City_dynamics_2015.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Automatically created module for IPython interactive environment\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1332x756 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##################################################################\n",
    "######2015###########\n",
    "print(__doc__)\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "#Import data and select 2015\n",
    "series = pd.read_csv('D:\\myfolders\\orase_2015.csv', header=0)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "#Scatter of the two components\n",
    "import seaborn as sns\n",
    "plt.figure(figsize=(18.5,10.5))\n",
    "# basic plot\n",
    "p1=sns.regplot(data=series, x=\"Overall_Score_Safe_cities\", y=\"Overall_Score_GPCI\", fit_reg=False, scatter_kws={'s':400})\n",
    "for line in range(0,series.shape[0]):\n",
    "     p1.text(series.Overall_Score_Safe_cities[line]+0.2, series.Overall_Score_GPCI[line], series.City[line], \n",
    "           horizontalalignment='right',   verticalalignment='center', color='black')\n",
    "# add annotations one by one with a loop\n",
    "plt.title('2015')   \n",
    "plt.xlabel('Overall Score Safe cities', color='black')\n",
    "plt.ylabel('Overall Score GPCI', color='black')\n",
    "plt.figure()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results for 2015\n",
      "                          Factor1   Factor2\n",
      "Accessibility            0.205821  0.613276\n",
      "Cultural_Interaction    -0.090017  0.882330\n",
      "Digital_Security         0.682473  0.239454\n",
      "Economy                  0.309395  0.745682\n",
      "Environment              0.733537  0.113749\n",
      "Health_Security          0.748034  0.196977\n",
      "Infrastructure_security  0.754943  0.105667\n",
      "Livability               0.601322  0.070209\n",
      "Personal_Security        0.771933  0.227626\n",
      "Research_Development     0.254137  0.801096\n",
      "                 Factor1   Factor2\n",
      "SS Loadings     3.301583  2.529396\n",
      "Proportion Var  0.330158  0.252940\n",
      "Cumulative Var  0.330158  0.583098\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1332x756 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1332x756 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-0.16825577  2.52125447]\n",
      " [ 0.23742086 -0.16400628]\n",
      " [-1.36314712 -0.37128696]\n",
      " [ 0.66689377  1.16628152]\n",
      " [ 0.98097122 -0.56157072]]\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Factor1</th>\n",
       "      <th>Factor2</th>\n",
       "      <th>Cluster</th>\n",
       "      <th>City</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.106940</td>\n",
       "      <td>-0.188124</td>\n",
       "      <td>3</td>\n",
       "      <td>Amsterdam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-1.386282</td>\n",
       "      <td>-0.345144</td>\n",
       "      <td>0</td>\n",
       "      <td>Bangkok</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.383691</td>\n",
       "      <td>-0.386242</td>\n",
       "      <td>1</td>\n",
       "      <td>Barcelona</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-1.421667</td>\n",
       "      <td>0.676045</td>\n",
       "      <td>0</td>\n",
       "      <td>Beijing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.124483</td>\n",
       "      <td>-0.426274</td>\n",
       "      <td>1</td>\n",
       "      <td>Brussels</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.074632</td>\n",
       "      <td>-0.166353</td>\n",
