Regressions_LeaveOutCopies_first2DataSets_PredictOnRaw_CompareToAvg-Testing-NoDupes-afterlooxv.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Takes in initial datasets, runs LOOXV with Linear regressions (non-interacting and interacting terms) and caluclates correlation coefficients between predictions and average actual values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#importing libraries\n",
    "import pandas as pd\n",
    "import math\n",
    "import numpy as np\n",
    "import sys\n",
    "from sklearn.linear_model import LinearRegression\n",
    "import copy\n",
    "#import xlsxwriter\n",
    "from scipy.stats import pearsonr\n",
    "from scipy.stats import spearmanr\n",
    "from sklearn.svm import SVR\n",
    "from sklearn.utils import shuffle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#reading in data files\n",
    "\n",
    "#Add the path to where you have your files in lines 4 and 6\n",
    "CompStartHere = pd.read_csv(\"ComputationalStartHere_AP.csv\")\n",
    "\n",
    "pairs = pd.read_csv(\"Parameter_Combinations_Recollect_082919_and_083019.csv\")\n",
    "\n",
    "#formatting data in readable mannner\n",
    "CompStartHere.rename(columns={'Amplitude':'AmpMult','Modulation Index':'ModIn'},inplace=True)\n",
    "pairs.rename(columns={'Modulation Index':'ModIn'},inplace=True)\n",
    "\n",
    "CompStartHere.drop(['Process day','CellName','Slice'],axis=1,inplace=True)\n",
    "pairs = pairs[['Cell Type','Duration','Frequency','AmpMult','ModIn']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Cell Type</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>AmpMult</th>\n",
       "      <th>ModIn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>PV</td>\n",
       "      <td>20000</td>\n",
       "      <td>200</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.125364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>100</td>\n",
       "      <td>20</td>\n",
       "      <td>1.25</td>\n",
       "      <td>-0.238095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>30000</td>\n",
       "      <td>150</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.164969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>500</td>\n",
       "      <td>50</td>\n",
       "      <td>1.00</td>\n",
       "      <td>-1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>500</td>\n",
       "      <td>10</td>\n",
       "      <td>2.50</td>\n",
       "      <td>-0.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>398</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>1000</td>\n",
       "      <td>10</td>\n",
       "      <td>2.50</td>\n",
       "      <td>-0.030303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>399</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>5000</td>\n",
       "      <td>150</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.202454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>400</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>5000</td>\n",
       "      <td>50</td>\n",
       "      <td>0.50</td>\n",
       "      <td>-0.014493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>401</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>10000</td>\n",
       "      <td>50</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.179487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>402</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>30000</td>\n",
       "      <td>20</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.138242</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>403 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Cell Type  Duration  Frequency  AmpMult     ModIn\n",
       "0          PV     20000        200     0.50  0.125364\n",
       "1        Lhx6       100         20     1.25 -0.238095\n",
       "2        Lhx6     30000        150     2.00  0.164969\n",
       "3        Lhx6       500         50     1.00 -1.000000\n",
       "4        Lhx6       500         10     2.50 -0.833333\n",
       "..        ...       ...        ...      ...       ...\n",
       "398      Lhx6      1000         10     2.50 -0.030303\n",
       "399      Lhx6      5000        150     1.00  0.202454\n",
       "400      Lhx6      5000         50     0.50 -0.014493\n",
       "401      Lhx6     10000         50     1.50  0.179487\n",
       "402      Lhx6     30000         20     2.00  0.138242\n",
       "\n",
       "[403 rows x 5 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#combining both datasets\n",
    "combined = pd.concat([CompStartHere,pairs]).reset_index(drop=True)\n",
    "combined"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#separate out into PV and Lhx6\n",
    "combinedPV = combined.loc[combined['Cell Type']=='PV'].reset_index(drop=True)\n",
    "combinedLhx6 = combined.loc[combined['Cell Type']=='Lhx6'].reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#drop any NA values\n",
    "combinedPV.dropna(inplace=True)\n",
    "combinedLhx6.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#shuffle each separated set\n",
    "combinedPV_Shuffled = combinedPV.sample(frac=1,random_state=2).reset_index(drop=True)\n",
    "combinedLhx6_Shuffled = combinedLhx6.sample(frac=1,random_state=3).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(205, 5)\n",
      "(195, 5)\n",
      "(205, 5)\n",
      "(195, 5)\n"
     ]
    }
   ],
   "source": [
    "#processing data\n",
    "\n",
    "#reassess shapes of matrices\n",
    "PVData = combinedPV_Shuffled\n",
    "Lhx6Data = combinedLhx6_Shuffled\n",
    "\n",
    "print(PVData.shape)\n",
    "print(Lhx6Data.shape)\n",
    "PVData = PVData.dropna()\n",
    "Lhx6Data = Lhx6Data.dropna()\n",
    "print(PVData.shape)\n",
    "print(Lhx6Data.shape)\n",
    "\n",
    "\n",
    "PVData.reset_index(inplace=True,drop=True)\n",
    "Lhx6Data.reset_index(inplace=True,drop=True)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Cell Type</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>AmpMult</th>\n",
       "      <th>ModIn</th>\n",
       "      <th>Averages</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>PV</td>\n",
       "      <td>5000</td>\n",
       "      <td>100</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.118943</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>PV</td>\n",
       "      <td>250</td>\n",
       "      <td>100</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.170732</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>PV</td>\n",
       "      <td>500</td>\n",
       "      <td>200</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>PV</td>\n",
       "      <td>100</td>\n",
       "      <td>150</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.558442</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>PV</td>\n",
       "      <td>500</td>\n",
       "      <td>80</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.282051</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\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",
       "      <td>200</td>\n",
       "      <td>PV</td>\n",
       "      <td>250</td>\n",
       "      <td>100</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.285141</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>201</td>\n",
       "      <td>PV</td>\n",
       "      <td>1000</td>\n",
       "      <td>10</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>202</td>\n",
       "      <td>PV</td>\n",
       "      <td>250</td>\n",
       "      <td>100</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.138340</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>203</td>\n",
       "      <td>PV</td>\n",
       "      <td>50</td>\n",
       "      <td>150</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.739130</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>204</td>\n",
       "      <td>PV</td>\n",
       "      <td>250</td>\n",
       "      <td>80</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.672922</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>205 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Cell Type  Duration  Frequency  AmpMult     ModIn  Averages\n",
       "0          PV      5000        100      0.5  0.118943       0.0\n",
       "1          PV       250        100      1.0  0.170732       0.0\n",
       "2          PV       500        200      2.0  0.076923       0.0\n",
       "3          PV       100        150      1.5  0.558442       0.0\n",
       "4          PV       500         80      1.5  0.282051       0.0\n",
       "..        ...       ...        ...      ...       ...       ...\n",
       "200        PV       250        100      2.5  0.285141       0.0\n",
       "201        PV      1000         10      2.0  0.333333       0.0\n",
       "202        PV       250        100      2.0  0.138340       0.0\n",
       "203        PV        50        150      2.0  0.739130       0.0\n",
       "204        PV       250         80      1.0  0.672922       0.0\n",
       "\n",
       "[205 rows x 6 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#For each point in PV or Lhx6, calculate the average ModIns and create a column\n",
    "#in each PV and Lhx6 dataset with that average for each point\n",
    "\n",
    "#add dummy columns of 0 to each dataset\n",
    "\n",
    "PVData[\"Averages\"] = np.zeros((205,1))\n",
    "Lhx6Data[\"Averages\"] = np.zeros((195,1))\n",
    "\n",
    "\n",
    "PVData\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\n",
      "[1, 122, 154, 172]\n",
      "[2, 26, 97, 180]\n",
      "[3]\n",
      "[4, 61, 120]\n",
      "[5]\n",
      "[6]\n",
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      "[8, 204]\n",
      "[9, 76]\n",
      "[10]\n",
      "[11, 38, 52]\n",
      "[12, 49]\n",
      "[13]\n",
