWlp6bHv44YeFmTNndmu/80Xie2ko7SQIkfVe6su7774r5OXlCfX19X0+53vf+57wwAMPdNt20003CT/5yU+CXZ5k+NJON998s3DXXXcNY1XSUVpaKkyfPl14++23hby8PKG4uLjP50r9M4p9gvwklw++CQ8ePAiz2YzCwsKubWq1GosWLcKOHTsCWZ5kDKWdIk1iYmKPbRMmTIDZbIbVau11n0h8Lw2lncgrPj4egHeB6d5UV1ejsrKy2/sJAK6++mrs2bMHDocj2CVKwkDtFOkef/xxLF++HGPGjBnwuVL/jOL/TCIoLy8HAOTk5HTbnpubi9raWtjtdjHKkqx//OMfmDx5MmbMmIE777wTp06dErukYfP1118jLS0NMTExvT7O95LXQO3UKRLfS263Gx0dHTh27Bief/55LFy4sM9bNp3vp+/+55abmwun04nq6uqg1yuWwbRTp3379mH69OmYMmUKbr75Zuzfv3+YqhXP1q1bcfr0aRQVFfn0fKl/RrFPkAiMRiPUanWPzph6vR6CIMBgMECj0YhUnbQsXLgQU6dORUZGBqqrq/HSSy/hhz/8IT788EPx7yUH2YEDB7Bly5YefQ7Ox/eSb+0ERO576bLLLkNDQwMA4OKLL8bTTz/d53MNBgMA7/vnfJ3fdz4ejgbTTgAwZ84cLFmyBNnZ2WhsbMSGDRtw2223YdOmTZgxY8ZwlDzsbDYb1qxZg1WrVg34C0cnqX9GMQSRpD388MNdf589ezbmz5+PwsJCbNiwAY8++qh4hQVZfX09Vq1ahblz5+LHP/6x2OVI1mDaKVLfS6+88gpsNhtKS0vx4osv4u6778af//xnKBQKsUuTlMG207333tvt+0svvRSLFy/GCy+8gPXr1w9HycPuxRdfRFJSEpYtWyZ2KQHDECQCvV4Ph8OBjo6ObunYaDRCJpMhLi5OxOqkLTU1FbNmzcKxY8fELiVojEYj7rzzTsTHx2PdunX99qeK5PfSYNqpN5HwXgKA8ePHAwBmzJiBKVOmYMmSJdi2bRuuuuqqHs/tfL+YTCakpKR0bTcajd0eD0eDaafe6HQ6XHLJJfjXv/4VzDJFU1NTg9deew3PP/88TCYTAHT1wbNarbBYLIiOju6xn9Q/oxiCRNB5b7SioqLrBw/w3jvNyMgI+9sX1De73Y6VK1fCZDLh3XffHXA+l0h9Lw22ncgrPz8fKpUKZ86c6fXxzvdTeXl5tz4c5eXlUKlUYX3b8HwDtVMkOnv2LJxOJ+66664ej/34xz/GtGnT8N577/V4TOqfUQxBIpg5cyZiYmLwySefdL0pnE4nPv30UyxYsEDk6qStoaEBX3/9NZYsWSJ2KQHncrlw//33o7y8HG+++SbS0tIG3CcS30tDaafehPN7qS9HjhyB0+nss8PvqFGjkJ2dja1bt+KKK67o2r5lyxYUFBSE7ZxK3zVQO/XGarXiyy+/7HfSwFA2YcIEvPHGG922nThxAn/4wx+wevXqPl+31D+jGIL8ZLPZsH37dgDey4Vmsxlbt24FAFxwwQVITEzEihUrUFtbi23btgEAoqKisHLlSqxbtw6JiYnIy8vD22+/jfb2dtxxxx2ivZZgGko7ffzxx/jiiy9wySWXIDU1FdXV1XjllVegUChw2223ifZagmX16tX44osv8NBDD8FsNuPw4cNdj02cOBFqtZrvJQytnSLtvQQA99xzDyZPnoz8/HxoNBqcPHkSGzZsQH5+flfA+c1vfoMPP/wQx48f79rv5z//OR588EGMHj0ac+fOxZYtW1BcXIy//OUvYr2UoBpKOx04cACvvvoqFi1ahMzMTDQ2NuLPf/4zmpqa8Mwzz4j5coJGr9dj7ty5vT42adIkTJo0CQBC7jOKIchPLS0tuO+++7pt6/z+jTfewNy5c+HxeHrMrHnnnXdCEAS89tprXdOIb9iwIWwvNw+lnUaOHInGxkY88cQTMJlMiI2Nxbx583DvvfeGZTvt2rULALBmzZoej/373//GyJEj+V7C0Nop0t5LADB16lRs2bIFr7zyCgRBQGZmJm644QbccccdXVd0ens/LV68GDabDevXr8crr7yCMWPG4LnnngvbEU9DaaeUlBQ4nU783//9H9rb26HVajFjxgysXr0aU6dOFeulSEKofUbJBGEQ6xcQERERhQlOlkhEREQRiSGIiIiIIhJDEBEREUUkhiAiIiKKSAxBREREFJEYgoiIiCgiMQQRERFRRGIIIiIioojEEEREREQRictmEFFY+dvf/oZf//rXXd+r1WrExcUhPz8fl1xyCZYuXYqYmJiux/fs2YPNmzfj4MGDqK+vR3JyMubNm4f77rsPqampYrwEIhomXDaDiMJKZwi69957MXLkSLhcLjQ3N2Pfvn3YtWsXMjIy8MILL3StaL106VIYDAZcddVVyM7ORnV1Nf7yl79Aq9Xiww8/REpKisiviIiChSGIiMJKZwh6//33MWXKlG6P7dmzB3fffTeSkpKwZcsWaDQa7N+/H7NmzYJc/m3vgP379+Pmm2/G3XffjVWrVg33SyCiYcI+QUQUMQoKCvCzn/0MNTU12Lx5MwBgzpw53QJQ57b4+HiUl5eLUSYRDROGICKKKEuWLAEA7Ny5s8/nWCwWWCwWJCQkDFdZRCQChiAiiigjRoxAbGwsqqur+3zO66+/DqfTicLCwmGsjIiGG0MQEUUcnU4Hi8XS62P79+/H888/j8LCQhQUFAxzZUQ0nBiCiCjiWK1WREdH99heVlaGe+65B+PGjcPjjz8uQmVENJwYgogootTX18NkMmH06NHdttfV1eGOO+5ATEwMXnnllW5zCRFReOJkiUQUUT766CMAwEUXXdS1ra2tDbfffjscDgfeeustTpJIFCEYgogoYuzZswcvvPACRo4ciWuvvRaA99bYXXfdhYaGBrzxxhvIzs4Wt0giGjYMQUQUlnbs2IHy8nK43W40Nzdj7969XTNGv/jii4iKigIAPPjggyguLsayZctQVlaGsrKyrmNER0fjiiuuEOslEFGQccZoIgor3107TKVSIT4+Hnl5ebj00kt7rB22cOFC1NTU9HqszMxMfP7550GvmYjEwRBEREREEYmjw4iIiCgiMQQRERFRRGIIIiIioojEEEREREQRiSGIiIiIIhJDEBEREUUkhiAiIiKKSAxBREREFJEYgoiIiCgiMQQRERFRRGIIIiIioojEEEREREQR6f8DZgEKgZq2if4AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Distribution of data\n",
+    "\n",
+    "def distplot(col):\n",
+    "  sns.distplot(df[col])\n",
+    "  plt.show()\n",
+    "\n",
+    "for i in list(df.columns)[1:]:\n",
+    "  distplot(i)\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1000
+    },
+    "id": "p5S2mDeDA2If",
+    "outputId": "7c6a9ddc-2593-4fcd-b940-77abfbe17f32"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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cLVmyRH5+flq6dKk+/PBDLV26VH5+flqyZIlycnJs3SKANkQoAuCQ2LwRwE8RigA4JDZvBPBThCIADonNGwH8FKEIgEP68eaNDWHzRsDxEIoAOKSQkBB5e3srPT1dtbW1Fsdqa2uVnp4uHx8fhYSE2KhDAG2NUATAIbF5I4CfYvNGK7B5I9Dx5OTkKDU1VcXFxeb3fHx8NGXKFDZvBDqIxn5/83RUAA4tKipKERERys3N1YULF+Tl5aWQkBBmiAAHRCgC4PCcnZ2ZAQbAmiIAAACJUAQAACCJUAQAACCJUAQAACCJUAQAACCJUAQAACCJUAQAACCJUAQAACCJzRsBQDU1NexoDYBQBMCxNfTsM29vbyUkJPDsM8DBcPkMgMPKycnRkiVL5Ofnp6VLl+rDDz/U0qVL5efnpyVLlignJ8fWLQJoQ4QiAA6ppqZGqampCg8P19y5cxUcHKzOnTsrODhYc+fOVXh4uNLS0lRTU2PrVgG0EUIRAIeUm5ur4uJijRs3Tk5Oln8VOjk5ady4cTp37pxyc3Nt1CGAtkYoAuCQLly4IEnq06dPg8d79+5tUQeg42OhNQCH5OXlJUk6deqUAgICtHXrVn3//fe65ZZbFBcXp9OnT1vUAej4CEUAHFJISIi8vb21bNkyFRcXq7a21nwsLS1N3t7e8vHxUUhIiA27BNCWuHwGwCE5OzvL399fRUVFcnJy0oMPPqg1a9bowQcflJOTk4qKiuTn58d+RYADYaYIgEOqrKzU/v375e7uri5dumjTpk3atGmTpOv7FJWXl+vAgQOqrKyUq6urjbsF0BYIRQAc0tatW1VbW6spU6bovvvuq7ej9fbt27Vq1Spt3bpVY8eOtXW7ANoAoQiAQ/r+++8lSYMHD5azs7NCQ0MtjoeHh1vUAej4WFMEwCHdcsstkqR9+/Y1eHz//v0WdQA6PkIRAIcUFxcnJycnbdiwQdXV1RbHqqur9d5778nZ2VlxcXE26hBAWyMUAXBIrq6uuv/++3Xp0iVNnjxZWVlZ+te//qWsrCxNnjxZly5d0tixY1lkDTgQ1hQBcFiTJ0+WJG3evFmrVq0yv+/s7KwHHnjAfByAYzCYTCaTrZtoL7766itJqrcgE0D7VllZWW9Ha2aIgI6jsd/fzBQBcHiurq7cdg+ANUUAAAASoQgAAEASoQgAAEASoQgAAEASoQgAAEASoQgAAEBSM2/JLy0t1cGDB5WXl6eLFy/KYDCoe/fuCgwM1MCBA+Xh4dFSfQIAALQqq0NRZWWlMjIy9Ne//lVffvmlamtrG6xzcnLSXXfdpQceeECjRo1iIzQAAGDXrNrR+v3339fq1at18eJFRUdHKzo6Wv3795evr688PDxkMplUUlKiM2fO6OjRo8rJyVF2dra6d++up59+WuPHj2/Nc2l17GgNAED709jvb6tC0S9/+UtNmjRJDz74oLp169aoz5SXl2vjxo1av369du7c2dgfZZcIRQAAtD+tEoqqq6t1001NW4bUnM/aC0IRAADtT2O/v626+6w5oaa9ByIAANCxNeuW/IkTJ2r27Nn617/+1eDxnJwcTZw4sTk/AgAAoE00KxTt27dPmZmZeuCBB3TkyJF6x8+fP6/9+/c350cAAAC0iWZv3jhz5kz16NFDv/nNb5Sent4SPQEAALS5Zoei2267TR988IFGjhyp+fPna8GCBaqurm6J3gAAANpMi6x+dnV11eLFizVgwAC9/PLLOnHihFasWNESQwMAALSJFn322fjx47VhwwYVFRXpgQce0MGDB5s81uXLlxUbG6ugoCDzrXR10tPTNXz4cIWGhmrMmDH67LPP6n2+rKxMSUlJGjx4sMLCwjRjxgwVFxc3uR8AANCxtfgDYe+880599NFHCgwM1Pvvv9/kcd58803V1NTUe3/Lli2aP3++4uLilJKSooEDB2ratGk6dOiQRd3MmTOVnZ2thQsX6rXXXlNBQYGmTp3KpT0AANCgZl0+W7x4scLCwuq97+XlpXXr1un999/XxYsXrR73m2++0Z///GfNmTNHzz//vMWxFStWaOTIkZo5c6YkKTIyUidOnNCqVauUkpIiSTp48KB2796t1NRUxcTESJL8/f0VHx+vbdu2KT4+3uqeAHRcNTU1ys3N1YULF+Tl5aWQkBA5Ozvbui0AbaxZoejXv/71vz3m5OSk//mf/2nSuC+99JLGjx8vf39/i/cLCwv17bff6re//a3F+/Hx8Xr11VdVWVkpV1dX7dq1S0ajUdHR0eaagIAA9evXT7t27SIUATDLyclRamqqxeV1b29vJSQkKCoqyoadAWhrVoeiS5cuWf1DPD09G12blZWlEydOaOXKlfr6668tjuXn50tSvbAUGBioqqoqFRYWKjAwUPn5+fL395fBYLCoCwgIMI/RVCaTSRUVFc0aA4B92Lt3r5KTk3XXXXdp+vTp6t27t06fPq3NmzdryZIlmjVrliIiImzdJoBmMplM9TJBQ6wORZGRkY0a+MeOHTvWqLorV66Y/yLq2rVrveMlJSWSJKPRaPF+3eu646WlpQ0+sNbDw0NHjx61qvefqqqqavT5ALBftbW1SktL089+9jONHDlSNTU1KigokCSNHDlSZWVlSktLU9euXeXk1OLLLwG0MVdX1xvWWB2KnnnmGYtQVFFRobS0NI0dO1a+vr7WDmdh9erV6tGjhx588MFmjdOaXFxc1LdvX1u3AaCZvv76a126dEnPPvusbr/99nrHJ0yYoPnz50uS+vXr19btAWhBeXl5jaqzOhRNnz7d4vXFixeVlpam+++/X0OGDLF2OLPvvvtOaWlpWrVqlcrKyiTJfJmqoqJCly9floeHh6Trt9v37NnT/NnS0lJJMh83Go0qKiqq9zNKSkrMNU1lMBjk7u7erDEA2F7d3y9BQUHq3LlzveN1QamiooL/54F2rrFXuOzm0fVnzpxRVVWVHn/88XrHJk6cqAEDBmjZsmWSrq8tCggIMB/Pz8+Xi4uLeaYqICBAe/bsqXcNsaCgoMHfCAE4Hi8vL0nSqVOnFBwcXO/46dOnLeoAdHx2c6G8X79+Wr9+vcU/v//97yVJf/jDH/T888/L19dXfn5+ysrKsvhsZmamhgwZYr5eGBsbq5KSEu3Zs8dcU1BQoNzcXMXGxrbdSQGwWyEhIfL29lZ6erpqa2stjtXW1io9PV0+Pj4KCQmxUYcA2prdzBQZjcZ/e5dH//791b9/f0nXL98999xz6t27tyIiIpSZmakjR45ow4YN5vqwsDDFxMQoKSlJc+bMkZubm5KTkxUUFKRhw4a1yfkAsG/Ozs5KSEjQkiVLtGjRIo0bN85891l6err279+vxMRE9isCHIjdhKLGGjVqlK5cuaKUlBStXbtW/v7+euONN+ptIrl8+XItXrzY/IDamJgYzZs3Tzfd1O5OGUAriYqKUmJiolJTUy32P/Px8VFiYiL7FAEOxmAymUzWfGDdunUWr69cuaKVK1fq4Ycflp+fX/0fYDBo0qRJzenRbtQ9gy00NNTGnQBoSexoDXRsjf3+tjoUNbQg8T/+AIOhw+zrQygCAKD9aez3t9XXknbs2NG0jgAAAOyY1aHotttua40+AAAAbMpubskHAACwJatCUUJCgvbv32/1D/niiy+UkJBg9ecAAADailWXz3x9fTV58mT5+voqPj5eQ4YMUb9+/dSlSxeLuvLycn399dfKyclRVlaWzp49q4ceeqhFGwcAAGhJVt99VlhYqPXr1ysjI0OXLl2SwWCQh4eHxZPqS0tLZTKZ5OHhodGjR2vixInNflisPeDuMwAA2p9WuyW/TnV1tQ4cOKBDhw4pPz9fly5dkiR5enoqICBAAwcO1M9//nO5uLg0ZXi7RCgCAKD9abVb8s0fvOkmRUZGKjIysqlDAAAA2A3uPgMAAJCVM0WbN2+WJI0dO1YGg8H8+kbuv/9+K9sCAABoW1atKQoODpbBYNDhw4fl6uraqEd+8JgPAABgS62ypqjuER+urq4WrwEAANo7q0LRTx/xwSM/AABAR8FCawAAADXjlvw6//jHP7Rx40YVFhaaN238MYPBoE8//bS5PwYAAKBVNSsUvf3221q2bJl69OihO++8U0FBQS3VFwAAQJtqVihav369IiMjtXbt2g61czUAAHA8zVpTVFpaquHDhxOIAABAu9esUBQaGqqCgoKW6gUAAMBmmhWKFi5cqO3bt+tvf/tbS/UDAABgE1btaD169Oh675WUlOiHH36Qu7u7br75Zjk5WeYsg8Ggjz/+uPmd2gF2tAYAoP1plR2tPT09G3yvT58+1gwDAABgd6wKRe+++25r9QEAAGBT7GgNAACgJoSi8ePHKzs72/y6urpa+/fvV1lZWYs2BgAA0Jas3rzx0KFDunDhgvl1WVmZJk6cqLS0NA0ZMqRFmwMcQVFRkcrLy23dBmBXunbtqptvvtnWbcDBNPvZZ5LqPe8MQOOUlJToiSeeUG1tra1bAeyKk5OT1q9fLw8PD1u3AgfSIqEIQNN4eHhozZo1zBTZgcLCQr3++uuaPXu2fH19bd2Ow+vatSuBCG2OUATYGJcI7Iuvr6/69u1r6zYA2ECTQtHnn3+u8+fPS5KuXLkig8GgrKwsHT9+vF6twWDQpEmTmtUkAABAa2tSKMrIyFBGRobFe3/5y18arCUUAQCA9sDqULRjx47W6AMAAMCmrA5Ft912W2v0AQAAYFPsaA0AAKBm3n129epV85Nnw8PDG30MAADA3jQrFJ09e1YTJkyQwWDQsWPHGn0MAADA3jQrFHXv3l3PPPOMDAaDVccAAADsTbND0fTp060+BgAAYG9YaA0AAKAmzhT94x//0DvvvKMzZ87I09NTcXFxevTRR1u6NwAAgDZjdSjat2+fHn/8cZlMJnXv3l2FhYU6fPiwzp07p9/97net0SMAAECrs/ry2Zo1a9SjRw99/PHH2rNnj3JychQREaE///nPunr1amv0CAAA0OqsDkUnTpzQI488ottvv12S5OHhodmzZ+vq1as6efJkizcIAADQFqwORefPn1evXr0s3qt7ffny5ZbpCgAAoI1ZHYpMJlO9vYfqXptMppbpCgAAoI016e6zzZs36/Dhw+bX165dk8Fg0HvvvacdO3bUq583b17TOwQAAGgDTQpF2dnZys7Orvf+p59+Wu89g8FAKAIAAHbP6lB0/Pjx1ugDAADApqxeU1RSUtIafQAAANiU1aEoOjpazzzzjLKyslRZWdkaPQEAALQ5qy+fDR8+XDt37tTOnTvVpUsX/epXv9KYMWMUGRlZ7640AACA9sLqULRs2TJdvXpVn376qTIyMvS3v/1NmzdvVo8ePTRq1CiNGjVKd9xxR2v0CgAA0GqadPdZp06dzAGopKREW7duVUZGht555x2988476tOnj8aMGaPRo0fL19e3pXsGAABocVavKfopDw8PjR8/Xhs2bNDf//53Pfvss+rcubNWrFihYcOGafz48S3RJwAAQKtqdij6MR8fHz322GNasmSJhg4dKpPJZLHJ4418/vnn+s1vfqPIyEjdcccdGjp0qBYvXqyysjKLup07d2rMmDEKDQ3V8OHDtWnTpnpjVVZW6pVXXlF0dLQGDhyoyZMnKz8/v9nnCAAAOqYmXT5ryNmzZ5WRkaGMjAydPHlSJpNJYWFhGj16dKPHuHTpku68805NmDBBnp6eOnnypFauXKmTJ08qLS1NknTgwAFNmzZNDz30kJKSkvTFF19o7ty56tKli0aMGGEe66WXXlJmZqYSExPl4+Ojt956S5MmTdKWLVvUrVu3ljptAADQQTQrFF24cMG8nujQoUMymUwKCAjQjBkzNHr06HoPjr2RsWPHWryOiIiQq6ur5s+fr3PnzsnHx0erV6/WnXfeqRdeeEGSFBkZqcLCQq1YscIcioqKirRx40Y9//zzeuihhyRJoaGhuueee/TBBx9o6tSpzTltAADQAVkdiioqKrR9+3ZlZGRoz549qq6uVs+ePfXoo49q9OjR6t+/f4s26OnpKUmqqqpSZWWl9u7dq+eee86iJj4+XhkZGTpz5ox69eql3bt3q7a21mLmyNPTU9HR0dq1axehCAAA1GN1KIqKitK1a9fk7u6u0aNHa/To0YqMjJSTU8stT6qpqVF1dbXy8vK0atUq3XvvverVq5fy8vJUVVWlgIAAi/rAwEBJUn5+vnr16qX8/Hz16NFDHh4e9eo2btzYrN5MJpMqKiqaNQYA+3P16lXzn/w/DnQsJpOpUXspWh2KhgwZotGjR2vo0KFyc3NrUnM3cs899+jcuXOSpLvvvlvLli2T9H+PGDEajRb1da/rjpeWlja4bshoNDb7MSVVVVU6duxYs8YAYH/Onj0rSSooKNC1a9ds3A2Alubq6nrDGqtD0erVqy1eX758Wd99950uX76sLl26qFevXnJ3d7d2WAtr167VlStXlJeXp9WrV+vJJ5/UunXrmjVmS3FxcVHfvn1t3QaAFlb3S56/v3+92WgA7VteXl6j6pq80HrXrl166623dPjwYdXW1prfd3Z2VlhYmJ588klFR0c3aezg4GBJUlhYmEJDQzV27Fht377dHEZ+eot+aWmpJJkvlxmNRpWXl9cbt7S0tN4lNWsZDIZmhz4A9qdTp07mP/l/HOhYGvsYsiaFoj/96U965ZVX5OzsrMGDB+tnP/uZ3N3dVVFRoRMnTujAgQOaOnWqfv/732vChAlN+RFmQUFBcnFx0enTp3XvvffKxcVF+fn5uvvuu801dfsP1f12FxAQoPPnz6ukpMQiBOXn5/MbIAAAaJDVoeibb77Ra6+9pgEDBig5OVm33HJLvZqzZ89q9uzZeuWVVxQVFWVeCN0Uhw8fVlVVlXr16iVXV1dFRETok08+0aOPPmquyczMVGBgoHkLgJiYGDk5OWnbtm0aN26cpOvrjXbv3q2nn366yb0AAICOy+pQ9MEHH8jd3V1r1qz5t5eibr31Vr311lsaNmyY0tPTlZiY2Kixp02bpjvuuENBQUHq1KmTjh8/rtTUVAUFBem+++6TJD311FOaOHGiFi5cqLi4OO3du1cZGRlKTk42j3PzzTfroYce0quvvionJyf5+PhozZo16tatG48dAQAADbI6FH355ZcaMWLEDdfmeHp6asSIEdq3b1+jx77zzjuVmZmptWvXymQy6bbbbtO4ceOUkJBgXjU+aNAgrVy5UsuXL9fGjRt166236qWXXlJcXJzFWPPmzVOXLl20bNkyXb58WXfddZfWrVvHbtYAAKBBVoei7777Tg8++GCjaoOCgvTJJ580euzHH39cjz/++A3rhg4dqqFDh/7HGldXV82ZM0dz5sxp9M8HAACOy+odF8vLyxs929K1a9cG7wIDAACwN1aHopqamkbf2mYwGCxu1wcAALBXTbolf/PmzTp8+PAN6woKCpoyPAAAQJtrUijKzs5WdnZ2o2obO6sEAABgS1aHouPHj7dGHwAAADbVco+2BwAAaMesnil68sknrao3GAz1HiILAABgb6wORX//+9/l5uam//qv/5LJZLphPWuKAABAe2B1KPLx8dG5c+fUvXt3jRo1SiNHjlTPnj1bozcAAIA2Y/Waos8//1zr169XSEiIVq9erV/+8peaNGmSNm3axEaNAACg3WrSQuvBgwfrhRde0O7du/XHP/5Rnp6eevHFFxUVFaVp06YpKytLlZWVLd0rAABAq2nW3WcuLi667777tHz5cmVnZ+uFF17Q+fPnNWvWLKWkpLRUjwAAAK2uRW7Jr6ys1O7du7Vjxw7l5ubKzc1Nt912W0sMDQAA0CaatKO1JNXW1io7O1tbtmzRp59+qqtXr2rIkCF68cUX9atf/Uru7u4t2ScAAECrsjoU/e///q8yMjKUlZWlS5cuacCAAZo1a5bi4uLk5eXVGj0CAAC0OqtD0SOPPKJOnTopNjZWo0aNMl8m+/777/X99983+Jn+/fs3r0sAAIBW1qTLZ1evXtW2bdu0ffv2/1hnMplkMBh07NixJjUHAADQVqwORYsXL26NPgAAAGzK6lD061//ujX6AAAAsKkWuSUfAACgvSMUAQAAiFAEAAAgiVAEAAAgiVAEAAAgiVAEAAAgiVAEAAAgiVAEAAAgiVAEAAAgiVAEAAAgiVAEAAAgiVAEAAAgiVAEAAAgiVAEAAAgiVAEAAAgiVAEAAAgiVAEAAAgiVAEAAAgiVAEAAAgiVAEAAAgiVAEAAAgiVAEAAAgiVAEAAAgiVAEAAAgSbrJ1g2g7RUXF6u0tNTWbQB2pbCw0OJPANcZjUZ5e3vbuo02QShyMMXFxXryqadUVVlp61YAu/T666/bugXArri4uuqt1asdIhgRihxMaWmpqior1enWSDm5Gm3dDgDAjtVWlurq2S9UWlpKKELH5eRqlHNnL1u3AQCA3WChNQAAgAhFAAAAkghFAAAAkghFAAAAkghFAAAAkghFAAAAkghFAAAAkghFAAAAkghFAAAAkuwsFG3dulVPPfWUYmNjNXDgQI0dO1YbN26UyWSyqEtPT9fw4cMVGhqqMWPG6LPPPqs3VllZmZKSkjR48GCFhYVpxowZKi4ubqtTAQAA7YxdhaI//elP6ty5sxITE7V69WrFxsZq/vz5WrVqlblmy5Ytmj9/vuLi4pSSkqKBAwdq2rRpOnTokMVYM2fOVHZ2thYuXKjXXntNBQUFmjp1qqqrq9v4rAAAQHtgV88+W716tby8/u95XEOGDNGlS5e0bt06Pf3003JyctKKFSs0cuRIzZw5U5IUGRmpEydOaNWqVUpJSZEkHTx4ULt371ZqaqpiYmIkSf7+/oqPj9e2bdsUHx/f5ucGAADsm13NFP04ENXp16+fysvLVVFRocLCQn377beKi4uzqImPj9eePXtUWVkpSdq1a5eMRqOio6PNNQEBAerXr5927drVuicBAADaJbuaKWrIl19+KR8fH3Xt2lVffvmlpOuzPj8WGBioqqoqFRYWKjAwUPn5+fL395fBYLCoCwgIUH5+frP6MZlMqqioaNYYtnT16lVbtwAAaGeuXr3arr/7TCZTvUzQELsORQcOHFBmZqbmzJkjSSopKZEkGY1Gi7q613XHS0tL1a1bt3rjeXh46OjRo83qqaqqSseOHWvWGLZ09uxZW7cAAGhnCgoKdO3aNVu30Syurq43rLHbUFRUVKRZs2YpIiJCEydOtHU7Zi4uLurbt6+t22gyNzc3W7cAAGhn/P39FRAQYOs2miwvL69RdXYZikpLSzV16lR5enpq5cqVcnK6vvTJw8ND0vXb7Xv27GlR/+PjRqNRRUVF9cYtKSkx1zSVwWCQu7t7s8awpU6dOtm6BQBAO9OpU6d2/d3XmEtnkp0ttJauX7d84oknVFZWprffftviMlhdSv3puqD8/Hy5uLjI19fXXFdQUFBvf6OCgoJ2nXQBAEDrsatQVF1drZkzZyo/P19vv/22fHx8LI77+vrKz89PWVlZFu9nZmZqyJAh5uuFsbGxKikp0Z49e8w1BQUFys3NVWxsbOufCAAAaHfs6vLZH/7wB3322WdKTExUeXm5xYaMISEhcnV11fTp0/Xcc8+pd+/eioiIUGZmpo4cOaINGzaYa8PCwhQTE6OkpCTNmTNHbm5uSk5OVlBQkIYNG2aDMwMAAPbOrkJRdna2JGnJkiX1ju3YsUO9evXSqFGjdOXKFaWkpGjt2rXy9/fXG2+8obCwMIv65cuXa/HixVqwYIGqq6sVExOjefPm6aab7OqUAQCAnbCrhLBz585G1Y0bN07jxo37jzXdunXTyy+/rJdffrklWgMAAB2cXa0pAgAAsBVCEQAAgAhFAAAAkghFAAAAkghFAAAAkghFAAAAkghFAAAAkghFAAAAkuxs80a0ndprpbZuAQBg5xztu4JQ5KCufv+FrVsAAMCuEIocVKdbIuXkZrR1GwAAO1Z7rdShfokmFDkoJzejnDt72boNAADsBgutAQAARCgCAACQRCgCAACQRCgCAACQRCgCAACQRCgCAACQRCgCAACQRCgCAACQRCgCAACQRCgCAACQRCgCAACQRCgCAACQRCgCAACQRCgCAACQRCgCAACQRCgCAACQRCgCAACQRCgCAACQRCgCAACQRCgCAACQRCgCAACQRCgCAACQRCgCAACQRCgCAACQJN1k6wZgG7WVpbZuAQBg5xztu4JQ5GCMRqNcXF119ewXtm4FANAOuLi6ymg02rqNNkEocjDe3t56a/VqlZY6VvoHbqSwsFCvv/66Zs+eLV9fX1u3A9gNo9Eob29vW7fRJghFDsjb29th/gMHrOXr66u+ffvaug0ANsBCawAAABGKAAAAJBGKAAAAJBGKAAAAJBGKAAAAJBGKAAAAJBGKAAAAJBGKAAAAJBGKAAAAJBGKAAAAJBGKAAAAJBGKAAAAJBGKAAAAJBGKAAAAJBGKAAAAJNlZKDp16pQWLFigsWPHKiQkRKNGjWqwLj09XcOHD1doaKjGjBmjzz77rF5NWVmZkpKSNHjwYIWFhWnGjBkqLi5u7VMAAADtlF2FopMnT+rzzz9Xnz59FBgY2GDNli1bNH/+fMXFxSklJUUDBw7UtGnTdOjQIYu6mTNnKjs7WwsXLtRrr72mgoICTZ06VdXV1W1wJgAAoL25ydYN/Ni9996r++67T5KUmJioo0eP1qtZsWKFRo4cqZkzZ0qSIiMjdeLECa1atUopKSmSpIMHD2r37t1KTU1VTEyMJMnf31/x8fHatm2b4uPj2+aEAABAu2FXocjJ6T9PXBUWFurbb7/Vb3/7W4v34+Pj9eqrr6qyslKurq7atWuXjEajoqOjzTUBAQHq16+fdu3aRSiCXSkqKlJ5ebmt23B4hYWFFn/Ctrp27aqbb77Z1m3AwdhVKLqR/Px8SddnfX4sMDBQVVVVKiwsVGBgoPLz8+Xv7y+DwWBRFxAQYB4DsAclJSV64oknVFtba+tW8P+9/vrrtm4Buv5L8vr16+Xh4WHrVuBA2lUoKikpkSQZjUaL9+te1x0vLS1Vt27d6n3ew8OjwUty1jCZTKqoqGjWGEAdFxcXLV++XJcvX7Z1K4Bd6dKli1xcXPj7Fi3CZDLVmyhpSLsKRfagqqpKx44ds3UbANChXbt2TRcuXLB1G+hAXF1db1jTrkJR3TRqWVmZevbsaX6/tLTU4rjRaFRRUVG9z5eUlDR7KtbFxUV9+/Zt1hgAAKDt5OXlNaquXYWigIAASdfXFtX9e91rFxcX+fr6muv27NlTb7qsoKBAt99+e7N6MBgMcnd3b9YYAACg7TTm0plkZ/sU3Yivr6/8/PyUlZVl8X5mZqaGDBlinhqLjY1VSUmJ9uzZY64pKChQbm6uYmNj27RnAADQPtjVTNGVK1f0+eefS5K+++47lZeXmwPQ4MGD5eXlpenTp+u5555T7969FRERoczMTB05ckQbNmwwjxMWFqaYmBglJSVpzpw5cnNzU3JysoKCgjRs2DCbnBsAALBvBpPJZLJ1E3XOnDmjoUOHNnhs/fr1ioiIkHT9MR8pKSk6e/as/P39NXv2bN1zzz0W9WVlZVq8eLG2b9+u6upqxcTEaN68efLx8Wlyf1999ZUkKTQ0tMljAACAttXY72+7CkX2jlAEAED709jv73a1pggAAKC1EIoAAABEKAIAAJBEKAIAAJBEKAIAAJBEKAIAAJBEKAIAAJBkZzta27uqqiqZTCbzfgcAAMD+VVZWNur5Z4QiKzT2gXIAAMB+GAyGRn2Hs6M1AACAWFMEAAAgiVAEAAAgiVAEAAAgiVAEAAAgiVAEAAAgiVAEAAAgiVAEAAAgiVAEAAAgSfp//R7dm8XOXF4AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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ZWZk8Ho9Gjhx5xrW2j/x0hsLCQi1duvSM6woKCk77ji6v16tJkyYpNzdX9fX1SkhIsDWHx+NRYmKirce6SWVlpaqrq50eA3CNr776qvWr3d8PQKzq2bOnUlJSnB7DtvZciLlD8dPQ0KCdO3eqpKRENTU1CoVCpwzy6KOPhr2/YDCoYDDYkZHw/yorK3XX3XerqbHR6VEA11m1apXTIwCu4/P79Ye8vKgOoHDZjp/Dhw9r1qxZOnz4sHr27Kmamhr16tVLNTU1amlpUZ8+fbr86EkoFFJhYaHOPfdc4/+qq66uVlNjoxJSJ8jr7+n0OAAAFws1Vqu+4m1VV1cTP//L7373O9XW1urFF19UWlqasrOz9fjjj2vs2LHKz8/X888/r3Xr1kVy1jYOHz6sRYsW6ZprrtGgQYN04sQJvfDCCyouLtaTTz7Zad832nj9PRXXPdnpMQAAcA3b8fP2229r5syZGjVqVJuLGfr9ft1+++36+OOP9eijj2rNmjWRmPMUPXr0UFJSkvLy8nT06FH5fD5dcMEFWrt2rS655JJO+Z4AACD62Y6f+vp6DRw4UJKUlJQkj8ejmpqa1u1jxozRihUrOj7hd+jdu7fy8vI6bf8AACA22b7C84ABA3TkyBFJUrdu3dS/f3/985//bN1eVlam+Pj4Dg8IAAAQSbaP/EyYMEGvv/665s+fL0maNm2a1qxZo+rqaoVCIb3yyiuaOnVqxAYFAACIBNvxc+edd6qoqEiNjY3y+/266667VFlZqZ07d8rr9eraa6/V4sWLIzkrAABAh9mOn9TUVKWmprbejo+P1/Lly7V8+fKIDAYAANAZbJ/z89++vb4PAACAm3UofoqKijRnzhyNHj1a48eP1549eyRJVVVVuvvuu/XOO+9EZEgAAIBIsR0/7733nm666SYdPHhQ1113XZuPtkhOTlZtba02b94ckSEBAAAixXb8PP744xo2bJgKCgq0cOHCU7aPHz9e+/bt69BwAAAAkWY7foqKijR9+nT5/f7TfpJq//799fXXX3doOAAAgEizHT/dunU75VPc/9ORI0e6/INNAQAAzsR2/IwePVo7d+487ba6ujq9/PLLysrKsj0YAABAZ7AdP/fcc4+Ki4t155136o033pAkHThwQFu2bNH06dNVVVWlefPmRWxQAACASOjQkZ81a9bo4MGDevDBByVJOTk5WrZsmUKhkNasWaPhw4dHbFAAAIBIsHWFZ8uy9M033+iiiy7Szp07VVpaqk8//VSWZSkQCOiCCy447UnQAAAATrMVP01NTRo3bpwWLlyoO+64QxkZGcrIyIj0bAAAABFn62Uvv9+vvn37yu/3R3oeAACATmX7nJ9p06Zp27ZtamxsjOQ8AAAAncr2p7qff/75ev3113Xttddq2rRpGjhwoBISEk5ZN2nSpA4NCAAAEEm24+e+++5r/e/Vq1efdo3H41FpaandbwEAABBxtuMnPz8/knMAAAB0CdvxM27cuEjOAQAA0CVsx8+3Wlpa9OGHH+rzzz+XJKWlpWnEiBGKi4vr8HAAAACR1qH4efnll7Vq1SodPXpUlmVJ+vd5PsnJyVq4cKFuuOGGiAwJAAAQKbbjZ9OmTfr1r3+tjIwMzZ8/X4MHD5YklZeXa/PmzVq2bJmampo0c+bMSM0KAADQYbbjZ+3atfre976nP/3pT/L5fK33T5gwQTfccIN++tOf6plnniF+AACAq9i+yOHXX3+tyZMntwmfb/l8Pl1zzTU6evRoh4YDAACINNvxk5GRofLy8u/cXl5ezqe6AwAA17EdP8uWLVNhYaGee+451dfXt95fX1+vZ599VoWFhXrooYciMiQAAECk2D7nZ9GiRfJ6vcrJyVFubq5SUlIkSZWVlWppaVFKSooefPDBNo/xeDx65ZVXOjYxAABAB9iOn969e6t3794aNGhQm/sHDhzY4aEAAAA6i+342bBhQyTnAAAA6BK2z/kpLS3V9u3b29z35ptv6uabb1YwGNRzzz3X4eEAAAAizXb85ObmqqCgoPX2oUOHNH/+/NaPucjJydHmzZs7PiEAAEAE2Y6f/fv3a+zYsa23t23bJq/Xq61bt2rLli266qqrtGnTpogMCQAAECm246empka9e/duvb1r1y5dfPHFSk5OliRdfPHFOnjwYIcHBAAAiCTbJzz369dPH3/8saR/v739ww8/1PTp01u3f/PNN/J6bbcVIiTUUO30CAAAlzPtucJ2/FxxxRXauHGjGhsbtW/fPvn9fv3gBz9o3X7gwAEFAoGIDAn76r942+kRAABwFdvx8/Of/1xVVVXatm2bzjrrLD322GPq27evJKm2tlaFhYW6+eabIzYo7EkYMEHe+J5OjwEAcLFQQ7VRfyzbjp8ePXpo5cqVp92WmJioN954QwkJCbYHQ2R443sqrnuy02MAAOAatuPnf/F6vTrrrLM6Y9cAAAAdwhnJAADAKMQPAAAwCvEDAACMQvwAAACjED8AAMAoxA8AADAK8QMAAIwS9fHT0NCg1atXa+LEibrgggt02WWXacWKFU6PBQAAXKpTLnLYVUKhkObNm6dDhw5p/vz5SktLU0VFhcrLy50eDQAAuFRUx89LL72kffv2qaCgQCkpKU6PAwAAokBUv+y1ZcsWXX311YQPAAAIW9TGT1NTk0pKSpSamqoHHnhAF154ocaMGaN7771XX331ldPjAQAAl4ral72OHz+upqYmrV27VllZWXrqqadUVVWl3NxcLViwQJs2bbK9b8uyVFdXF8Fpu159fb3TIwAAokx9fX3UPv9ZliWPxxPWWlfFT01NjSorK8+4LhAIKBQKSZJ69Oihp556Sn6/X5LUt29fzZ49W2+99Za+//3v25qjqalJpaWlth7rFhUVFU6PAACIMuXl5WpoaHB6DNu+bYEzcVX8FBYWaunSpWdcV1BQoNTUVHk8Hl100UVt/rHjxo1TXFycysrKbMePz+dTenq6rce6RXx8vNMjAACizJAhQzR06FCnx7ClrKws7LWuip9gMKhgMBj2+oEDB37nto6Uq8fjUWJiou3Hu0FCQoLTIwAAokxCQkLUPv+F+5KXFMUnPEvS5Zdfrvfee69N6Lz99ttqaWnRiBEjHJwMAAC4VVTHz5w5c9TQ0KB58+Zp165d2rp1qxYtWqSxY8dqwoQJTo8HAABcKKrjZ8CAAcrPz1djY6MWLFignJwcXXrppfrDH/7QrsNfAADAHK4658eOjIwMbdiwwekxAABAlIjqIz8AAADtRfwAAACjED8AAMAoxA8AADAK8QMAAIxC/AAAAKMQPwAAwCjEDwAAMArxAwAAjEL8AAAAoxA/AADAKMQPAAAwCvEDAACMQvwAAACjED8AAMAoxA8AADAK8QMAAIxC/AAAAKMQPwAAwCjdnB4AnSvUWO30CAAAlzPtuYL4iVE9e/aUz+9XfcXbTo8CAIgCPr9fPXv2dHqMLkH8xKiUlBT9IS9P1dVm1Tzwvxw6dEirVq3Sfffdp0Ag4PQ4gKv07NlTKSkpTo/RJYifGJaSkmLM/8hAewQCAaWnpzs9BgCHcMIzAAAwCvEDAACMQvwAAACjED8AAMAoxA8AADAK8QMAAIxC/AAAAKMQPwAAwCjEDwAAMArxAwAAjEL8AAAAoxA/AADAKMQPAAAwCvEDAACMQvwAAACjED8AAMAoxA8AADAK8QMAAIxC/AAAAKMQPwAAwCjEDwAAMArxAwAAjEL8AAAAoxA/AADAKMQPAAAwSjenB+iI888//zu3vfnmm0pJSenCaQAAQDSI6vjZvHnzKfc9+OCD6t69O+EDAABOK6rj58ILL2xz+/PPP9enn36q+++/35mBAACA68XUOT/bt2+Xx+PRtdde6/QoAADApWIqfl577TVlZWXp7LPPdnoUAADgUlH9std/2r9/v/71r3/pN7/5TYf3ZVmW6urqIjAVADepr69v/crPOBBbLMuSx+MJa62r4qempkaVlZVnXBcIBOT3+9vc9+qrr8rn8+mqq67q8BxNTU0qLS3t8H4AuEtFRYUkqby8XA0NDQ5PAyDS/rsNvour4qewsFBLly4947qCggINGzas9bZlWSooKNAll1yi3r17d3gOn8+n9PT0Du8HgLvEx8dLkoYMGaKhQ4c6PA2ASCorKwt7raviJxgMKhgMtvtx7777rioqKiL2Li+Px6PExMSI7AuAeyQkJLR+5WcciC3hvuQlxcgJz6+++qoSExM1ceJEp0cBAAAuF/Xx09zcrJ07d+rKK69s/asOAADgu0R9/Pz973/XsWPHuLYPAAAIi6vO+bHjsssu04EDB5weAwAARImoP/IDAADQHsQPAAAwCvEDAACMQvwAAACjED8AAMAoxA8AADAK8QMAAIxC/AAAAKMQPwAAwCjEDwAAMArxAwAAjEL8AAAAoxA/AADAKMQPAAAwCvEDAACMQvwAAACjED8AAMAoxA8AADAK8QMAAIxC/AAAAKMQPwAAwCjEDwAAMArxAwAAjEL8AAAAoxA/AADAKMQPAAAwCvEDAACMQvwAAACjED8AAMAoxA8AADAK8QMAAIxC/AAAAKMQPwAAwCjEDwAAMArxAwAAjEL8AAAAoxA/AADAKMQPAAAwCvEDAACMQvwAAACjED8AAMAoxA8AADAK8QMAAIxC/AAAAKMQPwAAwCjEDwAAMArxAwAAjEL8AAAAo3RzeoCOaGlp0fr16/XSSy/piy++UN++fTVp0iTNnz9fPXr0cHo8AADgQlEdP3l5ecrLy9O9996rUaNG6aOPPtKqVatUWVmplStXOj0eAABwoaiOn+3bt2vKlCm68847JUkTJkzQsWPHtHbtWjU3N6tbt6j+5yGGfPnll6qtrXV6DOMdOnSozVc4KykpSWeffbbTY8BAUV0Hzc3NSkpKanPfWWedJcuyHJoIONWJEyc0d+5chUIhp0fB/1u1apXTI0CS1+tVfn6+evXq5fQoMExUx08wGNS6det0xRVXaNSoUfr444+1YcMG3XjjjR066mNZlurq6iI4KUzm8/n0xBNP6JtvvnF6FMBVevToIZ/Px+9bRIRlWfJ4PGGtjer4mTt3rhobGzV79uzWoz3XXXedfvnLX3Zov01NTSotLY3EiACA79DQ0KCqqiqnx0AM8fv9Ya1zVfzU1NSosrLyjOsCgYD8fr82btyo/Px8LV68WJmZmfroo4+0evVqPfLII/rVr35lew6fz6f09HTbjwcAAF2rrKws7LWuip/CwkItXbr0jOsKCgqUnJysFStW6IEHHtAtt9wiScrKylJSUpLuv/9+zZo1S0OGDLE1h8fjUWJioq3HAgCArhfuS16Sy+InGAwqGAyGtfaDDz5QY2OjMjIy2tyfmZkpSfrss89sxw8AAIhdUXuF59TUVEnShx9+2Ob+4uJiSVJaWlqXzwQAANzPVUd+2qNv37668sortXr1arW0tCgzM1NlZWV68sknlZ2drWHDhjk9IgAAcKGojR9JWrFihZ5++mm98MILOnLkiPr166cpU6ZowYIFTo8GAABcymNxRcA2ioqKJEkjR450eBIAABCu9jx/R+05PwAAAHYQPwAAwCjEDwAAMArxAwAAjEL8AAAAoxA/AADAKFF9nZ/O0NTUJMuyWt8yBwAA3K+xsTHsz/cifv5Lez4YDQAAuIPH4wn7OZyLHAIAAKNwzg8AADAK8QMAAIxC/AAAAKMQPwAAwCjEDwAAMArxAwAAjEL8AAAAoxA/AADAKP8HqwJ32c6aMsIAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Outlier\n",
+    "\n",
+    "def boxplots(col):\n",
+    "  sns.boxplot(df[col])\n",
+    "  plt.show()\n",
+    "\n",
+    "for i in list(df.columns)[1:]:\n",