       "      <td>1</td>\n",
       "      <td>Chicago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.919177</td>\n",
       "      <td>-0.756948</td>\n",
       "      <td>3</td>\n",
       "      <td>Frankfurt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.374866</td>\n",
       "      <td>0.203448</td>\n",
       "      <td>1</td>\n",
       "      <td>Hong Kong</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-1.627112</td>\n",
       "      <td>0.063727</td>\n",
       "      <td>0</td>\n",
       "      <td>Istanbul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>-0.388292</td>\n",
       "      <td>2.782981</td>\n",
       "      <td>4</td>\n",
       "      <td>London</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>-0.004714</td>\n",
       "      <td>0.295623</td>\n",
       "      <td>1</td>\n",
       "      <td>Los Angeles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.199465</td>\n",
       "      <td>-0.658804</td>\n",
       "      <td>1</td>\n",
       "      <td>Madrid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>-1.438692</td>\n",
       "      <td>-0.584105</td>\n",
       "      <td>0</td>\n",
       "      <td>Mexico City</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.051452</td>\n",
       "      <td>-0.801321</td>\n",
       "      <td>1</td>\n",
       "      <td>Milan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>-1.619184</td>\n",
       "      <td>-0.473395</td>\n",
       "      <td>0</td>\n",
       "      <td>Moscow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>-1.547509</td>\n",
       "      <td>-1.295515</td>\n",
       "      <td>0</td>\n",
       "      <td>Mumbai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.051781</td>\n",
       "      <td>2.259528</td>\n",
       "      <td>4</td>\n",
       "      <td>New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.879581</td>\n",
       "      <td>-0.447743</td>\n",
       "      <td>3</td>\n",
       "      <td>Osaka</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.040129</td>\n",
       "      <td>1.334417</td>\n",
       "      <td>4</td>\n",
       "      <td>Paris</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.487510</td>\n",
       "      <td>-0.231956</td>\n",
       "      <td>1</td>\n",
       "      <td>San Francisco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>-0.903819</td>\n",
       "      <td>-1.232416</td>\n",
       "      <td>0</td>\n",
       "      <td>Sao Paulo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.076900</td>\n",
       "      <td>0.406822</td>\n",
       "      <td>1</td>\n",
       "      <td>Seoul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>-0.960912</td>\n",
       "      <td>0.220507</td>\n",
       "      <td>0</td>\n",
       "      <td>Shanghai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.957698</td>\n",
       "      <td>0.929195</td>\n",
       "      <td>2</td>\n",
       "      <td>Singapore</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1.218892</td>\n",
       "      <td>-0.523355</td>\n",
       "      <td>3</td>\n",
       "      <td>Stockholm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.605923</td>\n",
       "      <td>0.124993</td>\n",
       "      <td>1</td>\n",
       "      <td>Sydney</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.774009</td>\n",
       "      <td>-0.943905</td>\n",
       "      <td>3</td>\n",
       "      <td>Taipei</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1.002854</td>\n",
       "      <td>1.235233</td>\n",