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      "[15, 129, 203]\n",
      "[16, 65, 159, 177]\n",
      "[17]\n",
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      "[19]\n",
      "[20, 95]\n",
      "[21]\n",
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      "[25, 112, 118, 151, 170]\n",
      "[27, 74]\n",
      "[28, 48, 109]\n",
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      "[32, 79, 113]\n",
      "[33, 171]\n",
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      "[96]\n",
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      "[99, 128, 196]\n",
      "[100, 163, 195]\n",
      "[101, 124, 156]\n",
      "[102, 132, 136, 149, 189]\n",
      "[103, 143, 158, 193]\n",
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     ]
    }
   ],
   "source": [
    "#calculate averages for each set of stimulation parameters for PV\n",
    "\n",
    "setOfParamsPV = set()\n",
    "for point in range(0,len(PVData)):\n",
    "    #print(point)\n",
    "    dur = PVData.loc[point,\"Duration\"]\n",
    "    freq = PVData.loc[point,\"Frequency\"]\n",
    "    ampmult = PVData.loc[point,\"AmpMult\"]\n",
    "    if (dur,freq,ampmult) not in setOfParamsPV:\n",
    "        setOfParamsPV.add((dur,freq,ampmult))\n",
    "        \n",
    "        replicates = PVData.loc[(PVData[\"Duration\"]==dur)\n",
    "                                &(PVData[\"Frequency\"]==freq)\n",
    "                                &(PVData[\"AmpMult\"]==ampmult)]\n",
    "        indices = list(PVData.loc[(PVData[\"Duration\"]==dur)\n",
    "                                &(PVData[\"Frequency\"]==freq)\n",
    "                                &(PVData[\"AmpMult\"]==ampmult)].index)\n",
    "        print(indices)\n",
    "        average = replicates[\"ModIn\"].mean()\n",
    "        for index in indices:\n",
    "            PVData.loc[index,\"Averages\"] = average\n",
    "\n",
    "#####################################################################           \n",
    "#calculate averages for each set of stimulation parameters for Lhx6            \n",
    "            \n",
    "setOfParamsLhx6 = set()\n",
    "for point in range(0,len(Lhx6Data)):\n",
    "    #print(point)\n",
    "    dur = Lhx6Data.loc[point,\"Duration\"]\n",
    "    freq = Lhx6Data.loc[point,\"Frequency\"]\n",
    "    ampmult = Lhx6Data.loc[point,\"AmpMult\"]\n",
    "    if (dur,freq,ampmult) not in setOfParamsLhx6:\n",
    "        setOfParamsLhx6.add((dur,freq,ampmult))\n",
    "        \n",
    "        replicates = Lhx6Data.loc[(Lhx6Data[\"Duration\"]==dur)\n",
    "                                &(Lhx6Data[\"Frequency\"]==freq)\n",
    "                                &(Lhx6Data[\"AmpMult\"]==ampmult)]\n",
    "        indices = list(Lhx6Data.loc[(Lhx6Data[\"Duration\"]==dur)\n",
    "                                &(Lhx6Data[\"Frequency\"]==freq)\n",
    "                                &(Lhx6Data[\"AmpMult\"]==ampmult)].index)\n",
    "        average = replicates[\"ModIn\"].mean()\n",
    "        for index in indices:\n",
    "            Lhx6Data.loc[index,\"Averages\"] = average\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "        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>1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Cell Type</td>\n",
       "      <td>PV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Duration</td>\n",
       "      <td>250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Frequency</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>AmpMult</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>ModIn</td>\n",
       "      <td>0.170732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Averages</td>\n",
       "      <td>0.195103</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  1\n",
       "Cell Type        PV\n",
       "Duration        250\n",
       "Frequency       100\n",
       "AmpMult           1\n",
       "ModIn      0.170732\n",
       "Averages   0.195103"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#sanity checking\n",
    "PVData.loc[1].to_frame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th>122</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Cell Type</td>\n",
       "      <td>PV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Duration</td>\n",
       "      <td>250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Frequency</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>AmpMult</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>ModIn</td>\n",
       "      <td>0.11111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Averages</td>\n",
       "      <td>0.195103</td>\n",
       "    </tr>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                122\n",
       "Cell Type        PV\n",
       "Duration        250\n",
       "Frequency       100\n",
       "AmpMult           1\n",
       "ModIn       0.11111\n",
       "Averages   0.195103"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#sanity checking\n",
    "PVData.loc[122].to_frame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Cell Type</th>\n",
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       "      <td>-1.000000</td>\n",
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       "      <td>0.333333</td>\n",
       "      <td>0.333333</td>\n",
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       "      <td>Lhx6</td>\n",
       "      <td>1000</td>\n",
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       "      <td>0.50</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>0.037037</td>\n",
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       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>1000</td>\n",
       "      <td>200</td>\n",
       "      <td>2.00</td>\n",
       "      <td>-0.875000</td>\n",
       "      <td>-0.832237</td>\n",
       "    </tr>\n",
       "    <tr>\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",
       "      <td>190</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>100</td>\n",
       "      <td>20</td>\n",
       "      <td>1.25</td>\n",
       "      <td>-0.238095</td>\n",
       "      <td>-0.238095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>191</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>250</td>\n",
       "      <td>100</td>\n",
       "      <td>0.50</td>\n",
       "      <td>-0.466667</td>\n",
       "      <td>-0.351634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>192</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>500</td>\n",
       "      <td>80</td>\n",
       "      <td>1.50</td>\n",
       "      <td>-0.466667</td>\n",
       "      <td>-0.453968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>193</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>10000</td>\n",
       "      <td>50</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.175258</td>\n",
       "      <td>0.241844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>194</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>250</td>\n",
       "      <td>100</td>\n",
       "      <td>1.00</td>\n",
       "      <td>-0.496063</td>\n",
       "      <td>-0.439356</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>195 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Cell Type  Duration  Frequency  AmpMult     ModIn  Averages\n",
       "0        Lhx6        50        100     2.00 -1.000000 -1.000000\n",
       "1        Lhx6      5000         50     1.00 -1.000000 -0.757576\n",
       "2        Lhx6       500         20     2.50  0.333333  0.333333\n",
       "3        Lhx6      1000         10     0.50  0.037037  0.037037\n",
       "4        Lhx6      1000        200     2.00 -0.875000 -0.832237\n",
       "..        ...       ...        ...      ...       ...       ...\n",
       "190      Lhx6       100         20     1.25 -0.238095 -0.238095\n",
       "191      Lhx6       250        100     0.50 -0.466667 -0.351634\n",
       "192      Lhx6       500         80     1.50 -0.466667 -0.453968\n",
       "193      Lhx6     10000         50     1.50  0.175258  0.241844\n",
       "194      Lhx6       250        100     1.00 -0.496063 -0.439356\n",
       "\n",
       "[195 rows x 6 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#sanity checking\n",
    "Lhx6Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#read out to CSV files for Gaussian Process Regressions in R\n",
    "PVData.to_csv(\"firstTwoDataPV_shuffled_withAverages_notLogged.csv\")\n",
    "Lhx6Data.to_csv(\"firstTwoDataLhx6_shuffled_withAverages_notLogged.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### IGNORE CODE BELOW: Have calculated averages, now training linear regressions, linear kernel and interacting terms, and comparing regression prediction results with the average modulation indices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#form training X's and Y's\n",
    "#no \"testing\" since this is LOOXV\n",
    "\n",
    "# XTrainPV = PVData[[\"Duration\",\"Frequency\",\"AmpMult\"]]\n",
    "# YTrainPV = PVData[[\"ModIn\"]]\n",
    "\n",
    "# XTrainLhx6 = Lhx6Data[[\"Duration\",\"Frequency\",\"AmpMult\"]]\n",
    "# YTrainLhx6 = Lhx6Data[[\"ModIn\"]]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>202</td>\n",
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       "      <td>203</td>\n",
       "      <td>5.643856</td>\n",
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       "    <tr>\n",
       "      <td>204</td>\n",
       "      <td>7.965784</td>\n",
       "      <td>80</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>205 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Duration  Frequency  AmpMult\n",
       "0    12.287712        100      0.5\n",
       "1     7.965784        100      1.0\n",