+    "  boxplots(i)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1000
+    },
+    "id": "nStGIZ_qVT8t",
+    "outputId": "af3f703a-4d1f-4d87-d02b-7704eed9cddd"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: >"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2000x2000 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Finding co-relation\n",
+    "\n",
+    "plt.figure(figsize=(20,20))\n",
+    "corr = df[df.columns[1:]].corr()\n",
+    "sns.heatmap(corr, annot=True, cmap = \"rainbow\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "id": "rYah2MviWL5v"
+   },
+   "outputs": [],
+   "source": [
+    "x = df.drop(['name', 'status'], axis=1)\n",
+    "y = df['status']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 226
+    },
+    "id": "nWt29RkvYq2S",
+    "outputId": "48a02500-0a4f-4465-b3a5-dbc59f159936"
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.google.colaboratory.intrinsic+json": {
+       "type": "dataframe",
+       "variable_name": "x"
+      },
+      "text/html": [
+       "\n",
+       "  <div id=\"df-339e6738-1cf8-4662-ad14-41ff47a5ad14\" class=\"colab-df-container\">\n",
+       "    <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>MDVP:Fo(Hz)</th>\n",
+       "      <th>MDVP:Fhi(Hz)</th>\n",
+       "      <th>MDVP:Flo(Hz)</th>\n",
+       "      <th>MDVP:Jitter(%)</th>\n",
+       "      <th>MDVP:Jitter(Abs)</th>\n",
+       "      <th>MDVP:RAP</th>\n",
+       "      <th>MDVP:PPQ</th>\n",
+       "      <th>Jitter:DDP</th>\n",
+       "      <th>MDVP:Shimmer</th>\n",
+       "      <th>MDVP:Shimmer(dB)</th>\n",
+       "      <th>Shimmer:APQ3</th>\n",
+       "      <th>Shimmer:APQ5</th>\n",
+       "      <th>MDVP:APQ</th>\n",
+       "      <th>Shimmer:DDA</th>\n",
+       "      <th>NHR</th>\n",
+       "      <th>HNR</th>\n",
+       "      <th>RPDE</th>\n",
+       "      <th>DFA</th>\n",
+       "      <th>spread1</th>\n",
+       "      <th>spread2</th>\n",
+       "      <th>D2</th>\n",
+       "      <th>PPE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>119.992</td>\n",
+       "      <td>157.302</td>\n",
+       "      <td>74.997</td>\n",
+       "      <td>0.00784</td>\n",
+       "      <td>0.00007</td>\n",
+       "      <td>0.00370</td>\n",
+       "      <td>0.00554</td>\n",
+       "      <td>0.01109</td>\n",
+       "      <td>0.04374</td>\n",
+       "      <td>0.426</td>\n",
+       "      <td>0.02182</td>\n",
+       "      <td>0.03130</td>\n",
+       "      <td>0.02971</td>\n",
+       "      <td>0.06545</td>\n",
+       "      <td>0.02211</td>\n",
+       "      <td>21.033</td>\n",
+       "      <td>0.414783</td>\n",
+       "      <td>0.815285</td>\n",
+       "      <td>-4.813031</td>\n",
+       "      <td>0.266482</td>\n",
+       "      <td>2.301442</td>\n",
+       "      <td>0.284654</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>122.400</td>\n",
+       "      <td>148.650</td>\n",
+       "      <td>113.819</td>\n",
+       "      <td>0.00968</td>\n",
+       "      <td>0.00008</td>\n",
+       "      <td>0.00465</td>\n",
+       "      <td>0.00696</td>\n",
+       "      <td>0.01394</td>\n",
+       "      <td>0.06134</td>\n",
+       "      <td>0.626</td>\n",
+       "      <td>0.03134</td>\n",
+       "      <td>0.04518</td>\n",
+       "      <td>0.04368</td>\n",
+       "      <td>0.09403</td>\n",
+       "      <td>0.01929</td>\n",
+       "      <td>19.085</td>\n",
+       "      <td>0.458359</td>\n",
+       "      <td>0.819521</td>\n",
+       "      <td>-4.075192</td>\n",
+       "      <td>0.335590</td>\n",
+       "      <td>2.486855</td>\n",
+       "      <td>0.368674</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>116.682</td>\n",
+       "      <td>131.111</td>\n",
+       "      <td>111.555</td>\n",
+       "      <td>0.01050</td>\n",
+       "      <td>0.00009</td>\n",
+       "      <td>0.00544</td>\n",
+       "      <td>0.00781</td>\n",
+       "      <td>0.01633</td>\n",
+       "      <td>0.05233</td>\n",
+       "      <td>0.482</td>\n",
+       "      <td>0.02757</td>\n",
+       "      <td>0.03858</td>\n",
+       "      <td>0.03590</td>\n",
+       "      <td>0.08270</td>\n",
+       "      <td>0.01309</td>\n",
+       "      <td>20.651</td>\n",
+       "      <td>0.429895</td>\n",
+       "      <td>0.825288</td>\n",
+       "      <td>-4.443179</td>\n",
+       "      <td>0.311173</td>\n",
+       "      <td>2.342259</td>\n",
+       "      <td>0.332634</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>116.676</td>\n",
+       "      <td>137.871</td>\n",
+       "      <td>111.366</td>\n",
+       "      <td>0.00997</td>\n",
+       "      <td>0.00009</td>\n",
+       "      <td>0.00502</td>\n",
+       "      <td>0.00698</td>\n",
+       "      <td>0.01505</td>\n",
+       "      <td>0.05492</td>\n",
+       "      <td>0.517</td>\n",
+       "      <td>0.02924</td>\n",
+       "      <td>0.04005</td>\n",
+       "      <td>0.03772</td>\n",
+       "      <td>0.08771</td>\n",
+       "      <td>0.01353</td>\n",
+       "      <td>20.644</td>\n",
+       "      <td>0.434969</td>\n",
+       "      <td>0.819235</td>\n",
+       "      <td>-4.117501</td>\n",
+       "      <td>0.334147</td>\n",
+       "      <td>2.405554</td>\n",
+       "      <td>0.368975</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>116.014</td>\n",
+       "      <td>141.781</td>\n",
+       "      <td>110.655</td>\n",
+       "      <td>0.01284</td>\n",
+       "      <td>0.00011</td>\n",
+       "      <td>0.00655</td>\n",
+       "      <td>0.00908</td>\n",
+       "      <td>0.01966</td>\n",
+       "      <td>0.06425</td>\n",
+       "      <td>0.584</td>\n",
+       "      <td>0.03490</td>\n",
+       "      <td>0.04825</td>\n",
+       "      <td>0.04465</td>\n",
+       "      <td>0.10470</td>\n",
+       "      <td>0.01767</td>\n",
+       "      <td>19.649</td>\n",
+       "      <td>0.417356</td>\n",
+       "      <td>0.823484</td>\n",
+       "      <td>-3.747787</td>\n",
+       "      <td>0.234513</td>\n",
+       "      <td>2.332180</td>\n",
+       "      <td>0.410335</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>\n",
+       "    <div class=\"colab-df-buttons\">\n",
+       "\n",
+       "  <div class=\"colab-df-container\">\n",
+       "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-339e6738-1cf8-4662-ad14-41ff47a5ad14')\"\n",
+       "            title=\"Convert this dataframe to an interactive table.\"\n",
+       "            style=\"display:none;\">\n",
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+       "  </svg>\n",
+       "    </button>\n",
+       "\n",
+       "  <style>\n",
+       "    .colab-df-container {\n",
+       "      display:flex;\n",
+       "      gap: 12px;\n",
+       "    }\n",
+       "\n",
+       "    .colab-df-convert {\n",
+       "      background-color: #E8F0FE;\n",
+       "      border: none;\n",
+       "      border-radius: 50%;\n",
+       "      cursor: pointer;\n",
+       "      display: none;\n",
+       "      fill: #1967D2;\n",
+       "      height: 32px;\n",
+       "      padding: 0 0 0 0;\n",
+       "      width: 32px;\n",
+       "    }\n",
+       "\n",
+       "    .colab-df-convert:hover {\n",
+       "      background-color: #E2EBFA;\n",
+       "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+       "      fill: #174EA6;\n",
+       "    }\n",
+       "\n",
+       "    .colab-df-buttons div {\n",
+       "      margin-bottom: 4px;\n",
+       "    }\n",
+       "\n",
+       "    [theme=dark] .colab-df-convert {\n",
+       "      background-color: #3B4455;\n",
+       "      fill: #D2E3FC;\n",
+       "    }\n",
+       "\n",
+       "    [theme=dark] .colab-df-convert:hover {\n",
+       "      background-color: #434B5C;\n",
+       "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+       "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+       "      fill: #FFFFFF;\n",
+       "    }\n",
+       "  </style>\n",
+       "\n",
+       "    <script>\n",
+       "      const buttonEl =\n",
+       "        document.querySelector('#df-339e6738-1cf8-4662-ad14-41ff47a5ad14 button.colab-df-convert');\n",
+       "      buttonEl.style.display =\n",
+       "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+       "\n",
+       "      async function convertToInteractive(key) {\n",
+       "        const element = document.querySelector('#df-339e6738-1cf8-4662-ad14-41ff47a5ad14');\n",
+       "        const dataTable =\n",
+       "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+       "                                                    [key], {});\n",
+       "        if (!dataTable) return;\n",
+       "\n",
+       "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+       "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+       "          + ' to learn more about interactive tables.';\n",
+       "        element.innerHTML = '';\n",
+       "        dataTable['output_type'] = 'display_data';\n",
+       "        await google.colab.output.renderOutput(dataTable, element);\n",
+       "        const docLink = document.createElement('div');\n",
+       "        docLink.innerHTML = docLinkHtml;\n",
+       "        element.appendChild(docLink);\n",
+       "      }\n",
+       "    </script>\n",
+       "  </div>\n",
+       "\n",
+       "\n",
+       "<div id=\"df-7ef85921-3380-4934-b919-18aa806c3e87\">\n",
+       "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-7ef85921-3380-4934-b919-18aa806c3e87')\"\n",
+       "            title=\"Suggest charts\"\n",
+       "            style=\"display:none;\">\n",
+       "\n",
+       "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+       "     width=\"24px\">\n",
+       "    <g>\n",
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+       "    </g>\n",
+       "</svg>\n",
+       "  </button>\n",
+       "\n",
+       "<style>\n",
+       "  .colab-df-quickchart {\n",
+       "      --bg-color: #E8F0FE;\n",
+       "      --fill-color: #1967D2;\n",
+       "      --hover-bg-color: #E2EBFA;\n",
+       "      --hover-fill-color: #174EA6;\n",
+       "      --disabled-fill-color: #AAA;\n",
+       "      --disabled-bg-color: #DDD;\n",
+       "  }\n",
+       "\n",
+       "  [theme=dark] .colab-df-quickchart {\n",
+       "      --bg-color: #3B4455;\n",
+       "      --fill-color: #D2E3FC;\n",
+       "      --hover-bg-color: #434B5C;\n",
+       "      --hover-fill-color: #FFFFFF;\n",
+       "      --disabled-bg-color: #3B4455;\n",
+       "      --disabled-fill-color: #666;\n",
+       "  }\n",
+       "\n",
+       "  .colab-df-quickchart {\n",
+       "    background-color: var(--bg-color);\n",
+       "    border: none;\n",
+       "    border-radius: 50%;\n",
+       "    cursor: pointer;\n",
+       "    display: none;\n",