       "      <td>2</td>\n",
       "      <td>Tokyo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.807978</td>\n",
       "      <td>-0.380080</td>\n",
       "      <td>3</td>\n",
       "      <td>Toronto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1.160221</td>\n",
       "      <td>-0.690841</td>\n",
       "      <td>3</td>\n",
       "      <td>Zurich</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Factor1   Factor2  Cluster           City\n",
       "0   1.106940 -0.188124        3      Amsterdam\n",
       "1  -1.386282 -0.345144        0        Bangkok\n",
       "2   0.383691 -0.386242        1      Barcelona\n",
       "3  -1.421667  0.676045        0        Beijing\n",
       "4   0.124483 -0.426274        1       Brussels\n",
       "5   0.074632 -0.166353        1        Chicago\n",
       "6   0.919177 -0.756948        3      Frankfurt\n",
       "7   0.374866  0.203448        1      Hong Kong\n",
       "8  -1.627112  0.063727        0       Istanbul\n",
       "9  -0.388292  2.782981        4         London\n",
       "10 -0.004714  0.295623        1    Los Angeles\n",
       "11  0.199465 -0.658804        1         Madrid\n",
       "12 -1.438692 -0.584105        0    Mexico City\n",
       "13  0.051452 -0.801321        1          Milan\n",
       "14 -1.619184 -0.473395        0         Moscow\n",
       "15 -1.547509 -1.295515        0         Mumbai\n",
       "16  0.051781  2.259528        4       New York\n",
       "17  0.879581 -0.447743        3          Osaka\n",
       "18  0.040129  1.334417        4          Paris\n",
       "19  0.487510 -0.231956        1  San Francisco\n",
       "20 -0.903819 -1.232416        0      Sao Paulo\n",
       "21  0.076900  0.406822        1          Seoul\n",
       "22 -0.960912  0.220507        0       Shanghai\n",
       "23  0.957698  0.929195        2      Singapore\n",
       "24  1.218892 -0.523355        3      Stockholm\n",
       "25  0.605923  0.124993        1         Sydney\n",
       "26  0.774009 -0.943905        3         Taipei\n",
       "27  1.002854  1.235233        2          Tokyo\n",
       "28  0.807978 -0.380080        3        Toronto\n",
       "29  1.160221 -0.690841        3         Zurich"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "# Separating out the variables\n",
    "vars=['Accessibility', 'Cultural_Interaction',\n",
    "            'Digital_Security', 'Economy', 'Environment',\n",
    "            'Health_Security', 'Infrastructure_security',\n",
    "            'Livability', 'Personal_Security', 'Research_Development']\n",
    "x=series[vars]\n",
    "\n",
    "# Separating out the features\n",
    "X = x.values\n",
    "print('Results for 2015')\n",
    "#Factor Analysis\n",
    "from factor_analyzer import FactorAnalyzer\n",
    "fa = FactorAnalyzer()\n",
    "\n",
    "fa.analyze(x, 2, rotation='varimax')\n",
    "\n",
    "loadings=fa.loadings\n",
    "print(loadings)\n",
    "\n",
    "factor_variance=fa.get_factor_variance()\n",
    "print(factor_variance)\n",
    "X_factor=fa.get_scores(x)\n",
    "\n",
    "\n",
    "factor=pd.DataFrame(X_factor, columns=['Factor1', 'Factor2' ]) \n",
    "\n",
    "df=pd.concat([factor, series[['City']]], axis = 1)\n",
    "\n",
    "#Scatter of the two components\n",
    "import seaborn as sns\n",
    "plt.figure(figsize=(18.5,10.5))\n",
    "# basic plot\n",
    "p1=sns.regplot(data=df, x=\"Factor1\", y=\"Factor2\", fit_reg=False, marker=\"o\", color=\"darkblue\", scatter_kws={'s':400})\n",
    "for line in range(0,df.shape[0]):\n",
    "     p1.text(df.Factor1[line]+0.2, df.Factor2[line], df.City[line], \n",