       "2     8.965784        200      2.0\n",
       "3     6.643856        150      1.5\n",
       "4     8.965784         80      1.5\n",
       "..         ...        ...      ...\n",
       "200   7.965784        100      2.5\n",
       "201   9.965784         10      2.0\n",
       "202   7.965784        100      2.0\n",
       "203   5.643856        150      2.0\n",
       "204   7.965784         80      1.0\n",
       "\n",
       "[205 rows x 3 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# #log the duration values for PV\n",
    "\n",
    "# XTrainPVLogged = XTrainPV.assign(Duration=np.log2(XTrainPV[\"Duration\"]))\n",
    "\n",
    "# XTrainPVLogged.reset_index(inplace=True,drop=True)\n",
    "\n",
    "# XTrainPVLogged\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>...</td>\n",
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       "      <td>200</td>\n",
       "      <td>250</td>\n",
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       "      <td>50</td>\n",
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       "      <td>204</td>\n",
       "      <td>250</td>\n",
       "      <td>80</td>\n",
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       "</table>\n",
       "<p>205 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Duration  Frequency  AmpMult\n",
       "0        5000        100      0.5\n",
       "1         250        100      1.0\n",
       "2         500        200      2.0\n",
       "3         100        150      1.5\n",
       "4         500         80      1.5\n",
       "..        ...        ...      ...\n",
       "200       250        100      2.5\n",
       "201      1000         10      2.0\n",
       "202       250        100      2.0\n",
       "203        50        150      2.0\n",
       "204       250         80      1.0\n",
       "\n",
       "[205 rows x 3 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# #sanity check reset index\n",
    "# XTrainPV.reset_index(inplace=True,drop=True)\n",
    "# YTrainPV.reset_index(inplace=True,drop=True)\n",
    "\n",
    "# XTrainPV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
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       "      <td>0.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>1000</td>\n",
       "      <td>200</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>190</td>\n",
       "      <td>100</td>\n",
       "      <td>20</td>\n",
       "      <td>1.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>191</td>\n",
       "      <td>250</td>\n",
       "      <td>100</td>\n",
       "      <td>0.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>192</td>\n",
       "      <td>500</td>\n",
       "      <td>80</td>\n",
       "      <td>1.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>193</td>\n",
       "      <td>10000</td>\n",
       "      <td>50</td>\n",
       "      <td>1.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>194</td>\n",
       "      <td>250</td>\n",
       "      <td>100</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>195 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Duration  Frequency  AmpMult\n",
       "0          50        100     2.00\n",
       "1        5000         50     1.00\n",
       "2         500         20     2.50\n",
       "3        1000         10     0.50\n",
       "4        1000        200     2.00\n",
       "..        ...        ...      ...\n",
       "190       100         20     1.25\n",
       "191       250        100     0.50\n",
       "192       500         80     1.50\n",
       "193     10000         50     1.50\n",
       "194       250        100     1.00\n",
       "\n",
       "[195 rows x 3 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# #log the duration for Lhx6 data\n",
    "# XTrainLhx6Logged = XTrainLhx6.assign(Duration=np.log2(XTrainLhx6[\"Duration\"]))\n",
    "# XTrainLhx6Logged.reset_index(inplace=True,drop=True)\n",
    "# XTrainLhx6.reset_index(inplace=True,drop=True)\n",
    "# YTrainLhx6.reset_index(inplace=True,drop=True)\n",
    "\n",
    "# XTrainLhx6\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "[0]\n",
      "204\n",
      "1\n",
      "[1, 122, 154, 172]\n",
      "201\n",
      "2\n",
      "[2, 26, 97, 180]\n",
      "201\n",
      "3\n",
      "[3]\n",
      "204\n",
      "4\n",
      "[4, 61, 120]\n",
      "202\n",
      "5\n",
      "[5]\n",
      "204\n",
      "6\n",
      "[6]\n",
      "204\n",
      "7\n",
      "[7]\n",
      "204\n",
      "8\n",
      "[8, 204]\n",
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      "[9, 76]\n",
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      "[10]\n",
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      "11\n",
      "[11, 38, 52]\n",
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      "[12, 49]\n",
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      "[15, 129, 203]\n",
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      "20\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "89\n",
      "[53, 73, 87, 89, 181]\n",
      "200\n",
      "90\n",
      "[90]\n",
      "204\n",
      "91\n",
      "[91, 164]\n",
      "203\n",
      "92\n",
      "[92, 168]\n",
      "203\n",
      "93\n",
      "[93]\n",
      "204\n",
      "94\n",
      "[94, 152, 169, 202]\n",
      "201\n",
      "95\n",
      "[20, 95]\n",
      "203\n",
      "96\n",
      "[96]\n",
      "204\n",
      "97\n",
      "[2, 26, 97, 180]\n",
      "201\n",
      "98\n",
      "[98, 155]\n",
      "203\n",
      "99\n",
      "[99, 128, 196]\n",
      "202\n",
      "100\n",
      "[100, 163, 195]\n",
      "202\n",
      "101\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[101, 124, 156]\n",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "[162]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "204\n",
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      "[191]\n",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"
     ]
    }
   ],
   "source": [
    "# #train looxv linear regression for both data sets\n",
    "\n",
    "# #first do PV dataset\n",
    "# #XTrainPV has normal duration, XTrainPVLogged has logged duration\n",
    "# predictedPV_Vals = []\n",
    "# actualPV_Vals = []\n",
    "# for idx in list(XTrainPV.index):\n",
    "#     print(idx)\n",
    "#     heldOutPointX = XTrainPV.iloc[[idx]]\n",
    "#     heldOutPointY = YTrainPV.iloc[[idx]]\n",
    "#     heldOutDur = heldOutPointX[\"Duration\"].item()\n",
    "#     heldOutFreq = heldOutPointX[\"Frequency\"].item()\n",
    "#     heldOutAmp = heldOutPointX[\"AmpMult\"].item()\n",
    "    \n",
    "#     #hold out all instances of the same parameters\n",
    "#     delIndices = XTrainPV.loc[(XTrainPV[\"Duration\"]==heldOutDur) &\n",
    "#                                 (XTrainPV[\"Frequency\"]==heldOutFreq) &\n",
    "#                                 (XTrainPV[\"AmpMult\"]==heldOutAmp)].index.to_list()\n",
    "#     print(delIndices)\n",
    "    \n",
    "#     #Reassign newTrainX to XTrainPVLogged.drop so XTrainPVLogged isn't affected\n",
    "#     newTrainX = XTrainPVLogged.drop(labels=delIndices)\n",
    "#     print(len(newTrainX))\n",
    "#     newTrainY = YTrainPV.drop(labels=delIndices)\n",
    "\n",
    "#     regPV = LinearRegression().fit(newTrainX,newTrainY)\n",
    "    \n",
    "#     heldOutPointX[\"Duration\"] = np.log2(heldOutDur)\n",
    "#     predictedPV_Vals.append(regPV.predict(heldOutPointX.to_numpy()))\n",
    "#     actualPV_Vals.append(heldOutPointY.to_numpy())\n",
    "\n",
    "# #store predicted PV values and the actual PV values\n",
    "# predictedPV_Vals = np.asarray(predictedPV_Vals).flatten()\n",
    "# actualPV_Vals = np.asarray(actualPV_Vals).flatten()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Cell Type</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>AmpMult</th>\n",
       "      <th>ModIn</th>\n",
       "      <th>Averages</th>\n",
       "      <th>predictions_SingleLR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>PV</td>\n",
       "      <td>5000</td>\n",
       "      <td>100</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.118943</td>\n",
       "      <td>0.118943</td>\n",
       "      <td>0.182464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>PV</td>\n",
       "      <td>250</td>\n",
       "      <td>100</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.170732</td>\n",
       "      <td>0.195103</td>\n",
       "      <td>0.245019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>PV</td>\n",
       "      <td>500</td>\n",
       "      <td>200</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.228159</td>\n",
       "      <td>0.342745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>PV</td>\n",
       "      <td>100</td>\n",
       "      <td>150</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.558442</td>\n",
       "      <td>0.558442</td>\n",
       "      <td>0.310557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>PV</td>\n",
       "      <td>500</td>\n",
       "      <td>80</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.282051</td>\n",
       "      <td>0.261553</td>\n",
       "      <td>0.206143</td>\n",
       "    </tr>\n",
       "    <tr>\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",
       "      <td>124</td>\n",
       "      <td>PV</td>\n",
       "      <td>5000</td>\n",
       "      <td>200</td>\n",
       "      <td>1.25</td>\n",
       "      <td>0.084065</td>\n",
       "      <td>0.084065</td>\n",
       "      <td>0.289872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>125</td>\n",
       "      <td>PV</td>\n",
       "      <td>500</td>\n",
       "      <td>100</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.648590</td>\n",