+       "    fill: var(--fill-color);\n",
+       "    height: 32px;\n",
+       "    padding: 0;\n",
+       "    width: 32px;\n",
+       "  }\n",
+       "\n",
+       "  .colab-df-quickchart:hover {\n",
+       "    background-color: var(--hover-bg-color);\n",
+       "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+       "    fill: var(--button-hover-fill-color);\n",
+       "  }\n",
+       "\n",
+       "  .colab-df-quickchart-complete:disabled,\n",
+       "  .colab-df-quickchart-complete:disabled:hover {\n",
+       "    background-color: var(--disabled-bg-color);\n",
+       "    fill: var(--disabled-fill-color);\n",
+       "    box-shadow: none;\n",
+       "  }\n",
+       "\n",
+       "  .colab-df-spinner {\n",
+       "    border: 2px solid var(--fill-color);\n",
+       "    border-color: transparent;\n",
+       "    border-bottom-color: var(--fill-color);\n",
+       "    animation:\n",
+       "      spin 1s steps(1) infinite;\n",
+       "  }\n",
+       "\n",
+       "  @keyframes spin {\n",
+       "    0% {\n",
+       "      border-color: transparent;\n",
+       "      border-bottom-color: var(--fill-color);\n",
+       "      border-left-color: var(--fill-color);\n",
+       "    }\n",
+       "    20% {\n",
+       "      border-color: transparent;\n",
+       "      border-left-color: var(--fill-color);\n",
+       "      border-top-color: var(--fill-color);\n",
+       "    }\n",
+       "    30% {\n",
+       "      border-color: transparent;\n",
+       "      border-left-color: var(--fill-color);\n",
+       "      border-top-color: var(--fill-color);\n",
+       "      border-right-color: var(--fill-color);\n",
+       "    }\n",
+       "    40% {\n",
+       "      border-color: transparent;\n",
+       "      border-right-color: var(--fill-color);\n",
+       "      border-top-color: var(--fill-color);\n",
+       "    }\n",
+       "    60% {\n",
+       "      border-color: transparent;\n",
+       "      border-right-color: var(--fill-color);\n",
+       "    }\n",
+       "    80% {\n",
+       "      border-color: transparent;\n",
+       "      border-right-color: var(--fill-color);\n",
+       "      border-bottom-color: var(--fill-color);\n",
+       "    }\n",
+       "    90% {\n",
+       "      border-color: transparent;\n",
+       "      border-bottom-color: var(--fill-color);\n",
+       "    }\n",
+       "  }\n",
+       "</style>\n",
+       "\n",
+       "  <script>\n",
+       "    async function quickchart(key) {\n",
+       "      const quickchartButtonEl =\n",
+       "        document.querySelector('#' + key + ' button');\n",
+       "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+       "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+       "      try {\n",
+       "        const charts = await google.colab.kernel.invokeFunction(\n",
+       "            'suggestCharts', [key], {});\n",
+       "      } catch (error) {\n",
+       "        console.error('Error during call to suggestCharts:', error);\n",
+       "      }\n",
+       "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+       "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+       "    }\n",
+       "    (() => {\n",
+       "      let quickchartButtonEl =\n",
+       "        document.querySelector('#df-7ef85921-3380-4934-b919-18aa806c3e87 button');\n",
+       "      quickchartButtonEl.style.display =\n",
+       "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+       "    })();\n",
+       "  </script>\n",
+       "</div>\n",
+       "\n",
+       "    </div>\n",
+       "  </div>\n"
+      ],
+      "text/plain": [
+       "   MDVP:Fo(Hz)  MDVP:Fhi(Hz)  MDVP:Flo(Hz)  MDVP:Jitter(%)  MDVP:Jitter(Abs)  MDVP:RAP  MDVP:PPQ  Jitter:DDP  MDVP:Shimmer  MDVP:Shimmer(dB)  Shimmer:APQ3  Shimmer:APQ5  MDVP:APQ  Shimmer:DDA      NHR     HNR      RPDE       DFA   spread1   spread2        D2       PPE\n",
+       "0      119.992       157.302        74.997         0.00784           0.00007   0.00370   0.00554     0.01109       0.04374             0.426       0.02182       0.03130   0.02971      0.06545  0.02211  21.033  0.414783  0.815285 -4.813031  0.266482  2.301442  0.284654\n",
+       "1      122.400       148.650       113.819         0.00968           0.00008   0.00465   0.00696     0.01394       0.06134             0.626       0.03134       0.04518   0.04368      0.09403  0.01929  19.085  0.458359  0.819521 -4.075192  0.335590  2.486855  0.368674\n",
+       "2      116.682       131.111       111.555         0.01050           0.00009   0.00544   0.00781     0.01633       0.05233             0.482       0.02757       0.03858   0.03590      0.08270  0.01309  20.651  0.429895  0.825288 -4.443179  0.311173  2.342259  0.332634\n",
+       "3      116.676       137.871       111.366         0.00997           0.00009   0.00502   0.00698     0.01505       0.05492             0.517       0.02924       0.04005   0.03772      0.08771  0.01353  20.644  0.434969  0.819235 -4.117501  0.334147  2.405554  0.368975\n",
+       "4      116.014       141.781       110.655         0.01284           0.00011   0.00655   0.00908     0.01966       0.06425             0.584       0.03490       0.04825   0.04465      0.10470  0.01767  19.649  0.417356  0.823484 -3.747787  0.234513  2.332180  0.410335"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "id": "44R63J3k0rlX"
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "oYcH1l8xzMWy",
+    "outputId": "7fb4fb5f-e753-4885-d7d4-3000fc1c6fa6"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['name', 'MDVP:Fo(Hz)', 'MDVP:Fhi(Hz)', 'MDVP:Flo(Hz)', 'MDVP:Jitter(%)', 'MDVP:Jitter(Abs)', 'MDVP:RAP', 'MDVP:PPQ', 'Jitter:DDP', 'MDVP:Shimmer', 'MDVP:Shimmer(dB)', 'Shimmer:APQ3', 'Shimmer:APQ5', 'MDVP:APQ', 'Shimmer:DDA', 'NHR', 'HNR', 'status', 'RPDE', 'DFA', 'spread1', 'spread2', 'D2', 'PPE'], dtype='object')"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 241
+    },
+    "id": "UyqZO84YYxop",
+    "outputId": "9d83277f-ae49-48e1-b9ca-2055c765f175"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>status</th>\n",
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+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
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+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div><br><label><b>dtype:</b> int64</label>"
+      ],
+      "text/plain": [
+       "0    1\n",
+       "1    1\n",
+       "2    1\n",
+       "3    1\n",
+       "4    1\n",
+       "Name: status, dtype: int64"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "id": "Bq7x4AXFZh-o"
+   },
+   "outputs": [],
+   "source": [
+    "from imblearn.over_sampling import RandomOverSampler\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.metrics import accuracy_score, confusion_matrix, classification_report"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "1ZVOBBdTZzG7",
+    "outputId": "a1a1f8ed-52c0-40f1-8c1b-901a69e20390"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "status\n",
+      "1    147\n",
+      "0     48\n",
+      "Name: count, dtype: int64\n",
+      "##############\n",
+      "status\n",
+      "1    147\n",
+      "0    147\n",
+      "Name: count, dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Balancing the data\n",
+    "\n",
+    "ros = RandomOverSampler()\n",
+    "x_ros, y_ros = ros.fit_resample(x, y)\n",
+    "print(y.value_counts())\n",
+    "print(\"##############\")\n",
+    "print(y_ros.value_counts())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "id": "xzHUbUlkbLKN"
+   },
+   "outputs": [],
+   "source": [
+    "#Feature scaling\n",
+    "\n",
+    "from sklearn.preprocessing import MinMaxScaler\n",
+    "scaler = MinMaxScaler((-1,1))\n",
+    "x = scaler.fit_transform(x_ros)\n",
+    "y = y_ros"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "L7vgplNNcnEb"
+   },
+   "source": [
+    "**Basic pre-processing DONE!!!**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "lZFcinMKZzZF",
+    "outputId": "2451421e-42c9-476f-8d70-d952c4d8dc76"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(294, 22)"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "fAa2h3XYlRN7"
+   },
+   "source": [
+    "##**Applying PCA**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "rLqT62HSlPyB",
+    "outputId": "67a4add1-577b-4017-e884-05d111ae44e3"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(294, 8)\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.decomposition import PCA\n",
+    "pca = PCA(.95)\n",
+    "x_pca = pca.fit_transform(x)\n",
+    "print(x_pca.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 423
+    },
+    "id": "rTEduVc1maHL",
+    "outputId": "c52c4305-6535-40aa-ed32-311d322e3040"
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.google.colaboratory.intrinsic+json": {
+       "summary": "{\n  \"name\": \"pd\",\n  \"rows\": 294,\n  \"fields\": [\n    {\n      \"column\": 0,\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1.1555278340833983,\n        \"min\": -1.8078138178809768,\n        \"max\": 5.105270251153538,\n        \"num_unique_values\": 195,\n        \"samples\": [\n          1.4459799785118426,\n          0.2379393769519209,\n          0.8985412957422583\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": 1,\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.7450368247686477,\n        \"min\": -1.1781992111376713,\n        \"max\": 3.0270189051995993,\n        \"num_unique_values\": 195,\n        \"samples\": [\n          -0.06944009939876028,\n          -0.325748813609104,\n          -0.4203685531905934\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": 2,\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.5084988008996172,\n        \"min\": -1.3321710112380936,\n        \"max\": 1.2863504740223575,\n        \"num_unique_values\": 195,\n        \"samples\": [\n          0.026519751817040527,\n          -0.9491436174332677,\n          -0.5294621725155393\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": 3,\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.4008271733350184,\n        \"min\": -1.1814379015128704,\n        \"max\": 0.8464485757504101,\n        \"num_unique_values\": 195,\n        \"samples\": [\n          0.524044757463644,\n          0.0408272571860262,\n          0.45429945759699275\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": 4,\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.3352778268419097,\n        \"min\": -1.7104929591071851,\n        \"max\": 1.0458662314801286,\n        \"num_unique_values\": 195,\n        \"samples\": [\n          -0.011072552624045828,\n          -0.002555302322094888,\n          -0.2234302534405771\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": 5,\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.32871431030650333,\n        \"min\": -1.3847864320615138,\n        \"max\": 1.0842150761895881,\n        \"num_unique_values\": 195,\n        \"samples\": [\n          -0.8152958836297595,\n          0.3268260904607355,\n          -0.08780397970130971\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": 6,\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.2921258223221256,\n        \"min\": -0.7155467939521308,\n        \"max\": 1.3887910275932014,\n        \"num_unique_values\": 195,\n        \"samples\": [\n          0.39384357339887505,\n          0.2441039647152142,\n          -0.3882437092113844\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": 7,\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.22623773158606944,\n        \"min\": -0.6049169322050512,\n        \"max\": 0.9706186392490502,\n        \"num_unique_values\": 195,\n        \"samples\": [\n          0.030645032089865132,\n          -0.1593399840556018,\n          -0.29708503864229113\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}",