    "           horizontalalignment='right',   verticalalignment='center', color='black')\n",
    "# add annotations one by one with a loop\n",
    "plt.title('2015')   \n",
    "plt.xlabel('Factor 1 - Security')\n",
    "plt.ylabel('Factor 2 - Magnetism')\n",
    "plt.figure()\n",
    "\n",
    "#;\n",
    "\n",
    "# Data Preprocessing\n",
    "\n",
    "# Importing the Library \n",
    "# Import required packages\n",
    "import pandas as pd\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from sklearn.cluster import KMeans\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Importing the dataset\n",
    "x=factor.values\n",
    "\n",
    "from sklearn.cluster import KMeans\n",
    "mms = MinMaxScaler()\n",
    "mms.fit(x)\n",
    "data_transformed = mms.transform(x)\n",
    "\n",
    "Sum_of_squared_distances = []\n",
    "K = range(1,15)\n",
    "for k in K:\n",
    "    km = KMeans(n_clusters=k)\n",
    "    km = km.fit(data_transformed)\n",
    "    Sum_of_squared_distances.append(km.inertia_)\n",
    "plt.figure(figsize=(18.5,10.5))\n",
    "plt.plot(K, Sum_of_squared_distances, 'bx-')\n",
    "plt.title('2015')   \n",
    "plt.xlabel('k')\n",
    "plt.ylabel('Sum_of_squared_distances')\n",
    "plt.title('Elbow Method For Optimal k')\n",
    "plt.show()\n",
    "\n",
    "\n",
    "# create kmeans object\n",
    "kmeans = KMeans(n_clusters=5)\n",
    "\n",
    "# fit kmeans object to data\n",
    "kmeans.fit(x)\n",
    "\n",
    "# print location of clusters learned by kmeans object\n",
    "C=kmeans.cluster_centers_\n",
    "\n",
    "print(C)\n",
    "# save new clusters for chart\n",
    "y_km = kmeans.fit_predict(x)\n",
    "\n",
    "clusters=pd.DataFrame(y_km, columns=['Cluster'])\n",
    "df=pd.concat([factor, clusters, series[['City']]], axis = 1)\n",
    "df\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"\\ncolors = ['red', 'green', 'blue', 'lightblue', 'cyan']\\nplt.figure()\\nplt.hold(True)\\nfor k, col in zip(range(n_clusters), colors):\\n    my_members = k_means_labels == k\\n    cluster_center = k_means_cluster_centers[k]\\n    plt.plot(X[my_members, 0], X[my_members, 1], 'w',\\n            markerfacecolor=col, marker='.')\\n    plt.plot(cluster_center[0], cluster_center[1], 'o', markerfacecolor=col,\\n            markeredgecolor='k', markersize=6)\\nplt.title('KMeans')    \\nplt.grid(True)\\nplt.show()\\n\""
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1332x756 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "\n",
    "plt.figure(figsize=(18.5,10.5))\n",
    "plt.scatter(x[y_km ==0,0], x[y_km == 0,1], s=400, c='red')\n",
    "plt.scatter(x[y_km ==1,0], x[y_km == 1,1], s=400, c='blue')\n",
    "plt.scatter(x[y_km ==2,0], x[y_km == 2,1], s=400, c='green')\n",
    "plt.scatter(x[y_km ==3,0], x[y_km == 3,1], s=400, c='lightblue')\n",
    "plt.scatter(x[y_km ==4,0], x[y_km == 4,1], s=400, c='cyan')\n",
    "\n",
    "for line in range(0,df.shape[0]):\n",
    "    plt.text(df.Factor1[line]+0.2, df.Factor2[line], df.City[line], \n",
    "          horizontalalignment='right',   verticalalignment='center', color='black')\n",
    "plt.title('2015')    \n",
    "plt.xlabel('Factor 1')\n",
    "plt.ylabel('Factor 2')\n",
    "# add annotations one by one with a loop\n",
    "#plt.scatter(x[y_km ==3,0], x[y_km == 3,1], s=100, c='cyan')\n",
    "#plt.scatter(x[y_km ==4,0], x[y_km == 4,1], s=100, c='green')\n",
    "'''\n",
    "colors = ['red', 'green', 'blue', 'lightblue', 'cyan']\n",
    "plt.figure()\n",
    "plt.hold(True)\n",
    "for k, col in zip(range(n_clusters), colors):\n",