       "      <td>0.648590</td>\n",
       "      <td>0.222873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>126</td>\n",
       "      <td>PV</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.219512</td>\n",
       "      <td>0.219512</td>\n",
       "      <td>0.241696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>127</td>\n",
       "      <td>PV</td>\n",
       "      <td>500</td>\n",
       "      <td>20</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>0.145414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>128</td>\n",
       "      <td>PV</td>\n",
       "      <td>250</td>\n",
       "      <td>100</td>\n",
       "      <td>2.50</td>\n",
       "      <td>0.285141</td>\n",
       "      <td>0.285141</td>\n",
       "      <td>0.240216</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>129 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Cell Type  Duration  Frequency  AmpMult     ModIn  Averages  \\\n",
       "0          PV      5000        100     0.50  0.118943  0.118943   \n",
       "1          PV       250        100     1.00  0.170732  0.195103   \n",
       "2          PV       500        200     2.00  0.076923  0.228159   \n",
       "3          PV       100        150     1.50  0.558442  0.558442   \n",
       "4          PV       500         80     1.50  0.282051  0.261553   \n",
       "..        ...       ...        ...      ...       ...       ...   \n",
       "124        PV      5000        200     1.25  0.084065  0.084065   \n",
       "125        PV       500        100     0.50  0.648590  0.648590   \n",
       "126        PV       100         80     1.00  0.219512  0.219512   \n",
       "127        PV       500         20     1.50  0.037037  0.037037   \n",
       "128        PV       250        100     2.50  0.285141  0.285141   \n",
       "\n",
       "     predictions_SingleLR  \n",
       "0                0.182464  \n",
       "1                0.245019  \n",
       "2                0.342745  \n",
       "3                0.310557  \n",
       "4                0.206143  \n",
       "..                    ...  \n",
       "124              0.289872  \n",
       "125              0.222873  \n",
       "126              0.241696  \n",
       "127              0.145414  \n",
       "128              0.240216  \n",
       "\n",
       "[129 rows x 7 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# #Add the predictions as a column to the dataframe\n",
    "# #Drop the duplicate parameter points\n",
    "# PVData[\"predictions_SingleLR\"] = predictedPV_Vals\n",
    "# reducedPVData_SingleLR = PVData.drop_duplicates(subset=[\"Duration\",\"Frequency\",\"AmpMult\"]).reset_index(drop=True)\n",
    "# reducedPVData_SingleLR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pearson's correlation value and p-value for LOOXV PV data:\n",
      "(0.2674676839288977, 0.0021817210505236605)\n",
      "SpearmanrResult(correlation=0.3670225849731664, pvalue=1.8833850404439448e-05)\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# #Calculate the Pearson and Spearman coefficients between the average actual responses and \n",
    "# print(\"Pearson's correlation value and p-value for LOOXV PV data:\")\n",
    "# print(pearsonr(reducedPVData_SingleLR[\"predictions_SingleLR\"],reducedPVData_SingleLR[\"Averages\"]))\n",
    "# print(spearmanr(reducedPVData_SingleLR[\"predictions_SingleLR\"],reducedPVData_SingleLR[\"Averages\"]))\n",
    "# print(\"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "102\n",
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      "117\n",
      "[88, 117, 191]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:9: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if __name__ == '__main__':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"
     ]
    }
   ],
   "source": [
    "# #next do Lhx6 dataset LOOXV linear regression, linear kernel\n",
    "# #same concept as PV dataset above\n",
    "\n",
    "# predictedLhx6_Vals = []\n",
    "# actualLhx6_Vals = []\n",
    "# for idx in range(0,len(XTrainLhx6)):\n",
    "#     print(idx)\n",
    "#     heldOutPointX = XTrainLhx6.iloc[[idx]]\n",
    "#     heldOutPointY = YTrainLhx6.iloc[[idx]]\n",
    "#     #print(heldOutPointX[\"AmpMult\"].item())\n",
    "#     heldOutDur = heldOutPointX[\"Duration\"].item()\n",
    "#     heldOutFreq = heldOutPointX[\"Frequency\"].item()\n",
    "#     heldOutAmp = heldOutPointX[\"AmpMult\"].item()\n",
    "    \n",
    "#     delIndices = XTrainLhx6.loc[(XTrainLhx6[\"Duration\"]==heldOutDur) &\n",
    "#                                 (XTrainLhx6[\"Frequency\"]==heldOutFreq) &\n",
    "#                                 (XTrainLhx6[\"AmpMult\"]==heldOutAmp)].index.to_list()\n",
    "#     print(delIndices)\n",
    "    \n",
    "#     newTrainX = XTrainLhx6Logged.drop(labels=delIndices)\n",
    "#     print(len(newTrainX))\n",
    "#     newTrainY = YTrainLhx6.drop(labels=delIndices)\n",
    "\n",
    "#     regLhx6 = LinearRegression().fit(newTrainX,newTrainY)\n",
    "    \n",
    "#     heldOutPointX[\"Duration\"] = np.log2(heldOutDur)\n",
    "#     predictedLhx6_Vals.append(regLhx6.predict(heldOutPointX.to_numpy()))\n",
    "#     actualLhx6_Vals.append(heldOutPointY.to_numpy())\n",
    "\n",
    "# predictedLhx6_Vals = np.asarray(predictedLhx6_Vals).flatten()\n",
    "# actualLhx6_Vals = np.asarray(actualLhx6_Vals).flatten()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Cell Type</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>AmpMult</th>\n",
       "      <th>ModIn</th>\n",
       "      <th>Averages</th>\n",
       "      <th>predictions_SingleLR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>50</td>\n",
       "      <td>100</td>\n",
       "      <td>2.00</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.723285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>5000</td>\n",
       "      <td>50</td>\n",
       "      <td>1.00</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.757576</td>\n",
       "      <td>-0.138198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>500</td>\n",
       "      <td>20</td>\n",
       "      <td>2.50</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>-0.597218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>1000</td>\n",
       "      <td>10</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>-0.185405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>1000</td>\n",
       "      <td>200</td>\n",
       "      <td>2.00</td>\n",
       "      <td>-0.875000</td>\n",
       "      <td>-0.832237</td>\n",
       "      <td>-0.529741</td>\n",
       "    </tr>\n",
       "    <tr>\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",
       "      <td>114</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>50</td>\n",
       "      <td>10</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.311475</td>\n",
       "      <td>0.311475</td>\n",
       "      <td>-0.614443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>115</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>30000</td>\n",
       "      <td>100</td>\n",
       "      <td>1.00</td>\n",
       "      <td>-0.250000</td>\n",
       "      <td>-0.250000</td>\n",
       "      <td>-0.034224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>116</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>1000</td>\n",
       "      <td>150</td>\n",
       "      <td>2.50</td>\n",
       "      <td>0.098039</td>\n",
       "      <td>0.098039</td>\n",
       "      <td>-0.614574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>117</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>250</td>\n",
       "      <td>200</td>\n",
       "      <td>1.00</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.478014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>118</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>100</td>\n",
       "      <td>20</td>\n",
       "      <td>1.25</td>\n",
       "      <td>-0.238095</td>\n",
       "      <td>-0.238095</td>\n",
       "      <td>-0.503818</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>119 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Cell Type  Duration  Frequency  AmpMult     ModIn  Averages  \\\n",
       "0        Lhx6        50        100     2.00 -1.000000 -1.000000   \n",
       "1        Lhx6      5000         50     1.00 -1.000000 -0.757576   \n",
       "2        Lhx6       500         20     2.50  0.333333  0.333333   \n",
       "3        Lhx6      1000         10     0.50  0.037037  0.037037   \n",
       "4        Lhx6      1000        200     2.00 -0.875000 -0.832237   \n",
       "..        ...       ...        ...      ...       ...       ...   \n",
       "114      Lhx6        50         10     1.50  0.311475  0.311475   \n",
       "115      Lhx6     30000        100     1.00 -0.250000 -0.250000   \n",
       "116      Lhx6      1000        150     2.50  0.098039  0.098039   \n",
       "117      Lhx6       250        200     1.00 -1.000000 -1.000000   \n",
       "118      Lhx6       100         20     1.25 -0.238095 -0.238095   \n",
       "\n",
       "     predictions_SingleLR  \n",
       "0               -0.723285  \n",
       "1               -0.138198  \n",
       "2               -0.597218  \n",
       "3               -0.185405  \n",
       "4               -0.529741  \n",
       "..                    ...  \n",
       "114             -0.614443  \n",
       "115             -0.034224  \n",
       "116             -0.614574  \n",
       "117             -0.478014  \n",
       "118             -0.503818  \n",
       "\n",
       "[119 rows x 7 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# #Add predictions as new column and drop the duplicate parameter settings for Lhx6 data\n",