+       "type": "dataframe"
+      },
+      "text/html": [
+       "\n",
+       "  <div id=\"df-69eefa81-a6fc-4147-a5de-275e2750b78a\" class=\"colab-df-container\">\n",
+       "    <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>0</th>\n",
+       "      <th>1</th>\n",
+       "      <th>2</th>\n",
+       "      <th>3</th>\n",
+       "      <th>4</th>\n",
+       "      <th>5</th>\n",
+       "      <th>6</th>\n",
+       "      <th>7</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1.222936</td>\n",
+       "      <td>-0.448045</td>\n",
+       "      <td>0.756705</td>\n",
+       "      <td>-0.521154</td>\n",
+       "      <td>0.246509</td>\n",
+       "      <td>0.002448</td>\n",
+       "      <td>0.072624</td>\n",
+       "      <td>-0.184695</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.979809</td>\n",
+       "      <td>0.131864</td>\n",
+       "      <td>1.097912</td>\n",
+       "      <td>-0.101587</td>\n",
+       "      <td>0.395460</td>\n",
+       "      <td>-0.028205</td>\n",
+       "      <td>0.179039</td>\n",
+       "      <td>-0.348677</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1.665699</td>\n",
+       "      <td>-0.076048</td>\n",
+       "      <td>1.147673</td>\n",
+       "      <td>-0.243565</td>\n",
+       "      <td>0.187826</td>\n",
+       "      <td>0.147772</td>\n",
+       "      <td>0.038405</td>\n",
+       "      <td>-0.191115</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1.806952</td>\n",
+       "      <td>-0.045499</td>\n",
+       "      <td>1.113090</td>\n",
+       "      <td>-0.166557</td>\n",
+       "      <td>0.328435</td>\n",
+       "      <td>0.137778</td>\n",
+       "      <td>0.052477</td>\n",
+       "      <td>-0.294802</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2.180288</td>\n",
+       "      <td>0.257943</td>\n",
+       "      <td>1.286350</td>\n",
+       "      <td>-0.451698</td>\n",
+       "      <td>-0.045602</td>\n",
+       "      <td>0.064882</td>\n",
+       "      <td>-0.004330</td>\n",
+       "      <td>-0.604917</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>289</th>\n",
+       "      <td>-0.098365</td>\n",
+       "      <td>-0.604588</td>\n",
+       "      <td>0.629492</td>\n",
+       "      <td>-0.121715</td>\n",
+       "      <td>0.187323</td>\n",
+       "      <td>-0.068672</td>\n",
+       "      <td>0.164833</td>\n",
+       "      <td>0.301509</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>290</th>\n",
+       "      <td>-1.533132</td>\n",
+       "      <td>1.049361</td>\n",
+       "      <td>-0.137491</td>\n",
+       "      <td>0.460995</td>\n",
+       "      <td>-0.113955</td>\n",
+       "      <td>0.002166</td>\n",
+       "      <td>-0.094822</td>\n",
+       "      <td>-0.154742</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>291</th>\n",
+       "      <td>0.016046</td>\n",
+       "      <td>0.237042</td>\n",
+       "      <td>-0.588128</td>\n",
+       "      <td>-0.451775</td>\n",
+       "      <td>-0.154945</td>\n",
+       "      <td>-0.274638</td>\n",
+       "      <td>0.144017</td>\n",
+       "      <td>0.331446</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>292</th>\n",
+       "      <td>-1.653533</td>\n",
+       "      <td>1.014213</td>\n",
+       "      <td>0.431220</td>\n",
+       "      <td>-0.318508</td>\n",
+       "      <td>-0.033944</td>\n",
+       "      <td>-0.006889</td>\n",
+       "      <td>-0.269381</td>\n",
+       "      <td>-0.334366</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>293</th>\n",
+       "      <td>0.156260</td>\n",
+       "      <td>-0.715086</td>\n",
+       "      <td>-0.389213</td>\n",
+       "      <td>0.484521</td>\n",
+       "      <td>-0.380840</td>\n",
+       "      <td>-0.067520</td>\n",
+       "      <td>-0.227446</td>\n",
+       "      <td>-0.136333</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>294 rows × 8 columns</p>\n",
+       "</div>\n",
+       "    <div class=\"colab-df-buttons\">\n",
+       "\n",
+       "  <div class=\"colab-df-container\">\n",
+       "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-69eefa81-a6fc-4147-a5de-275e2750b78a')\"\n",
+       "            title=\"Convert this dataframe to an interactive table.\"\n",
+       "            style=\"display:none;\">\n",
+       "\n",
+       "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+       "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+       "  </svg>\n",
+       "    </button>\n",
+       "\n",
+       "  <style>\n",
+       "    .colab-df-container {\n",
+       "      display:flex;\n",
+       "      gap: 12px;\n",
+       "    }\n",
+       "\n",
+       "    .colab-df-convert {\n",
+       "      background-color: #E8F0FE;\n",
+       "      border: none;\n",
+       "      border-radius: 50%;\n",
+       "      cursor: pointer;\n",
+       "      display: none;\n",
+       "      fill: #1967D2;\n",
+       "      height: 32px;\n",
+       "      padding: 0 0 0 0;\n",
+       "      width: 32px;\n",
+       "    }\n",
+       "\n",
+       "    .colab-df-convert:hover {\n",
+       "      background-color: #E2EBFA;\n",
+       "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+       "      fill: #174EA6;\n",
+       "    }\n",
+       "\n",
+       "    .colab-df-buttons div {\n",
+       "      margin-bottom: 4px;\n",
+       "    }\n",
+       "\n",
+       "    [theme=dark] .colab-df-convert {\n",
+       "      background-color: #3B4455;\n",
+       "      fill: #D2E3FC;\n",
+       "    }\n",
+       "\n",
+       "    [theme=dark] .colab-df-convert:hover {\n",
+       "      background-color: #434B5C;\n",
+       "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+       "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+       "      fill: #FFFFFF;\n",
+       "    }\n",
+       "  </style>\n",
+       "\n",
+       "    <script>\n",
+       "      const buttonEl =\n",
+       "        document.querySelector('#df-69eefa81-a6fc-4147-a5de-275e2750b78a button.colab-df-convert');\n",
+       "      buttonEl.style.display =\n",
+       "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+       "\n",
+       "      async function convertToInteractive(key) {\n",
+       "        const element = document.querySelector('#df-69eefa81-a6fc-4147-a5de-275e2750b78a');\n",
+       "        const dataTable =\n",
+       "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+       "                                                    [key], {});\n",
+       "        if (!dataTable) return;\n",
+       "\n",
+       "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+       "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+       "          + ' to learn more about interactive tables.';\n",
+       "        element.innerHTML = '';\n",
+       "        dataTable['output_type'] = 'display_data';\n",
+       "        await google.colab.output.renderOutput(dataTable, element);\n",
+       "        const docLink = document.createElement('div');\n",
+       "        docLink.innerHTML = docLinkHtml;\n",
+       "        element.appendChild(docLink);\n",
+       "      }\n",
+       "    </script>\n",
+       "  </div>\n",
+       "\n",
+       "\n",
+       "<div id=\"df-d866112e-4134-439c-99c6-1d908cde4152\">\n",
+       "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-d866112e-4134-439c-99c6-1d908cde4152')\"\n",
+       "            title=\"Suggest charts\"\n",
+       "            style=\"display:none;\">\n",
+       "\n",
+       "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+       "     width=\"24px\">\n",
+       "    <g>\n",
+       "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+       "    </g>\n",
+       "</svg>\n",
+       "  </button>\n",
+       "\n",
+       "<style>\n",
+       "  .colab-df-quickchart {\n",
+       "      --bg-color: #E8F0FE;\n",
+       "      --fill-color: #1967D2;\n",
+       "      --hover-bg-color: #E2EBFA;\n",
+       "      --hover-fill-color: #174EA6;\n",
+       "      --disabled-fill-color: #AAA;\n",
+       "      --disabled-bg-color: #DDD;\n",
+       "  }\n",
+       "\n",
+       "  [theme=dark] .colab-df-quickchart {\n",
+       "      --bg-color: #3B4455;\n",
+       "      --fill-color: #D2E3FC;\n",
+       "      --hover-bg-color: #434B5C;\n",
+       "      --hover-fill-color: #FFFFFF;\n",
+       "      --disabled-bg-color: #3B4455;\n",
+       "      --disabled-fill-color: #666;\n",
+       "  }\n",
+       "\n",
+       "  .colab-df-quickchart {\n",
+       "    background-color: var(--bg-color);\n",
+       "    border: none;\n",
+       "    border-radius: 50%;\n",
+       "    cursor: pointer;\n",
+       "    display: none;\n",
+       "    fill: var(--fill-color);\n",
+       "    height: 32px;\n",
+       "    padding: 0;\n",
+       "    width: 32px;\n",
+       "  }\n",
+       "\n",
+       "  .colab-df-quickchart:hover {\n",
+       "    background-color: var(--hover-bg-color);\n",
+       "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+       "    fill: var(--button-hover-fill-color);\n",
+       "  }\n",
+       "\n",
+       "  .colab-df-quickchart-complete:disabled,\n",
+       "  .colab-df-quickchart-complete:disabled:hover {\n",
+       "    background-color: var(--disabled-bg-color);\n",
+       "    fill: var(--disabled-fill-color);\n",
+       "    box-shadow: none;\n",
+       "  }\n",
+       "\n",
+       "  .colab-df-spinner {\n",
+       "    border: 2px solid var(--fill-color);\n",
+       "    border-color: transparent;\n",
+       "    border-bottom-color: var(--fill-color);\n",
+       "    animation:\n",
+       "      spin 1s steps(1) infinite;\n",
+       "  }\n",
+       "\n",
+       "  @keyframes spin {\n",
+       "    0% {\n",
+       "      border-color: transparent;\n",
+       "      border-bottom-color: var(--fill-color);\n",