    "    my_members = k_means_labels == k\n",
    "    cluster_center = k_means_cluster_centers[k]\n",
    "    plt.plot(X[my_members, 0], X[my_members, 1], 'w',\n",
    "            markerfacecolor=col, marker='.')\n",
    "    plt.plot(cluster_center[0], cluster_center[1], 'o', markerfacecolor=col,\n",
    "            markeredgecolor='k', markersize=6)\n",
    "plt.title('KMeans')    \n",
    "plt.grid(True)\n",
    "plt.show()\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\dell\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\dell\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\dell\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\dell\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\dell\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\base.py:196: FutureWarning: The default value of gamma will change from 'auto' to 'scale' in version 0.22 to account better for unscaled features. Set gamma explicitly to 'auto' or 'scale' to avoid this warning.\n",
      "  \"avoid this warning.\", FutureWarning)\n"
     ]
    }
   ],
   "source": [
    "from sklearn import svm\n",
    "import numpy as np\n",
    "\n",
    "X = factor # we only take the Sepal two features.\n",
    "y = clusters\n",
    "C = 1.0  # SVM regularization parameter\n",
    " \n",
    "# SVC with linear kernel\n",
    "svc = svm.SVC(kernel='linear', C=C).fit(X, y)\n",
    "# LinearSVC (linear kernel)\n",
    "lin_svc = svm.LinearSVC(C=C).fit(X, y)\n",
    "# SVC with RBF kernel\n",
    "rbf_svc = svm.SVC(kernel='rbf', gamma=0.7, C=C).fit(X, y)\n",
    "# SVC with polynomial (degree 3) kernel\n",
    "poly_svc = svm.SVC(kernel='poly', degree=3, C=C).fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1332x756 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1332x756 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1332x756 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "h = .02  # step size in the mesh\n",
    "\n",
    "# create a mesh to plot in\n",
    "\n",
    "x_min, x_max = X.iloc[:, 0].min() - 1, X.iloc[:, 0].max() + 1\n",
    "y_min, y_max = X.iloc[:, 1].min() - 1, X.iloc[:, 1].max() + 1\n",
    "xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\n",
    "# title for the plots\n",
    "titles = ['SVC with linear kernel',\n",
    "   'Linear SVC (linear kernel)',\n",
    "  'SVC with RBF kernel']\n",
    "\n",
    "\n",
    "for i, clf in enumerate((svc, lin_svc, rbf_svc)):\n",
    "    # Plot the decision boundary. For that, we will assign a color to each\n",
    "    # point in the mesh [x_min, x_max]x[y_min, y_max].\n",
    "\n",
    "    plt.figure(figsize=(18.5,10.5))\n",
    "    plt.subplot(2, 2, i + 1)\n",
    "    plt.subplots_adjust(wspace=0.4, hspace=0.4)\n",
    "\n",
    "    Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
    "\n",
    "    # Put the result into a color plot\n",
    "    Z = Z.reshape(xx.shape)\n",
    "    plt.contourf(xx, yy, Z, cmap=plt.cm.coolwarm, alpha=0.8)\n",
    "\n",
    "    # Plot also the training points\n",
    " \n",
    "    plt.scatter(x[y_km ==0,0], x[y_km == 0,1], s=100, c='red')\n",
    "    plt.scatter(x[y_km ==1,0], x[y_km == 1,1], s=100, c='blue')\n",
    "    plt.scatter(x[y_km ==2,0], x[y_km == 2,1], s=100, c='green')\n",
    "    plt.scatter(x[y_km ==3,0], x[y_km == 3,1], s=100, c='lightblue')\n",
    "    plt.scatter(x[y_km ==4,0], x[y_km == 4,1], s=100, c='cyan')\n",
    "\n",
    "    for line in range(0,df.shape[0]):\n",
    "        plt.text(df.Factor1[line]+0.2, df.Factor2[line], df.City[line], \n",
    "          horizontalalignment='right',   verticalalignment='center', color='black')\n",