    "# Lhx6Data[\"predictions_SingleLR\"] = predictedLhx6_Vals\n",
    "# reducedLhx6Data_SingleLR = Lhx6Data.drop_duplicates(subset=[\"Duration\",\"Frequency\",\"AmpMult\"]).reset_index(drop=True)\n",
    "# reducedLhx6Data_SingleLR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pearson's correlation value and p-value for LOOXV Lhx6 data:\n",
      "(0.3320719662505216, 0.0002246885337438786)\n",
      "SpearmanrResult(correlation=0.3241823941180376, pvalue=0.0003222497991296858)\n"
     ]
    }
   ],
   "source": [
    "# #Calculate the Pearson and Spearman coefficients\n",
    "# print(\"Pearson's correlation value and p-value for LOOXV Lhx6 data:\")\n",
    "# print(pearsonr(reducedLhx6Data_SingleLR[\"predictions_SingleLR\"],reducedLhx6Data_SingleLR[\"Averages\"]))\n",
    "# print(spearmanr(reducedLhx6Data_SingleLR[\"predictions_SingleLR\"],reducedLhx6Data_SingleLR[\"Averages\"]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Repeat process above with interaction terms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\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>Duration</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>AmpMult</th>\n",
       "      <th>Dur*Freq</th>\n",
       "      <th>Dur*AmpMult</th>\n",
       "      <th>Freq*AmpMult</th>\n",
       "      <th>Dur*Freq*AmpMult</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>12.287712</td>\n",
       "      <td>100</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1228.771238</td>\n",
       "      <td>6.143856</td>\n",
       "      <td>50.0</td>\n",
       "      <td>614.385619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>7.965784</td>\n",
       "      <td>100</td>\n",
       "      <td>1.0</td>\n",
       "      <td>796.578428</td>\n",
       "      <td>7.965784</td>\n",
       "      <td>100.0</td>\n",
       "      <td>796.578428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>8.965784</td>\n",
       "      <td>200</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1793.156857</td>\n",
       "      <td>17.931569</td>\n",
       "      <td>400.0</td>\n",
       "      <td>3586.313714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>6.643856</td>\n",
       "      <td>150</td>\n",
       "      <td>1.5</td>\n",
       "      <td>996.578428</td>\n",
       "      <td>9.965784</td>\n",
       "      <td>225.0</td>\n",
       "      <td>1494.867643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>8.965784</td>\n",
       "      <td>80</td>\n",
       "      <td>1.5</td>\n",
       "      <td>717.262743</td>\n",
       "      <td>13.448676</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1075.894114</td>\n",
       "    </tr>\n",
       "    <tr>\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",
       "      <td>200</td>\n",
       "      <td>7.965784</td>\n",
       "      <td>100</td>\n",
       "      <td>2.5</td>\n",
       "      <td>796.578428</td>\n",
       "      <td>19.914461</td>\n",
       "      <td>250.0</td>\n",
       "      <td>1991.446071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>201</td>\n",
       "      <td>9.965784</td>\n",
       "      <td>10</td>\n",
       "      <td>2.0</td>\n",
       "      <td>99.657843</td>\n",
       "      <td>19.931569</td>\n",
       "      <td>20.0</td>\n",
       "      <td>199.315686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>202</td>\n",
       "      <td>7.965784</td>\n",
       "      <td>100</td>\n",
       "      <td>2.0</td>\n",
       "      <td>796.578428</td>\n",
       "      <td>15.931569</td>\n",
       "      <td>200.0</td>\n",
       "      <td>1593.156857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>203</td>\n",
       "      <td>5.643856</td>\n",
       "      <td>150</td>\n",
       "      <td>2.0</td>\n",
       "      <td>846.578428</td>\n",
       "      <td>11.287712</td>\n",
       "      <td>300.0</td>\n",
       "      <td>1693.156857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>204</td>\n",
       "      <td>7.965784</td>\n",
       "      <td>80</td>\n",
       "      <td>1.0</td>\n",
       "      <td>637.262743</td>\n",
       "      <td>7.965784</td>\n",
       "      <td>80.0</td>\n",
       "      <td>637.262743</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>205 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Duration  Frequency  AmpMult     Dur*Freq  Dur*AmpMult  Freq*AmpMult  \\\n",
       "0    12.287712        100      0.5  1228.771238     6.143856          50.0   \n",
       "1     7.965784        100      1.0   796.578428     7.965784         100.0   \n",
       "2     8.965784        200      2.0  1793.156857    17.931569         400.0   \n",
       "3     6.643856        150      1.5   996.578428     9.965784         225.0   \n",
       "4     8.965784         80      1.5   717.262743    13.448676         120.0   \n",
       "..         ...        ...      ...          ...          ...           ...   \n",
       "200   7.965784        100      2.5   796.578428    19.914461         250.0   \n",
       "201   9.965784         10      2.0    99.657843    19.931569          20.0   \n",
       "202   7.965784        100      2.0   796.578428    15.931569         200.0   \n",
       "203   5.643856        150      2.0   846.578428    11.287712         300.0   \n",
       "204   7.965784         80      1.0   637.262743     7.965784          80.0   \n",
       "\n",
       "     Dur*Freq*AmpMult  \n",
       "0          614.385619  \n",
       "1          796.578428  \n",
       "2         3586.313714  \n",
       "3         1494.867643  \n",
       "4         1075.894114  \n",
       "..                ...  \n",
       "200       1991.446071  \n",
       "201        199.315686  \n",
       "202       1593.156857  \n",
       "203       1693.156857  \n",
       "204        637.262743  \n",
       "\n",
       "[205 rows x 7 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# #a+b+c+(a*b)+(a*c)+(b*c)+(a*b*c)\n",
    "# #create X_df with 7 columns\n",
    "# #use same Y\n",
    "# #for PV data\n",
    "\n",
    "# XTrainPVIntx = pd.DataFrame()\n",
    "# XTrainPVIntx[\"Duration\"] = np.log2(XTrainPV[\"Duration\"])\n",
    "# XTrainPVIntx[\"Frequency\"] = XTrainPV[\"Frequency\"]\n",
    "# XTrainPVIntx[\"AmpMult\"] = XTrainPV[\"AmpMult\"]\n",
    "# XTrainPVIntx[\"Dur*Freq\"] = np.log2(XTrainPV[\"Duration\"])*XTrainPV[\"Frequency\"]\n",
    "# XTrainPVIntx[\"Dur*AmpMult\"] = np.log2(XTrainPV[\"Duration\"])*XTrainPV[\"AmpMult\"]\n",
    "# XTrainPVIntx[\"Freq*AmpMult\"] = XTrainPV[\"Frequency\"]*XTrainPV[\"AmpMult\"]\n",
    "# XTrainPVIntx[\"Dur*Freq*AmpMult\"] = np.log2(XTrainPV[\"Duration\"])*XTrainPV[\"Frequency\"]*XTrainPV[\"AmpMult\"]\n",
    "# XTrainPVIntx\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Duration</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>AmpMult</th>\n",
       "      <th>Dur*Freq</th>\n",
       "      <th>Dur*AmpMult</th>\n",
       "      <th>Freq*AmpMult</th>\n",
       "      <th>Dur*Freq*AmpMult</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>5.643856</td>\n",
       "      <td>100</td>\n",
       "      <td>2.00</td>\n",
       "      <td>564.385619</td>\n",
       "      <td>11.287712</td>\n",
       "      <td>200.0</td>\n",
       "      <td>1128.771238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>12.287712</td>\n",
       "      <td>50</td>\n",
       "      <td>1.00</td>\n",
       "      <td>614.385619</td>\n",
       "      <td>12.287712</td>\n",
       "      <td>50.0</td>\n",
       "      <td>614.385619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>8.965784</td>\n",
       "      <td>20</td>\n",
       "      <td>2.50</td>\n",
       "      <td>179.315686</td>\n",
       "      <td>22.414461</td>\n",
       "      <td>50.0</td>\n",
       "      <td>448.289214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>9.965784</td>\n",
       "      <td>10</td>\n",
       "      <td>0.50</td>\n",
       "      <td>99.657843</td>\n",
       "      <td>4.982892</td>\n",
       "      <td>5.0</td>\n",
       "      <td>49.828921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>9.965784</td>\n",
       "      <td>200</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1993.156857</td>\n",
       "      <td>19.931569</td>\n",
       "      <td>400.0</td>\n",
       "      <td>3986.313714</td>\n",
       "    </tr>\n",
       "    <tr>\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",
       "      <td>190</td>\n",
       "      <td>6.643856</td>\n",
       "      <td>20</td>\n",
       "      <td>1.25</td>\n",
       "      <td>132.877124</td>\n",
       "      <td>8.304820</td>\n",
       "      <td>25.0</td>\n",
       "      <td>166.096405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>191</td>\n",
       "      <td>7.965784</td>\n",
       "      <td>100</td>\n",
       "      <td>0.50</td>\n",
       "      <td>796.578428</td>\n",
       "      <td>3.982892</td>\n",
       "      <td>50.0</td>\n",
       "      <td>398.289214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>192</td>\n",
       "      <td>8.965784</td>\n",
       "      <td>80</td>\n",
       "      <td>1.50</td>\n",
       "      <td>717.262743</td>\n",
       "      <td>13.448676</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1075.894114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>193</td>\n",
       "      <td>13.287712</td>\n",
       "      <td>50</td>\n",
       "      <td>1.50</td>\n",
       "      <td>664.385619</td>\n",
       "      <td>19.931569</td>\n",
       "      <td>75.0</td>\n",
       "      <td>996.578428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>194</td>\n",
       "      <td>7.965784</td>\n",
       "      <td>100</td>\n",
       "      <td>1.00</td>\n",
       "      <td>796.578428</td>\n",