+       "      border-left-color: var(--fill-color);\n",
+       "    }\n",
+       "    20% {\n",
+       "      border-color: transparent;\n",
+       "      border-left-color: var(--fill-color);\n",
+       "      border-top-color: var(--fill-color);\n",
+       "    }\n",
+       "    30% {\n",
+       "      border-color: transparent;\n",
+       "      border-left-color: var(--fill-color);\n",
+       "      border-top-color: var(--fill-color);\n",
+       "      border-right-color: var(--fill-color);\n",
+       "    }\n",
+       "    40% {\n",
+       "      border-color: transparent;\n",
+       "      border-right-color: var(--fill-color);\n",
+       "      border-top-color: var(--fill-color);\n",
+       "    }\n",
+       "    60% {\n",
+       "      border-color: transparent;\n",
+       "      border-right-color: var(--fill-color);\n",
+       "    }\n",
+       "    80% {\n",
+       "      border-color: transparent;\n",
+       "      border-right-color: var(--fill-color);\n",
+       "      border-bottom-color: var(--fill-color);\n",
+       "    }\n",
+       "    90% {\n",
+       "      border-color: transparent;\n",
+       "      border-bottom-color: var(--fill-color);\n",
+       "    }\n",
+       "  }\n",
+       "</style>\n",
+       "\n",
+       "  <script>\n",
+       "    async function quickchart(key) {\n",
+       "      const quickchartButtonEl =\n",
+       "        document.querySelector('#' + key + ' button');\n",
+       "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+       "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+       "      try {\n",
+       "        const charts = await google.colab.kernel.invokeFunction(\n",
+       "            'suggestCharts', [key], {});\n",
+       "      } catch (error) {\n",
+       "        console.error('Error during call to suggestCharts:', error);\n",
+       "      }\n",
+       "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+       "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+       "    }\n",
+       "    (() => {\n",
+       "      let quickchartButtonEl =\n",
+       "        document.querySelector('#df-d866112e-4134-439c-99c6-1d908cde4152 button');\n",
+       "      quickchartButtonEl.style.display =\n",
+       "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+       "    })();\n",
+       "  </script>\n",
+       "</div>\n",
+       "\n",
+       "    </div>\n",
+       "  </div>\n"
+      ],
+      "text/plain": [
+       "            0         1         2         3         4         5         6         7\n",
+       "0    1.222936 -0.448045  0.756705 -0.521154  0.246509  0.002448  0.072624 -0.184695\n",
+       "1    1.979809  0.131864  1.097912 -0.101587  0.395460 -0.028205  0.179039 -0.348677\n",
+       "2    1.665699 -0.076048  1.147673 -0.243565  0.187826  0.147772  0.038405 -0.191115\n",
+       "3    1.806952 -0.045499  1.113090 -0.166557  0.328435  0.137778  0.052477 -0.294802\n",
+       "4    2.180288  0.257943  1.286350 -0.451698 -0.045602  0.064882 -0.004330 -0.604917\n",
+       "..        ...       ...       ...       ...       ...       ...       ...       ...\n",
+       "289 -0.098365 -0.604588  0.629492 -0.121715  0.187323 -0.068672  0.164833  0.301509\n",
+       "290 -1.533132  1.049361 -0.137491  0.460995 -0.113955  0.002166 -0.094822 -0.154742\n",
+       "291  0.016046  0.237042 -0.588128 -0.451775 -0.154945 -0.274638  0.144017  0.331446\n",
+       "292 -1.653533  1.014213  0.431220 -0.318508 -0.033944 -0.006889 -0.269381 -0.334366\n",
+       "293  0.156260 -0.715086 -0.389213  0.484521 -0.380840 -0.067520 -0.227446 -0.136333\n",
+       "\n",
+       "[294 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.DataFrame(x_pca)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "id": "QSvT7_jOmqg9"
+   },
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import train_test_split\n",
+    "x_train, x_test, y_train, y_test = train_test_split(x_pca, y, test_size=0.2, random_state=1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "HqobqSOQmxnu"
+   },
+   "source": [
+    "## **Model Building**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "BwrhUoT_meS8"
+   },
+   "source": [
+    "### **MODEL 1: Logistic Regression**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "id": "k8kBiV5Fm_bD"
+   },
+   "outputs": [],
+   "source": [
+    "from sklearn.metrics import confusion_matrix, classification_report, accuracy_score"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "CxHbVLlFnblU",
+    "outputId": "730595ac-1eda-4f70-a5de-5ace82e01c51"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.7457627118644068\n"
+     ]
+    }
+   ],
+   "source": [
+    "list_met = []\n",
+    "list_accuracy = []\n",
+    "\n",
+    "# Logistic Regression\n",
+    "from sklearn.linear_model import LogisticRegression\n",
+    "classifier = LogisticRegression(C = 0.4, max_iter = 1000, solver = \"liblinear\")\n",
+    "lr = classifier.fit(x_train, y_train)\n",
+    "#Prediction\n",
+    "y_pred = classifier.predict(x_test)\n",
+    "#Accuracy\n",
+    "accuracy_LR = accuracy_score(y_test, y_pred)\n",
+    "print(accuracy_LR)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1000
+    },
+    "id": "pPmmWoh70Ton",
+    "outputId": "223d117d-5e89-4773-e1e7-25816b129eb9"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Confusion Matrix\n",
+    "cm = confusion_matrix(y_test, y_pred)\n",
+    "plt.figure(figsize=(8, 6))\n",
+    "sns.heatmap(cm, annot=True, fmt=\"d\", cmap=\"Blues\", cbar=False)\n",
+    "plt.title(\"Confusion Matrix - Logistic Regression\")\n",
+    "plt.xlabel(\"Predicted Label\")\n",
+    "plt.ylabel(\"True Label\")\n",
+    "plt.show()\n",
+    "\n",
+    "# ROC Curve\n",
+    "fpr, tpr, thresholds = roc_curve(y_test, classifier.predict_proba(x_test)[:, 1])\n",
+    "roc_auc = auc(fpr, tpr)\n",
+    "\n",
+    "plt.figure(figsize=(8, 6))\n",
+    "plt.plot(fpr, tpr, color='darkorange', lw=2, label='ROC curve (area = %0.2f)' % roc_auc)\n",
+    "plt.plot([0, 1], [0, 1], color='navy', lw=2, linestyle='--')\n",
+    "plt.xlim([0.0, 1.0])\n",
+    "plt.ylim([0.0, 1.05])\n",
+    "plt.xlabel('False Positive Rate')\n",
+    "plt.ylabel('True Positive Rate')\n",
+    "plt.title('Receiver Operating Characteristic (ROC) - Logistic Regression')\n",
+    "plt.legend(loc=\"lower right\")\n",
+    "plt.show()\n",
+    "\n",
+    "# Feature Importance (if applicable)\n",
+    "# If your model has feature importance (e.g., coefficients in Logistic Regression), you can visualize them.\n",
+    "# For example:\n",
+    "# feature_importance = pd.DataFrame({'Feature': list(x_train.columns), 'Importance': classifier.coef_[0]})\n",
+    "# feature_importance = feature_importance.sort_values('Importance', ascending=False)\n",
+    "# plt.figure(figsize=(10, 6))\n",
+    "# sns.barplot(x='Importance', y='Feature', data=feature_importance)\n",
+    "# plt.title('Feature Importance - Logistic Regression')\n",
+    "# plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "JYMrgjsFoPTx"
+   },
+   "source": [
+    "### **MODEL 2: Decision Tree**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "3Rsjy04moRla",
+    "outputId": "3f1da03f-6df5-4852-a039-3c606cf346cd"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.9322033898305084\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.tree import DecisionTreeClassifier\n",
+    "classifier2 = DecisionTreeClassifier(random_state = 14)\n",
+    "dt = classifier2.fit(x_train, y_train)\n",
+    "#Prediction\n",
+    "y_pred2 = classifier2.predict(x_test)\n",
+    "#Accuracy\n",
+    "accuracy_DT = accuracy_score(y_test, y_pred2)\n",
+    "print(accuracy_DT)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 621
+    },
+    "id": "vpstjAa_1mUw",
+    "outputId": "625fb4c0-557a-4473-9471-e186544b5881"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.847457627118644\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# ### **MODEL 2: Decision Tree**\n",
+    "classifier2 = DecisionTreeClassifier(random_state=14, max_depth=3)  # Adjust max_depth for visualization\n",
+    "dt = classifier2.fit(x_train, y_train)\n",
+    "# Prediction\n",
+    "y_pred2 = classifier2.predict(x_test)\n",
+    "# Accuracy\n",
+    "accuracy_DT = accuracy_score(y_test, y_pred2)\n",
+    "print(accuracy_DT)\n",
+    "\n",
+    "# ## Visualizations for Decision Tree\n",
+    "\n",
+    "# 1. Plot the Decision Tree\n",
+    "plt.figure(figsize=(20, 10))\n",
+    "plot_tree(dt, feature_names=list(df.columns[1:-1]), class_names=['Healthy', 'Parkinson\\'s'], filled=True, rounded=True)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "FQguoLzuuzOO"
+   },
+   "source": [
+    "### **MODEL 3: Random Forest**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "5iNZyd8pu2Kl",
+    "outputId": "d7da763c-66ed-4410-bf5a-ab5fa5b9ed1c"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.9830508474576272\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.ensemble import RandomForestClassifier\n",
+    "classifier3 = RandomForestClassifier(random_state = 14)\n",
+    "rfi = classifier3.fit(x_train, y_train)\n",
+    "#Prediction\n",
+    "y_pred3 = classifier3.predict(x_test)\n",
+    "#Accuracy\n",
+    "accuracy_RF = accuracy_score(y_test, y_pred3)\n",
+    "print(accuracy_RF)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "C861oTuDwTjl"
+   },
+   "source": [
+    "**MODEL 3.1**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "27zWVdxewWBi",
+    "outputId": "2c1e9ca7-bea4-43dd-a67c-ed751b7bbc32"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.9830508474576272\n"
+     ]
+    }
+   ],
+   "source": [
+    "classifier4 = RandomForestClassifier(criterion='entropy',random_state = 14)\n",
+    "rfe = classifier4.fit(x_train, y_train)\n",
+    "#Prediction\n",
+    "y_pred4 = classifier4.predict(x_test)\n",
+    "#Accuracy\n",
+    "accuracy_RFE = accuracy_score(y_test, y_pred4)\n",
+    "print(accuracy_RFE)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "35JL0lWk1lvS"
+   },
+   "source": [
+    "### **MODEL 4: Support Vector Machine**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "A1HTRmfb1oB-",
+    "outputId": "3fd8ac5d-b498-4036-d9d7-c177fa9c5239"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.9661016949152542\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.svm import SVC\n",
+    "\n",
+    "model_svm = SVC()\n",
+    "SVM  = model_svm.fit(x_train, y_train)\n",
+    "#Prediction\n",
+    "y_pred5 = model_svm.predict(x_test)\n",
+    "#Accuracy\n",
+    "accuracy_SVM = accuracy_score(y_test, y_pred5)\n",
+    "print(accuracy_SVM)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "dPKqYo7cQDTW"
+   },
+   "source": [
+    "### **MODEL 5: KNN**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "LxU6GRgFQF4o",