    "    plt.title('2015')    \n",
    "    plt.xlabel('Factor 1')\n",
    "    plt.ylabel('Factor 2')\n",
    "    plt.xlim(xx.min(), xx.max())\n",
    "    plt.ylim(yy.min(), yy.max())\n",
    "    plt.xticks(())\n",
    "    plt.yticks(())\n",
    "    plt.title(titles[i])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Separating out the variables\n",
    "secondary_vars=[' Nominal GDP  ',\n",
    "' GDP per Capita',\n",
    "' GDP Growth Rate',\n",
    "' Level of Economic Freedom',\n",
    "' Total Market Value of Listed Shares on Stock Exchanges',\n",
    "' World Top 300 Companies',\n",
    "' Total Employees',\n",
    "' Number of Employees in Service Industry for Business Enterprises',\n",
    "' Wage Level',\n",
    "' Ease of Securing Human Resources',\n",
    "'Office Space per Desk',\n",
    "' Corporate Tax Rate',\n",
    "' Level of Political, Economic and Business Risk',\n",
    "' Number of Researchers',\n",
    "' World Top 200 Universities',\n",
    "'  Academic Performance in Mathematics and Science',\n",
    "'  Readiness for Accepting Foreign Researchers',\n",
    "' Research and Development Expenditure',\n",
    "' Number of Registered Industrial Property Rights (Patents)',\n",
    "' Number of Winners of HighlyReputed Prizes (Science and Technologyrelated Fields)',\n",
    "'  Interaction OOpportunities between Researchers',\n",
    "'  Number of International Conferences Held',\n",
    "' Number of Large WorldClass Cultural Events Held',\n",
    "' Trade Value of Audiovisual and Related Services?',\n",
    "'  Environment of Creative Activities',\n",
    "' Number of World Heritage Sites (within 100km Area)',\n",
    "' Opportunities for Cultural, Historical and Traditional Interaction   ',\n",
    "'Number of Theaters and Concert Halls',\n",
    "' Number of Museums',\n",
    "'  Number of Stadiums',\n",
    "' Number of Luxury Hotel Guest Rooms  ',\n",
    "'  Number of Hotels  ',\n",
    "' Attractiveness of Shopping Options',\n",
    "'  Attractiveness of Dining Options',\n",
    "'  Number of Foreign Residents',\n",
    "' Number of Visitors from Abroad',\n",
    "'  Number of International Students',\n",
    "' Total Unemployment Rate',\n",
    "' Total Working Hours',\n",
    "' Level of Satisfaction of Employees with Their Lives',\n",
    "' Average House Rent ',\n",
    "' Price Level',\n",
    "'  Number of Murders per Population',\n",
    "'  Disaster Vulnerability  ',\n",
    "'  Life Expectancy at Age 60',\n",
    "' Openness and Fairness of Society',\n",
    "' Number of Medical Doctors per Population',\n",
    "'  Population Density',\n",
    "' Number of International Schools',\n",
    "'  Variety of Retail Shops',\n",
    "'  Variety of Restaurants',\n",
    "'  Number of Companies with ISO 14001 Certification  ',\n",
    "' Percentage of Renewable Energy Used',\n",
    "' Percentage of Waste Recycled',\n",
    "' CO2 Emissions',\n",
    "' Density of Suspended Particulate Matter (SPM)',\n",
    "' Density of Sulfur Dioxide (SO2), Density of Nitrogen Dioxide (NO2)',\n",
    "' Water Quality',\n",
    "' Level of Green Coverage',\n",
    "' Comfort Level of Temperature',\n",
    "'  Number of Cities with Direct International Flights',\n",
    "' International Freight Flows',\n",
    "' Number of Arriving/Departing Passengers on International Flights',\n",
    "'  Number of Runways',\n",
    "' Density of Railway Stations',\n",
    "' Punctuality and Coverage of Public Transportation ',\n",
    "' Commuting Convenience',\n",