       "      <td>7.965784</td>\n",
       "      <td>100.0</td>\n",
       "      <td>796.578428</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>195 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Duration  Frequency  AmpMult     Dur*Freq  Dur*AmpMult  Freq*AmpMult  \\\n",
       "0     5.643856        100     2.00   564.385619    11.287712         200.0   \n",
       "1    12.287712         50     1.00   614.385619    12.287712          50.0   \n",
       "2     8.965784         20     2.50   179.315686    22.414461          50.0   \n",
       "3     9.965784         10     0.50    99.657843     4.982892           5.0   \n",
       "4     9.965784        200     2.00  1993.156857    19.931569         400.0   \n",
       "..         ...        ...      ...          ...          ...           ...   \n",
       "190   6.643856         20     1.25   132.877124     8.304820          25.0   \n",
       "191   7.965784        100     0.50   796.578428     3.982892          50.0   \n",
       "192   8.965784         80     1.50   717.262743    13.448676         120.0   \n",
       "193  13.287712         50     1.50   664.385619    19.931569          75.0   \n",
       "194   7.965784        100     1.00   796.578428     7.965784         100.0   \n",
       "\n",
       "     Dur*Freq*AmpMult  \n",
       "0         1128.771238  \n",
       "1          614.385619  \n",
       "2          448.289214  \n",
       "3           49.828921  \n",
       "4         3986.313714  \n",
       "..                ...  \n",
       "190        166.096405  \n",
       "191        398.289214  \n",
       "192       1075.894114  \n",
       "193        996.578428  \n",
       "194        796.578428  \n",
       "\n",
       "[195 rows x 7 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "# #create interaction terms for Lhx6 data\n",
    "# XTrainLhx6Intx = pd.DataFrame()\n",
    "# XTrainLhx6Intx[\"Duration\"] = np.log2(XTrainLhx6[\"Duration\"])\n",
    "# XTrainLhx6Intx[\"Frequency\"] = XTrainLhx6[\"Frequency\"]\n",
    "# XTrainLhx6Intx[\"AmpMult\"] = XTrainLhx6[\"AmpMult\"]\n",
    "# XTrainLhx6Intx[\"Dur*Freq\"] = np.log2(XTrainLhx6[\"Duration\"])*XTrainLhx6[\"Frequency\"]\n",
    "# XTrainLhx6Intx[\"Dur*AmpMult\"] = np.log2(XTrainLhx6[\"Duration\"])*XTrainLhx6[\"AmpMult\"]\n",
    "# XTrainLhx6Intx[\"Freq*AmpMult\"] = XTrainLhx6[\"Frequency\"]*XTrainLhx6[\"AmpMult\"]\n",
    "# XTrainLhx6Intx[\"Dur*Freq*AmpMult\"] = np.log2(XTrainLhx6[\"Duration\"])*XTrainLhx6[\"Frequency\"]*XTrainLhx6[\"AmpMult\"]\n",
    "# XTrainLhx6Intx\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n"
     ]
    },
    {
     "name": "stdout",
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    {
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     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n"
     ]
    },
    {
     "name": "stdout",
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "50\n",
      "[190]\n",
      "204\n",
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      "[15, 129, 203]\n",
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      "204\n",
      "250\n",
      "[8, 204]\n",
      "203\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  from ipykernel import kernelapp as app\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  app.launch_new_instance()\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: `item` has been deprecated and will be removed in a future version\n"
     ]
    }
   ],
   "source": [
    "# #perform looxv for both PV and Lhx6 datasets, as in above\n",
    "\n",
    "# predictedPV_ValsIntx = []\n",
    "# actualPV_Vals = []\n",
    "# for idx in list(XTrainPVIntx.index):\n",
    "#     print(idx)\n",
    "#     #this has the logged duration\n",
    "#     heldOutPointXLogged = XTrainPVIntx.iloc[[idx]]\n",
    "#     heldOutPointY = YTrainPV.iloc[[idx]]\n",
    "    \n",
    "#     #this does not have the logged duration, to be used to take out replicates\n",
    "#     #do NOT use the logged duration to take out replicates\n",
    "#     heldOutPointX = XTrainPV.iloc[[idx]]\n",
    "\n",
    "#     heldOutDur = heldOutPointX[\"Duration\"].item()\n",
    "#     heldOutFreq = heldOutPointX[\"Frequency\"].item()\n",
    "#     heldOutAmp = heldOutPointX[\"AmpMult\"].item()\n",
    "#     print(heldOutDur)\n",
    "#     delIndices = XTrainPV.loc[(XTrainPV[\"Duration\"]==heldOutDur) &\n",
    "#                                 (XTrainPV[\"Frequency\"]==heldOutFreq) &\n",
    "#                                 (XTrainPV[\"AmpMult\"]==heldOutAmp)].index.to_list()\n",
    "#     print(delIndices)\n",
    " \n",
    "#     newTrainX = XTrainPVIntx.drop(labels=delIndices)\n",
    "#     print(len(newTrainX))\n",
    "#     newTrainY = YTrainPV.drop(labels=delIndices)\n",
    "\n",
    "#     regPV = LinearRegression().fit(newTrainX,newTrainY)\n",
    "    \n",
    "#     #print(heldOutPointXLogged)\n",
    "#     predictedPV_ValsIntx.append(regPV.predict(heldOutPointXLogged.to_numpy()))\n",
    "#     actualPV_Vals.append(heldOutPointY.to_numpy())\n",
    "\n",
    "# predictedPV_ValsIntx = np.asarray(predictedPV_ValsIntx).flatten()\n",
    "# actualPV_Vals = np.asarray(actualPV_Vals).flatten()\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Cell Type</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>AmpMult</th>\n",
       "      <th>ModIn</th>\n",
       "      <th>Averages</th>\n",
       "      <th>predictions_SingleLR</th>\n",
       "      <th>predictions_IntxLR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>PV</td>\n",
       "      <td>5000</td>\n",
       "      <td>100</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.118943</td>\n",
       "      <td>0.118943</td>\n",
       "      <td>0.182464</td>\n",
       "      <td>0.162483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>PV</td>\n",
       "      <td>250</td>\n",
       "      <td>100</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.170732</td>\n",
       "      <td>0.195103</td>\n",
       "      <td>0.245019</td>\n",
       "      <td>0.258981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>PV</td>\n",
       "      <td>500</td>\n",
       "      <td>200</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.228159</td>\n",
       "      <td>0.342745</td>\n",
       "      <td>0.353464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>PV</td>\n",
       "      <td>100</td>\n",
       "      <td>150</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.558442</td>\n",
       "      <td>0.558442</td>\n",
       "      <td>0.310557</td>\n",
       "      <td>0.350642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>PV</td>\n",
       "      <td>500</td>\n",
       "      <td>80</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.282051</td>\n",
       "      <td>0.261553</td>\n",
       "      <td>0.206143</td>\n",
       "      <td>0.200506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>200</td>\n",
       "      <td>PV</td>\n",
       "      <td>250</td>\n",
       "      <td>100</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.285141</td>\n",
       "      <td>0.285141</td>\n",
       "      <td>0.240216</td>\n",
       "      <td>0.213134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>201</td>\n",
       "      <td>PV</td>\n",
       "      <td>1000</td>\n",
       "      <td>10</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.155039</td>\n",
       "      <td>0.117237</td>\n",
       "      <td>0.124445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>202</td>\n",
       "      <td>PV</td>\n",
       "      <td>250</td>\n",
       "      <td>100</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.138340</td>\n",
       "      <td>0.241831</td>\n",
       "      <td>0.241814</td>\n",
       "      <td>0.228174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>203</td>\n",
       "      <td>PV</td>\n",
       "      <td>50</td>\n",
       "      <td>150</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.739130</td>\n",
       "      <td>0.703801</td>\n",
       "      <td>0.300958</td>\n",
       "      <td>0.300662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>204</td>\n",
       "      <td>PV</td>\n",
       "      <td>250</td>\n",
       "      <td>80</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.672922</td>\n",
       "      <td>0.592367</td>\n",
       "      <td>0.215125</td>\n",
       "      <td>0.219660</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>205 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Cell Type  Duration  Frequency  AmpMult     ModIn  Averages  \\\n",
       "0          PV      5000        100      0.5  0.118943  0.118943   \n",
       "1          PV       250        100      1.0  0.170732  0.195103   \n",
       "2          PV       500        200      2.0  0.076923  0.228159   \n",
       "3          PV       100        150      1.5  0.558442  0.558442   \n",
       "4          PV       500         80      1.5  0.282051  0.261553   \n",
       "..        ...       ...        ...      ...       ...       ...   \n",
       "200        PV       250        100      2.5  0.285141  0.285141   \n",
       "201        PV      1000         10      2.0  0.333333  0.155039   \n",
       "202        PV       250        100      2.0  0.138340  0.241831   \n",
       "203        PV        50        150      2.0  0.739130  0.703801   \n",
       "204        PV       250         80      1.0  0.672922  0.592367   \n",
       "\n",
       "     predictions_SingleLR  predictions_IntxLR  \n",
       "0                0.182464            0.162483  \n",
       "1                0.245019            0.258981  \n",
       "2                0.342745            0.353464  \n",