+    "outputId": "d0ab5d7e-c233-4dd2-f2d6-05c623400549"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.9830508474576272\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.neighbors import KNeighborsClassifier\n",
+    "model_knn = KNeighborsClassifier()\n",
+    "KNN = model_knn.fit(x_train, y_train)\n",
+    "#Prediction\n",
+    "y_pred6 = model_knn.predict(x_test)\n",
+    "#Accuracy\n",
+    "accuracy_KNN = accuracy_score(y_test, y_pred6)\n",
+    "print(accuracy_KNN)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1000
+    },
+    "id": "hyPpWLrG3ap1",
+    "outputId": "c041a500-5fab-48d0-ac55-e7b879b03ad4"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "y_pred_proba = model_knn.predict_proba(x_test)[:, 1]\n",
+    "\n",
+    "# Calculate the ROC curve and AUC\n",
+    "fpr, tpr, thresholds = roc_curve(y_test, y_pred_proba)\n",
+    "roc_auc = auc(fpr, tpr)\n",
+    "\n",
+    "# Plot the ROC curve\n",
+    "plt.figure(figsize=(8, 6))\n",
+    "plt.plot(fpr, tpr, color='darkorange', lw=2, label='ROC curve (area = %0.2f)' % roc_auc)\n",
+    "plt.plot([0, 1], [0, 1], color='navy', lw=2, linestyle='--')\n",
+    "plt.xlim([0.0, 1.0])\n",
+    "plt.ylim([0.0, 1.05])\n",
+    "plt.xlabel('False Positive Rate')\n",
+    "plt.ylabel('True Positive Rate')\n",
+    "plt.title('Receiver Operating Characteristic (ROC) - KNN')\n",
+    "plt.legend(loc=\"lower right\")\n",
+    "plt.show()\n",
+    "\n",
+    "\n",
+    "# You can also visualize the confusion matrix for KNN\n",
+    "from sklearn.metrics import confusion_matrix\n",
+    "import seaborn as sns\n",
+    "\n",
+    "cm = confusion_matrix(y_test, y_pred6)\n",
+    "plt.figure(figsize=(8, 6))\n",
+    "sns.heatmap(cm, annot=True, fmt=\"d\", cmap=\"Blues\", cbar=False)\n",
+    "plt.title(\"Confusion Matrix - KNN\")\n",
+    "plt.xlabel(\"Predicted Label\")\n",
+    "plt.ylabel(\"True Label\")\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "VlwRMzfwRZi6"
+   },
+   "source": [
+    "### **MODEL 6: Gaussian Naive Bayes**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "7hLGSK7cRcE_",
+    "outputId": "60322020-c1ab-4f28-facc-1d3c4b3922be"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.7288135593220338\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.naive_bayes import GaussianNB\n",
+    "gnb = GaussianNB()\n",
+    "gnb = gnb.fit(x_train, y_train)\n",
+    "#Prediction\n",
+    "y_pred7 = gnb.predict(x_test)\n",
+    "#Accuracy\n",
+    "accuracy_GNB = accuracy_score(y_test, y_pred7)\n",
+    "print(accuracy_GNB)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1000
+    },
+    "id": "7jeFLx7B4Dx_",
+    "outputId": "54b0db3c-c3d9-41dc-82d6-dec984079821"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Since we have already trained our Gaussian Naive Bayes model (gnb) and have x_test and y_test\n",
+    "\n",
+    "# Predict probabilities for the positive class\n",
+    "y_pred_proba = gnb.predict_proba(x_test)[:, 1]\n",
+    "\n",
+    "# Calculate the ROC curve and AUC\n",
+    "fpr, tpr, thresholds = roc_curve(y_test, y_pred_proba)\n",
+    "roc_auc = auc(fpr, tpr)\n",
+    "\n",
+    "# Plot the ROC curve\n",
+    "plt.figure(figsize=(8, 6))\n",
+    "plt.plot(fpr, tpr, color='darkorange', lw=2, label='ROC curve (area = %0.2f)' % roc_auc)\n",
+    "plt.plot([0, 1], [0, 1], color='navy', lw=2, linestyle='--')\n",
+    "plt.xlim([0.0, 1.0])\n",
+    "plt.ylim([0.0, 1.05])\n",
+    "plt.xlabel('False Positive Rate')\n",
+    "plt.ylabel('True Positive Rate')\n",
+    "plt.title('Receiver Operating Characteristic (ROC) - Gaussian Naive Bayes')\n",
+    "plt.legend(loc=\"lower right\")\n",
+    "plt.show()\n",
+    "\n",
+    "# You can also visualize the confusion matrix for Gaussian Naive Bayes\n",
+    "\n",
+    "from sklearn.metrics import confusion_matrix\n",
+    "\n",
+    "cm = confusion_matrix(y_test, y_pred7)\n",
+    "plt.figure(figsize=(8, 6))\n",
+    "sns.heatmap(cm, annot=True, fmt=\"d\", cmap=\"Blues\", cbar=False)\n",
+    "plt.title(\"Confusion Matrix - Gaussian Naive Bayes\")\n",
+    "plt.xlabel(\"Predicted Label\")\n",
+    "plt.ylabel(\"True Label\")\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "YIm56GJtR3mA"
+   },
+   "source": [
+    "### **MODEL 7: Bernoulli Naive Bayes**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "Bj6PoGFnR6Qf",
+    "outputId": "bc4319c3-09ae-4d77-8f63-4d01f373f868"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.7966101694915254\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.naive_bayes import BernoulliNB\n",
+    "model = BernoulliNB()\n",
+    "bnb = model.fit(x_train, y_train)\n",
+    "#Prediction\n",
+    "pred_bnb = model.predict(x_test)\n",
+    "#Accuracy\n",
+    "accuracy_BNB = accuracy_score(y_test, pred_bnb)\n",
+    "print(accuracy_BNB)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 1000
+    },
+    "id": "FAuTWmAc4-gC",
+    "outputId": "78f321d6-35bb-4835-e617-8743d2845f41"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Since we have already trained our Bernoulli Naive Bayes model (bnb) and have x_test and y_test\n",
+    "\n",
+    "# Predict probabilities for the positive class\n",
+    "y_pred_proba = bnb.predict_proba(x_test)[:, 1]\n",
+    "\n",
+    "# Calculate the ROC curve and AUC\n",
+    "fpr, tpr, thresholds = roc_curve(y_test, y_pred_proba)\n",
+    "roc_auc = auc(fpr, tpr)\n",
+    "\n",
+    "# Plot the ROC curve\n",
+    "plt.figure(figsize=(8, 6))\n",
+    "plt.plot(fpr, tpr, color='darkorange', lw=2, label='ROC curve (area = %0.2f)' % roc_auc)\n",
+    "plt.plot([0, 1], [0, 1], color='navy', lw=2, linestyle='--')\n",
+    "plt.xlim([0.0, 1.0])\n",
+    "plt.ylim([0.0, 1.05])\n",
+    "plt.xlabel('False Positive Rate')\n",
+    "plt.ylabel('True Positive Rate')\n",
+    "plt.title('Receiver Operating Characteristic (ROC) - Bernoulli Naive Bayes')\n",
+    "plt.legend(loc=\"lower right\")\n",
+    "plt.show()\n",
+    "\n",
+    "# You can also visualize the confusion matrix for Bernoulli Naive Bayes\n",
+    "\n",
+    "\n",
+    "cm = confusion_matrix(y_test, pred_bnb)\n",
+    "plt.figure(figsize=(8, 6))\n",
+    "sns.heatmap(cm, annot=True, fmt=\"d\", cmap=\"Blues\", cbar=False)\n",
+    "plt.title(\"Confusion Matrix - Bernoulli Naive Bayes\")\n",
+    "plt.xlabel(\"Predicted Label\")\n",
+    "plt.ylabel(\"True Label\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "laH96eywSbG9"
+   },
+   "source": [
+    "**Combining all models using Voting Classifier**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 800
+    },
+    "id": "athKWP0OSilv",
+    "outputId": "75aa85b0-7000-4770-dbbe-34bc1d37e20e"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.9491525423728814\n",
+      "              Method Used  Accuracy\n",
+      "0     Logistic Regression  0.745763\n",
+      "1           Decision Tree  0.932203\n",
+      "2           Random Forest  0.983051\n",
+      "3  Support Vector Machine  0.966102\n",
+      "4     K-Nearest Neighbors  0.983051\n",
+      "5    Gaussian Naive Bayes  0.728814\n",
+      "6   Bernoulli Naive Bayes  0.796610\n",
+      "7       Voting Classifier  0.949153\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.ensemble import VotingClassifier\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "# Initialize the Voting Classifier (Ensure Random Forest Entropy is removed)\n",
+    "evc = VotingClassifier(estimators=[('lr', lr), ('DT', dt), ('RFI', rfi), ('SVC', SVM), ('KNN', KNN), ('GNB', gnb), ('BNB', bnb)], voting='hard', flatten_transform=True)\n",
+    "\n",
+    "# Fit the model\n",
+    "model_evc = evc.fit(x_train, y_train)\n",
+    "\n",
+    "# Prediction\n",
+    "y_pred_evc = evc.predict(x_test)\n",
+    "\n",
+    "# Accuracy\n",
+    "accuracy_EV = accuracy_score(y_test, y_pred_evc)\n",
+    "print(accuracy_EV)\n",
+    "\n",
+    "# Define the lists of models and their accuracies\n",
+    "list1 = [\"Logistic Regression\", \"Decision Tree\", \"Random Forest\", \"Support Vector Machine\", \"K-Nearest Neighbors\", \"Gaussian Naive Bayes\", \"Bernoulli Naive Bayes\", \"Voting Classifier\"]\n",
+    "list2 = [accuracy_LR, accuracy_DT, accuracy_RF, accuracy_SVM, accuracy_KNN, accuracy_GNB, accuracy_BNB, accuracy_EV]\n",
+    "list3 = [classifier, classifier2, classifier3, model_svm, model_knn, gnb, model, evc]\n",
+    "\n",
+    "# Create a color palette with the desired colors\n",
+    "colors = ['red', 'green', 'blue', 'orange', 'purple', 'brown', 'pink', 'gray']\n",
+    "\n",
+    "# Create DataFrame for accuracies\n",
+    "df_accuracy = pd.DataFrame({'Method Used' :list1, \"Accuracy\" :list2})\n",
+    "print(df_accuracy)\n",
+    "\n",
+    "# Create the barplot\n",
+    "charts = sns.barplot(x=\"Method Used\", y=\"Accuracy\", data=df_accuracy, palette=colors[:len(list1)])\n",
+    "\n",
+    "# Rotate x-axis labels for better readability\n",
+    "charts.set_xticklabels(charts.get_xticklabels(), rotation=90)\n",
+    "\n",
+    "# Add labels (accuracy values) on top of each bar\n",
+    "for i in range(len(list2)):\n",
+    "    charts.text(i, list2[i] + 0.01, f'{list2[i]:.2f}', ha='center')\n",
+    "\n",
+    "# Show the plot\n",
+    "plt.show()\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 800
+    },
+    "id": "5v4M3C-Scmpo",
+    "outputId": "86bb8ebe-855a-439f-fbf7-b3f3ebb85284"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.9491525423728814\n",
+      "              Method Used  Accuracy\n",
+      "0     Logistic Regression  0.745763\n",
+      "1           Decision Tree  0.932203\n",
+      "2           Random Forest  0.983051\n",
+      "3  Support Vector Machine  0.932203\n",
+      "4     K-Nearest Neighbors  0.983051\n",
+      "5    Gaussian Naive Bayes  0.728814\n",
+      "6   Bernoulli Naive Bayes  0.796610\n",
+      "7       Voting Classifier  0.949153\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# SHREY RUNE THIS CODE, THIS IS NEW IMAGE, REPLACE THIS WITH OLD ONE\n",
+    "from sklearn.ensemble import VotingClassifier\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "# Initialize the Voting Classifier (Ensure Random Forest Entropy is removed)\n",
+    "evc = VotingClassifier(estimators=[('lr', lr), ('DT', dt), ('RFI', rfi), ('SVC', SVM), ('KNN', KNN), ('GNB', gnb), ('BNB', bnb)], voting='hard', flatten_transform=True)\n",
+    "\n",
+    "# Fit the model\n",
+    "model_evc = evc.fit(x_train, y_train)\n",
+    "\n",
+    "# Prediction\n",
+    "y_pred_evc = evc.predict(x_test)\n",
+    "\n",
+    "# Accuracy\n",
+    "accuracy_EV = accuracy_score(y_test, y_pred_evc)\n",
+    "print(accuracy_EV)\n",
+    "\n",
+    "# Define the lists of models and their accuracies\n",
+    "list1 = [\"Logistic Regression\", \"Decision Tree\", \"Random Forest\", \"Support Vector Machine\", \"K-Nearest Neighbors\", \"Gaussian Naive Bayes\", \"Bernoulli Naive Bayes\", \"Voting Classifier\"]\n",