    "'Travel Time between Innercity Areas and International Airports',\n",
    "' Transportation Fatalities per Population',\n",
    "' Taxi Fare',\n",
    "'Privacy policy',\n",
    "'Citizen awareness of digital threats',\n",
    "'Publicprivate partnerships',\n",
    "'Level of technology employed',\n",
    "'Dedicated cyber security teams',\n",
    "'Frequency of identity theft',\n",
    "'Percentage of computers infected',\n",
    "'Percentage with Internet access',\n",
    "'Environmental policies',\n",
    "'Access to healthcare',\n",
    "'No. of beds per 1,000',\n",
    "'No. of doctors per 1,000',\n",
    "'Access to safe and quality food',\n",
    "'Quality of health services',\n",
    "'Air quality',\n",
    "'Water quality',\n",
    "'Life expectancy years',\n",
    "'Infant mortality',\n",
    "'Cancer mortality rate',\n",
    "'Number of attacks using biological, chemical and/or radiological weapons',\n",
    "'Enforcement of transport safety',\n",
    "'Pedestrian friendliness',\n",
    "'Quality of road infrastructure',\n",
    "'Quality of electricity infrastructure',\n",
    "'Disaster management/business continuity plan',\n",
    "'Deaths from natural disaster',\n",
    "'Frequency of vehicular accidents',\n",
    "'Frequency of pedestrian deaths',\n",
    "'Percentage living in slums',\n",
    "'Number of attacks on facilities/infrastructure',\n",
    "'Level of police engagement',\n",
    "'Communitybased patrolling',\n",
    "'Available streetlevel crime data',\n",
    "'Use of datadriven techniques for crime',\n",
    "'Private security measures',\n",
    "'Gun regulation and enforcement',\n",
    "'Political stability risk',\n",
    "'Prevalence of petty crime',\n",
    "'Prevalence of violent crime',\n",
    "'Organised crime',\n",
    "'Level of corruption',\n",
    "'Rate of drug use ',\n",
    "'Frequency of terrorist attacks ',\n",
    "'Severity of terrorist attacks',\n",
    "'Gender safety',\n",
    "'Perceptions of safety',\n",
    "'Threat of terrorism',\n",
    "'Threat of military conflict',\n",
    "'Threat of civil unrest'\n",
    "]\n",
    "x_second=series[secondary_vars]\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\dell\\Anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\label.py:219: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\Users\\dell\\Anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\label.py:252: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n",
      "       colsample_bynode=1, colsample_bytree=1, gamma=0, learning_rate=0.1,\n",
      "       max_delta_step=0, max_depth=3, min_child_weight=1, missing=None,\n",
      "       n_estimators=100, n_jobs=1, nthread=None,\n",
      "       objective='multi:softprob', random_state=0, reg_alpha=0,\n",
      "       reg_lambda=1, scale_pos_weight=1, seed=None, silent=None,\n",
      "       subsample=1, verbosity=1)\n",
      "XGBClassifier: \n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00         8\n",
      "           1       1.00      1.00      1.00        10\n",
      "           2       1.00      1.00      1.00         2\n",
      "           3       1.00      1.00      1.00         7\n",
      "           4       1.00      1.00      1.00         3\n",
      "\n",
      "   micro avg       1.00      1.00      1.00        30\n",
      "   macro avg       1.00      1.00      1.00        30\n",
      "weighted avg       1.00      1.00      1.00        30\n",
      "\n",
      "[[ 8  0  0  0  0]\n",
      " [ 0 10  0  0  0]\n",
      " [ 0  0  2  0  0]\n",
      " [ 0  0  0  7  0]\n",