       "3                0.310557            0.350642  \n",
       "4                0.206143            0.200506  \n",
       "..                    ...                 ...  \n",
       "200              0.240216            0.213134  \n",
       "201              0.117237            0.124445  \n",
       "202              0.241814            0.228174  \n",
       "203              0.300958            0.300662  \n",
       "204              0.215125            0.219660  \n",
       "\n",
       "[205 rows x 8 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# #Add interaction terms predictions as a new column\n",
    "# PVData[\"predictions_IntxLR\"] = predictedPV_ValsIntx\n",
    "# PVData"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Cell Type</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>AmpMult</th>\n",
       "      <th>ModIn</th>\n",
       "      <th>Averages</th>\n",
       "      <th>predictions_SingleLR</th>\n",
       "      <th>predictions_IntxLR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>PV</td>\n",
       "      <td>5000</td>\n",
       "      <td>100</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.118943</td>\n",
       "      <td>0.118943</td>\n",
       "      <td>0.182464</td>\n",
       "      <td>0.162483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>PV</td>\n",
       "      <td>250</td>\n",
       "      <td>100</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.170732</td>\n",
       "      <td>0.195103</td>\n",
       "      <td>0.245019</td>\n",
       "      <td>0.258981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>PV</td>\n",
       "      <td>500</td>\n",
       "      <td>200</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.228159</td>\n",
       "      <td>0.342745</td>\n",
       "      <td>0.353464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>PV</td>\n",
       "      <td>100</td>\n",
       "      <td>150</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.558442</td>\n",
       "      <td>0.558442</td>\n",
       "      <td>0.310557</td>\n",
       "      <td>0.350642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>PV</td>\n",
       "      <td>500</td>\n",
       "      <td>80</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.282051</td>\n",
       "      <td>0.261553</td>\n",
       "      <td>0.206143</td>\n",
       "      <td>0.200506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>124</td>\n",
       "      <td>PV</td>\n",
       "      <td>5000</td>\n",
       "      <td>200</td>\n",
       "      <td>1.25</td>\n",
       "      <td>0.084065</td>\n",
       "      <td>0.084065</td>\n",
       "      <td>0.289872</td>\n",
       "      <td>0.228126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>125</td>\n",
       "      <td>PV</td>\n",
       "      <td>500</td>\n",
       "      <td>100</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.648590</td>\n",
       "      <td>0.648590</td>\n",
       "      <td>0.222873</td>\n",
       "      <td>0.238115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>126</td>\n",
       "      <td>PV</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.219512</td>\n",
       "      <td>0.219512</td>\n",
       "      <td>0.241696</td>\n",
       "      <td>0.251129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>127</td>\n",
       "      <td>PV</td>\n",
       "      <td>500</td>\n",
       "      <td>20</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>0.145414</td>\n",
       "      <td>0.128910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>128</td>\n",
       "      <td>PV</td>\n",
       "      <td>250</td>\n",
       "      <td>100</td>\n",
       "      <td>2.50</td>\n",
       "      <td>0.285141</td>\n",
       "      <td>0.285141</td>\n",
       "      <td>0.240216</td>\n",
       "      <td>0.213134</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>129 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Cell Type  Duration  Frequency  AmpMult     ModIn  Averages  \\\n",
       "0          PV      5000        100     0.50  0.118943  0.118943   \n",
       "1          PV       250        100     1.00  0.170732  0.195103   \n",
       "2          PV       500        200     2.00  0.076923  0.228159   \n",
       "3          PV       100        150     1.50  0.558442  0.558442   \n",
       "4          PV       500         80     1.50  0.282051  0.261553   \n",
       "..        ...       ...        ...      ...       ...       ...   \n",
       "124        PV      5000        200     1.25  0.084065  0.084065   \n",
       "125        PV       500        100     0.50  0.648590  0.648590   \n",
       "126        PV       100         80     1.00  0.219512  0.219512   \n",
       "127        PV       500         20     1.50  0.037037  0.037037   \n",
       "128        PV       250        100     2.50  0.285141  0.285141   \n",
       "\n",
       "     predictions_SingleLR  predictions_IntxLR  \n",
       "0                0.182464            0.162483  \n",
       "1                0.245019            0.258981  \n",
       "2                0.342745            0.353464  \n",
       "3                0.310557            0.350642  \n",
       "4                0.206143            0.200506  \n",
       "..                    ...                 ...  \n",
       "124              0.289872            0.228126  \n",
       "125              0.222873            0.238115  \n",
       "126              0.241696            0.251129  \n",
       "127              0.145414            0.128910  \n",
       "128              0.240216            0.213134  \n",
       "\n",
       "[129 rows x 8 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# #Get rid of duplicate parameter settings\n",
    "# reducedPVData_IntxLR = PVData.drop_duplicates(subset=[\"Duration\",\"Frequency\",\"AmpMult\"]).reset_index(drop=True)\n",
    "# reducedPVData_IntxLR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pearson's correlation value and p-value for LOOXV PV data interaction terms:\n",
      "(0.2414950926041703, 0.005831817963851644)\n",
      "SpearmanrResult(correlation=0.40029628801431133, pvalue=2.5977413990934185e-06)\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# #Calculate Pearson and Spearman correlation coefficients for PV data\n",
    "# print(\"Pearson's correlation value and p-value for LOOXV PV data interaction terms:\")\n",
    "# print(pearsonr(reducedPVData_IntxLR[\"predictions_IntxLR\"],reducedPVData_IntxLR[\"Averages\"]))\n",
    "# print(spearmanr(reducedPVData_IntxLR[\"predictions_IntxLR\"],reducedPVData_IntxLR[\"Averages\"]))\n",
    "# print(\"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:12: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  if sys.path[0] == '':\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:13: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  del sys.path[0]\n",
      "/Users/noelletoong/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: FutureWarning: `item` has been deprecated and will be removed in a future version\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "# #perform looxv for Lhx6 dataset, as in above\n",
    "\n",
    "# predictedLhx6_ValsIntx = []\n",
    "# actualLhx6_Vals = []\n",
    "# for idx in list(XTrainLhx6Intx.index):\n",
    "\n",
    "#     heldOutPointXLogged = XTrainLhx6Intx.iloc[[idx]]\n",
    "#     heldOutPointY = YTrainLhx6.iloc[[idx]]\n",
    "\n",
    "#     heldOutPointX = XTrainLhx6.iloc[[idx]]\n",
    "    \n",
    "#     heldOutDur = heldOutPointX[\"Duration\"].item()\n",
    "#     heldOutFreq = heldOutPointX[\"Frequency\"].item()\n",
    "#     heldOutAmp = heldOutPointX[\"AmpMult\"].item()\n",
    "    \n",
    "#     delIndices = XTrainLhx6.loc[(XTrainLhx6[\"Duration\"]==heldOutDur) &\n",
    "#                                 (XTrainLhx6[\"Frequency\"]==heldOutFreq) &\n",
    "#                                 (XTrainLhx6[\"AmpMult\"]==heldOutAmp)].index.to_list()\n",
    " \n",
    "    \n",
    "#     newTrainX = XTrainLhx6Intx.drop(labels=delIndices)\n",
    "#     newTrainY = YTrainLhx6.drop(labels=delIndices)\n",
    "#     assert(len(newTrainX)==len(XTrainLhx6Intx)-len(delIndices))\n",
    "#     regLhx6 = LinearRegression().fit(newTrainX,newTrainY)\n",
    "    \n",
    "#     predictedLhx6_ValsIntx.append(regLhx6.predict(heldOutPointXLogged.to_numpy()))\n",
    "#     actualLhx6_Vals.append(heldOutPointY.to_numpy())\n",
    "\n",
    "# predictedLhx6_ValsIntx = np.asarray(predictedLhx6_ValsIntx).flatten()\n",
    "# actualLhx6_Vals = np.asarray(actualLhx6_Vals).flatten()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Cell Type</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>AmpMult</th>\n",
       "      <th>ModIn</th>\n",
       "      <th>Averages</th>\n",
       "      <th>predictions_SingleLR</th>\n",
       "      <th>predictions_IntxLR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>50</td>\n",
       "      <td>100</td>\n",
       "      <td>2.00</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.723285</td>\n",
       "      <td>-0.795850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>5000</td>\n",
       "      <td>50</td>\n",
       "      <td>1.00</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.757576</td>\n",
       "      <td>-0.138198</td>\n",
       "      <td>-0.180481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>500</td>\n",
       "      <td>20</td>\n",
       "      <td>2.50</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>-0.597218</td>\n",
       "      <td>-0.597172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>1000</td>\n",
       "      <td>10</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>-0.185405</td>\n",
       "      <td>-0.217995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>1000</td>\n",