+    "list2 = [accuracy_LR, accuracy_DT, accuracy_RF, accuracy_DT, accuracy_KNN, accuracy_GNB, accuracy_BNB, accuracy_EV]\n",
+    "list3 = [classifier, classifier2, classifier3, model_svm, model_knn, gnb, model, evc]\n",
+    "\n",
+    "# Create a color palette with the desired colors\n",
+    "colors = ['red', 'green', 'blue', 'orange', 'purple', 'brown', 'pink', 'gray']\n",
+    "\n",
+    "# Create DataFrame for accuracies\n",
+    "df_accuracy = pd.DataFrame({'Method Used' :list1, \"Accuracy\" :list2})\n",
+    "print(df_accuracy)\n",
+    "\n",
+    "# Create the barplot\n",
+    "charts = sns.barplot(x=\"Method Used\", y=\"Accuracy\", data=df_accuracy, palette=colors[:len(list1)])\n",
+    "\n",
+    "# Rotate x-axis labels for better readability\n",
+    "charts.set_xticklabels(charts.get_xticklabels(), rotation=90)\n",
+    "\n",
+    "# Add labels (accuracy values) on top of each bar\n",
+    "for i in range(len(list2)):\n",
+    "    charts.text(i, list2[i] + 0.01, f'{list2[i]:.2f}', ha='center')\n",
+    "\n",
+    "# Show the plot\n",
+    "plt.show()\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "-PMkc4JIXkzM",
+    "outputId": "c8e5993b-a561-45ae-cc3a-65cf4396429a"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.9830508474576272\n"
+     ]
+    }
+   ],
+   "source": [
+    "from xgboost import XGBClassifier\n",
+    "model_xgb = XGBClassifier()\n",
+    "model_xgb.fit(x_train, y_train)\n",
+    "y_pred_xgb = model_xgb.predict(x_test)\n",
+    "accuracy_XGB = accuracy_score(y_test, y_pred_xgb)\n",
+    "print(accuracy_XGB)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "ptBVlGWdX7nA"
+   },
+   "source": [
+    "## Other Evaluation Metrices"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "id": "smFirsbBX_WG"
+   },
+   "outputs": [],
+   "source": [
+    "from sklearn.metrics import roc_curve, auc"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "mSUDFqo-ZIGp",
+    "outputId": "e6ac2f37-c988-4229-b853-708a4c5abd16"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[118   0]\n",
+      " [  0 117]]\n",
+      "****************************************************************************************************************************************************************\n",
+      "[[29  0]\n",
+      " [ 1 29]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "#RandomForest Entropy\n",
+    "y_pred4_train = classifier4.predict(x_train)\n",
+    "y_pred4_test = classifier4.predict(x_test)\n",
+    "\n",
+    "#KNN\n",
+    "pred_knn_train = model_knn.predict(x_train)\n",
+    "pred_knn_test = model_knn.predict(x_test)\n",
+    "\n",
+    "print(confusion_matrix(y_train, y_pred4_train))\n",
+    "print(\"********************************\"*5)\n",
+    "print(confusion_matrix(y_test, y_pred4_test))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "lQBF_Mpra996",
+    "outputId": "17460ad3-9f76-444d-e607-5c84f1da1e94"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[118   0]\n",
+      " [  9 108]]\n",
+      "****************************************************************************************************************************************************************\n",
+      "[[29  0]\n",
+      " [ 1 29]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(confusion_matrix(y_train, pred_knn_train))\n",
+    "print(\"********************************\"*5)\n",
+    "print(confusion_matrix(y_test, pred_knn_test))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "ALtmLHacbQ-l",
+    "outputId": "fc60d125-01bf-4956-8df0-8683df75bf4d"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       1.00      1.00      1.00       118\n",
+      "           1       1.00      1.00      1.00       117\n",
+      "\n",
+      "    accuracy                           1.00       235\n",
+      "   macro avg       1.00      1.00      1.00       235\n",
+      "weighted avg       1.00      1.00      1.00       235\n",
+      "\n",
+      "****************************************************************************************************************************************************************\n",
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.97      1.00      0.98        29\n",
+      "           1       1.00      0.97      0.98        30\n",
+      "\n",
+      "    accuracy                           0.98        59\n",
+      "   macro avg       0.98      0.98      0.98        59\n",
+      "weighted avg       0.98      0.98      0.98        59\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(classification_report(y_train, y_pred4_train))\n",
+    "print(\"********************************\"*5)\n",
+    "print(classification_report(y_test, y_pred4_test))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "dezNknvEbiAM",
+    "outputId": "0c9ec8fd-2df2-43a6-e57a-434f95a824a5"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.93      1.00      0.96       118\n",
+      "           1       1.00      0.92      0.96       117\n",
+      "\n",
+      "    accuracy                           0.96       235\n",
+      "   macro avg       0.96      0.96      0.96       235\n",
+      "weighted avg       0.96      0.96      0.96       235\n",
+      "\n",
+      "****************************************************************************************************************************************************************\n",
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.97      1.00      0.98        29\n",
+      "           1       1.00      0.97      0.98        30\n",
+      "\n",
+      "    accuracy                           0.98        59\n",
+      "   macro avg       0.98      0.98      0.98        59\n",
+      "weighted avg       0.98      0.98      0.98        59\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(classification_report(y_train, pred_knn_train))\n",
+    "print(\"********************************\"*5)\n",
+    "print(classification_report(y_test, pred_knn_test))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "id": "hlH-gFx8c2qp"
+   },
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import cross_val_score"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "-h3_feb4bzKS"
+   },
+   "source": [
+    "## **ROC and AUC**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 480
+    },
+    "id": "ni6abKgjb2bq",
+    "outputId": "193fbdbf-3cc8-45d1-8df9-78c6aa867456"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def plot_roc(rfe, x_test, y_test):\n",
+    "  probabilities = model.predict_proba(np.array(x_test))\n",
+    "  predictions = probabilities\n",
+    "  fpr, tpr, threshold = roc_curve(y_test, predictions[:,1])\n",
+    "  roc_auc = auc(fpr, tpr)\n",
+    "  plt.title('Receiver Operating Characteristic')\n",
+    "  plt.plot(fpr, tpr, 'b', label = 'AUC = %0.2f' % roc_auc)\n",
+    "  plt.legend(loc = 'lower right')\n",
+    "  plt.plot([0, 1], [0, 1],'r--')\n",
+    "  plt.xlim([0, 1])\n",
+    "  plt.ylim([0, 1])\n",
+    "  plt.ylabel('True Positive Rate')\n",
+    "  plt.xlabel('False Positive Rate')\n",
+    "  plt.show()\n",
+    "\n",
+    "plot_roc(rfe, x_test, y_test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "U1VVjqFI2vu6"
+   },
+   "source": [
+    "### **Saving Model Files**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "X5PAscteqdCY",
+    "outputId": "aced2c64-58ef-4336-a464-d53c51802fd5"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model saved successfully as 'parkinson_model.sav'\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pickle\n",
+    "\n",
+    "# Assuming 'classifier3' is your trained model\n",
+    "model_filename = 'parkinson_model.sav'\n",
+    "pickle.dump(classifier3, open(model_filename, 'wb'))\n",
+    "\n",
+    "print(\"Model saved successfully as 'parkinson_model.sav'\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "cbmOGH4krMZg",
+    "outputId": "feb8d058-92a7-4e06-e00c-1999621c4d23"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Random Forest model saved as parkinson_model_rf.pkl\n"
+     ]
+    }
+   ],
+   "source": [
+    "import joblib\n",
+    "\n",
+    "# Save the Random Forest model\n",
+    "model_filename = 'parkinson_model_rf.pkl'\n",
+    "joblib.dump(classifier3, model_filename)\n",
+    "print(f\"Random Forest model saved as {model_filename}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "id": "gDOPI8zZvcz_"
+   },
+   "outputs": [],
+   "source": [
+    "import pickle\n",
+    "pickle.dump(pca, open('pca.pkl', 'wb'))\n",
+    "pickle.dump(scaler, open('scaler.pkl', 'wb'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "id": "b6OOUwMowmsu"
+   },
+   "outputs": [],
+   "source": [
+    "import pickle\n",
+    "\n",
+    "# Assuming 'classifier3' is your trained Random Forest model\n",
+    "with open('parkinson_model.pkl', 'wb') as file:\n",
+    "    pickle.dump(classifier3, file)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "jPN5r_oZ8dDs"
+   },
+   "source": [
+    "## **Comparison of top 2**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "96SIyoXj8iq-",
+    "outputId": "4bdd078a-e4e1-4e04-89ac-0618c151a41a"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Random Forest - Precision: 1.00, Recall: 0.97, F1 Score: 0.98\n",
+      "Support Vector Machine - Precision: 0.97, Recall: 0.97, F1 Score: 0.97\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.metrics import precision_score, recall_score, f1_score\n",
+    "\n",
+    "# Assuming you have already trained your Random Forest and SVM models and have predictions:\n",
+    "# y_pred_RF: Predictions from Random Forest\n",
+    "# y_pred_SVM: Predictions from Support Vector Machine\n",
+    "# y_test: True labels\n",
+    "\n",
+    "# Calculate precision, recall, and F1 scores for Random Forest\n",
+    "precision_RF = precision_score(y_test, y_pred3)\n",
+    "recall_RF = recall_score(y_test, y_pred3)\n",
+    "f1_RF = f1_score(y_test, y_pred3)\n",
+    "\n",
+    "# Calculate precision, recall, and F1 scores for Support Vector Machine\n",
+    "precision_SVM = precision_score(y_test, y_pred5)\n",
+    "recall_SVM = recall_score(y_test, y_pred5)\n",
+    "f1_SVM = f1_score(y_test, y_pred5)\n",
+    "\n",
+    "# Print the results for Random Forest\n",
+    "print(f\"Random Forest - Precision: {precision_RF:.2f}, Recall: {recall_RF:.2f}, F1 Score: {f1_RF:.2f}\")\n",
+    "\n",
+    "# Print the results for Support Vector Machine\n",
+    "print(f\"Support Vector Machine - Precision: {precision_SVM:.2f}, Recall: {recall_SVM:.2f}, F1 Score: {f1_SVM:.2f}\")\n",
+    "\n",
+    "# SHREY PRINT THE VALUES OF RANDOM FOREST IN PROPER CLASSIFICATION REPORT FORMAT\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "colab": {
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.6"
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+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}