       "      <td>200</td>\n",
       "      <td>2.00</td>\n",
       "      <td>-0.875000</td>\n",
       "      <td>-0.832237</td>\n",
       "      <td>-0.529741</td>\n",
       "      <td>-0.563946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>190</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>100</td>\n",
       "      <td>20</td>\n",
       "      <td>1.25</td>\n",
       "      <td>-0.238095</td>\n",
       "      <td>-0.238095</td>\n",
       "      <td>-0.503818</td>\n",
       "      <td>-0.449343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>191</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>250</td>\n",
       "      <td>100</td>\n",
       "      <td>0.50</td>\n",
       "      <td>-0.466667</td>\n",
       "      <td>-0.351634</td>\n",
       "      <td>-0.347303</td>\n",
       "      <td>-0.283721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>192</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>500</td>\n",
       "      <td>80</td>\n",
       "      <td>1.50</td>\n",
       "      <td>-0.466667</td>\n",
       "      <td>-0.453968</td>\n",
       "      <td>-0.445070</td>\n",
       "      <td>-0.444206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>193</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>10000</td>\n",
       "      <td>50</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.175258</td>\n",
       "      <td>0.241844</td>\n",
       "      <td>-0.199992</td>\n",
       "      <td>-0.226680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>194</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>250</td>\n",
       "      <td>100</td>\n",
       "      <td>1.00</td>\n",
       "      <td>-0.496063</td>\n",
       "      <td>-0.439356</td>\n",
       "      <td>-0.430333</td>\n",
       "      <td>-0.402739</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>195 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Cell Type  Duration  Frequency  AmpMult     ModIn  Averages  \\\n",
       "0        Lhx6        50        100     2.00 -1.000000 -1.000000   \n",
       "1        Lhx6      5000         50     1.00 -1.000000 -0.757576   \n",
       "2        Lhx6       500         20     2.50  0.333333  0.333333   \n",
       "3        Lhx6      1000         10     0.50  0.037037  0.037037   \n",
       "4        Lhx6      1000        200     2.00 -0.875000 -0.832237   \n",
       "..        ...       ...        ...      ...       ...       ...   \n",
       "190      Lhx6       100         20     1.25 -0.238095 -0.238095   \n",
       "191      Lhx6       250        100     0.50 -0.466667 -0.351634   \n",
       "192      Lhx6       500         80     1.50 -0.466667 -0.453968   \n",
       "193      Lhx6     10000         50     1.50  0.175258  0.241844   \n",
       "194      Lhx6       250        100     1.00 -0.496063 -0.439356   \n",
       "\n",
       "     predictions_SingleLR  predictions_IntxLR  \n",
       "0               -0.723285           -0.795850  \n",
       "1               -0.138198           -0.180481  \n",
       "2               -0.597218           -0.597172  \n",
       "3               -0.185405           -0.217995  \n",
       "4               -0.529741           -0.563946  \n",
       "..                    ...                 ...  \n",
       "190             -0.503818           -0.449343  \n",
       "191             -0.347303           -0.283721  \n",
       "192             -0.445070           -0.444206  \n",
       "193             -0.199992           -0.226680  \n",
       "194             -0.430333           -0.402739  \n",
       "\n",
       "[195 rows x 8 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# #Add new column for Lhx6 interaction term predictions\n",
    "# Lhx6Data[\"predictions_IntxLR\"] = predictedLhx6_ValsIntx\n",
    "# Lhx6Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Cell Type</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>AmpMult</th>\n",
       "      <th>ModIn</th>\n",
       "      <th>Averages</th>\n",
       "      <th>predictions_SingleLR</th>\n",
       "      <th>predictions_IntxLR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>50</td>\n",
       "      <td>100</td>\n",
       "      <td>2.00</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.723285</td>\n",
       "      <td>-0.795850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>5000</td>\n",
       "      <td>50</td>\n",
       "      <td>1.00</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.757576</td>\n",
       "      <td>-0.138198</td>\n",
       "      <td>-0.180481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>500</td>\n",
       "      <td>20</td>\n",
       "      <td>2.50</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>-0.597218</td>\n",
       "      <td>-0.597172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>1000</td>\n",
       "      <td>10</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>0.037037</td>\n",
       "      <td>-0.185405</td>\n",
       "      <td>-0.217995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>1000</td>\n",
       "      <td>200</td>\n",
       "      <td>2.00</td>\n",
       "      <td>-0.875000</td>\n",
       "      <td>-0.832237</td>\n",
       "      <td>-0.529741</td>\n",
       "      <td>-0.563946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>114</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>50</td>\n",
       "      <td>10</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.311475</td>\n",
       "      <td>0.311475</td>\n",
       "      <td>-0.614443</td>\n",
       "      <td>-0.563932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>115</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>30000</td>\n",
       "      <td>100</td>\n",
       "      <td>1.00</td>\n",
       "      <td>-0.250000</td>\n",
       "      <td>-0.250000</td>\n",
       "      <td>-0.034224</td>\n",
       "      <td>-0.069409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>116</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>1000</td>\n",
       "      <td>150</td>\n",
       "      <td>2.50</td>\n",
       "      <td>0.098039</td>\n",
       "      <td>0.098039</td>\n",
       "      <td>-0.614574</td>\n",
       "      <td>-0.670887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>117</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>250</td>\n",
       "      <td>200</td>\n",
       "      <td>1.00</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.478014</td>\n",
       "      <td>-0.454737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>118</td>\n",
       "      <td>Lhx6</td>\n",
       "      <td>100</td>\n",
       "      <td>20</td>\n",
       "      <td>1.25</td>\n",
       "      <td>-0.238095</td>\n",
       "      <td>-0.238095</td>\n",
       "      <td>-0.503818</td>\n",
       "      <td>-0.449343</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>119 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Cell Type  Duration  Frequency  AmpMult     ModIn  Averages  \\\n",
       "0        Lhx6        50        100     2.00 -1.000000 -1.000000   \n",
       "1        Lhx6      5000         50     1.00 -1.000000 -0.757576   \n",
       "2        Lhx6       500         20     2.50  0.333333  0.333333   \n",
       "3        Lhx6      1000         10     0.50  0.037037  0.037037   \n",
       "4        Lhx6      1000        200     2.00 -0.875000 -0.832237   \n",
       "..        ...       ...        ...      ...       ...       ...   \n",
       "114      Lhx6        50         10     1.50  0.311475  0.311475   \n",
       "115      Lhx6     30000        100     1.00 -0.250000 -0.250000   \n",
       "116      Lhx6      1000        150     2.50  0.098039  0.098039   \n",
       "117      Lhx6       250        200     1.00 -1.000000 -1.000000   \n",
       "118      Lhx6       100         20     1.25 -0.238095 -0.238095   \n",
       "\n",
       "     predictions_SingleLR  predictions_IntxLR  \n",
       "0               -0.723285           -0.795850  \n",
       "1               -0.138198           -0.180481  \n",
       "2               -0.597218           -0.597172  \n",
       "3               -0.185405           -0.217995  \n",
       "4               -0.529741           -0.563946  \n",
       "..                    ...                 ...  \n",
       "114             -0.614443           -0.563932  \n",
       "115             -0.034224           -0.069409  \n",
       "116             -0.614574           -0.670887  \n",
       "117             -0.478014           -0.454737  \n",
       "118             -0.503818           -0.449343  \n",
       "\n",
       "[119 rows x 8 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# #Get rid of duplicate settings\n",
    "# reducedLhx6Data_IntxLR = Lhx6Data.drop_duplicates(subset=[\"Duration\",\"Frequency\",\"AmpMult\"]).reset_index(drop=True)\n",
    "# reducedLhx6Data_IntxLR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pearson's correlation value and p-value for LOOXV Lhx6 data interaction terms:\n",
      "(0.3081958307591513, 0.0006497972596935521)\n",
      "SpearmanrResult(correlation=0.3250461732309349, pvalue=0.0003099214721077697)\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# #Calculate Pearson and Spearman coefficients\n",
    "# print(\"Pearson's correlation value and p-value for LOOXV Lhx6 data interaction terms:\")\n",
    "# print(pearsonr(reducedLhx6Data_IntxLR[\"predictions_IntxLR\"],reducedLhx6Data_IntxLR[\"Averages\"]))\n",
    "# print(spearmanr(reducedLhx6Data_IntxLR[\"predictions_IntxLR\"],reducedLhx6Data_IntxLR[\"Averages\"]))\n",
    "# print(\"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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