      " [ 0  0  0  0  3]]\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Fm2++GT//+c/juuuui4iISqUSZ511VgwPD8fSpUsjImLp0qUxPDw8PScFAIAZMuUryXv27Ik5c+bEgw8+GC+//HIsWrQobrrppnjttdeis7MzIiI6Ozvj9ddfn7bDAgDATJhyJI+OjsaOHTvi5ptvjosvvjg2bNgQAwMDk37+4OBgDA4ORkREf39/VKvVqR6FgqtUKuZbUmZbXmZbXmZbbuY7faYcyd3d3dHd3R0XX3xxREQsWbIkBgYGYu7cubFv377o7OyMffv2xZw5c477/L6+vujr6xv/uFarTfUoFFy1WjXfkjLb8jLb8jLbcjPfifX09EzqcVPeST777LOju7s7du7cGRERzz//fJx33nnR29sbmzdvjoiIzZs3x9VXXz3VbwEAAC3R0Ltb3HzzzbF+/fo4cuRIzJs3L1atWhX1ej3Wrl0bQ0NDUa1W46677prU1xpdubyRo0RERPvDTzT8NQAAoKFIvuCCC6K/v/8dn7/33nsb+bIAANBS7rgHAACJSAYAgKShdYvpZJ8YAICicCUZAAASkQwAAIlIBgCARCQDAEAikgEAICnMu1tMxx33JsO7aAAAMBFXkgEAIBHJAACQiGQAAEgKs5NsVxgAgKIoTCTP1Av3mHm7Z/B7+WULAJgO1i0AACARyQAAkIhkAABICrOTbJe0vKrVatRqtVYfAwBg0lxJBgCARCQDAEAikgEAIBHJAACQiGQAAEhEMgAAJCIZAAASkQwAAIlIBgCARCQDAEBSmNtSj65c3uojTMitswEATg2uJAMAQCKSAQAgEckAAJAUZifZvi8AAEXhSjIAACQiGQAAEpEMAACJSAYAgEQkAwBAUph3t3gv3HGPqdnd6gPwrryzDAC8kyvJAACQiGQAAEhEMgAAJIXZSbYXWV7VajVqtVqrjwEAMGmFieRGXrgnsAEAmE7WLQAAIBHJAACQiGQAAEgKs5NsrxgAgKJwJRkAABKRDAAAiUgGAIBEJAMAQCKSAQAgKcy7WzRyx70T8Y4ZAABMhSvJAACQiGQAAEhEMgAAJIXZSbY/DABAUbiSDAAAiUgGAIBEJAMAQCKSAQAgEckAAJCIZAAASEQyAAAkIhkAABKRDAAAiUgGAICkMLelHl25vNVHmJBbZwMAnBpcSQYAgEQkAwBAIpIBACApzE6yfV8AAIrClWQAAEhEMgAAJCIZAAASkQwAAIlIBgCApDDvbvFeuOMeU7O71QegaU7F2XonHoBTgyvJAACQiGQAAEhEMgAAJIXZSbbnV17VajVqtVqrj0ETmC0AZVWYSH6vvHBPzAMAlJ91CwAASEQyAAAkhVm3sMYAAEBRFCaS3ys7yZy8U/GGE6cKsy0OFxoAppd1CwAASEQyAAAkIhkAAJKGd5LHxsbinnvuia6urrjnnntiz549sW7dujhw4EAsXLgwbrvttqhUJv429unKyw0nystsASirhq8k//jHP45zzz13/OPvfe97ccMNN8T69evjrLPOiqGhoUa/BQAAzKiGInnv3r2xdevWuP766yMiol6vxwsvvBBLliyJiIhly5bF8PBw46cEAIAZ1NC6xXe+85248cYb46233oqIiP3798fs2bOjvb09IiK6urpiZGTkuM8dHByMwcHBiIjo7++ParXayFEosEqlYr4lZbblZbblZbblZr7TZ8qR/Mwzz8TcuXNj0aJF8cILL5z08/v6+qKvr2/8Y3uN5WVvtbzMtrzMtrzMttzMd2I9PT2TetyUI/mll16Kp59+Op599tk4dOhQvPXWW/Gd73wn3nzzzRgdHY329vYYGRmJrq6uqX4LAABoiSlH8mc+85n4zGc+ExERL7zwQvzwhz+M22+/PdasWRNPPfVU/PEf/3Fs2rQpent7p+2wAAAwE6b9fZL/7M/+LH70ox/FbbfdFgcOHIjrrrtuur8FAAA0VcPvkxwRcemll8all14aERHz58+Pb37zm9PxZQEAoCXccQ8AABKRDAAAybSsW0yH0ZXLp/Xruc01AABT5UoyAAAkIhkAABKRDAAASWF2ku0QAwBQFIWJ5Ol+4d6JiHEAACZi3QIAABKRDAAAiUgGAICkMDvJdoUBACiKwkTyTL1wrwj8QgAAUGzWLQAAIBHJAACQiGQAAEgKs5NsTxcAgKJwJRkAABKRDAAAiUgGAIBEJAMAQCKSAQAgKcy7W5xKd9xrJe8iAgAwMVeSAQAgEckAAJCIZAAASAqzk2xXFgCAoihMJDfjhXvCGwCAqbBuAQAAiUgGAIBEJAMAQFKYnWT7wwAAFIUryQAAkIhkAABIRDIAACQiGQAAEpEMAABJYd7dohl33JsJ3pUDAKB8XEkGAIBEJAMAQCKSAQAgKcxOst1eAACKojCR/F594R7v5BceAOC9zroFAAAkIhkAABKRDAAASWF2ku2xAgBQFK4kAwBAIpIBACARyQAAkIhkAABIRDIAACSFeXeLVt5xzztrAADw21xJBgCARCQDAEAikgEAICnMTrK9YAAAisKVZAAASEQyAAAkIhkAABKRDAAAiUgGAICkMO9u0co77jXCu3IAAJSPK8kAAJCIZAAASEQyAAAkhdlJttsLAEBRuJIMAACJSAYAgEQkAwBAIpIBACARyQAAkIhkAABIRDIAACQiGQAAEpEMAACJSAYAgKQwt6UeXbl8Wr6O21sDANAoV5IBACARyQAAkIhkAABICrOTbJcYAICiKEwkT9cL9zg5fjkBAHgn6xYAAJCIZAAASEQyAAAkhdlJthsLAEBRFCaSvXCvvHY36ev6xQoAaBbrFgAAkIhkAABIRDIAACRT3kmu1WrxwAMPxG9+85toa2uLvr6++OhHPxoHDhyItWvXxquvvhrnnHNO3HnnndHR0THh17NfWl7VajVqtVqrjwEAMGlTjuT29vb47Gc/G4sWLYq33nor7rnnnrj88stj06ZNcdlll8WKFStiYGAgBgYG4sYbb5zw683EC/eEOAAAkzHldYvOzs5YtGhRRET8zu/8Tpx77rkxMjISw8PDsXTp0oiIWLp0aQwPD0/PSQEAYIZMy1vA7dmzJ3bs2BEXXXRRvPbaa9HZ2RkR/xfSr7/++nGfMzg4GIODgxER0d/fPx3HmFC1Wp2R78OxKpWK/+9LymzLy2zLy2zLzXynT8ORfPDgwVi9enXcdNNNMXv27Ek/r6+vL/r6+hr99ifFXmxr2EkuL7MtL7MtL7MtN/OdWE9Pz6Qe11AkHzlyJFavXh0f/vCH40Mf+lBERMydOzf27dsXnZ2dsW/fvpgzZ86kvpZ9YQAAimLKO8n1ej0eeuihOPfcc+NP//RPxz/f29sbmzdvjoiIzZs3x9VXX934KQEAYAZN+UrySy+9FE8++WS8//3vj7/4i7+IiIhPf/rTsWLFili7dm0MDQ1FtVqNu+66a9oOCwAAM2HKkfzBD34wHn300eP+2b333jvlAwEAQKu54x4AACQiGQAAEpEMAACJSAYAgEQkAwBAIpIBACARyQAAkIhkAABIRDIAACQiGQAAEpEMAACJSAYAgKTS6gMcNbpyeauPQJPsbvUBaBqzLa+yzbb94SdafQTgPcaVZAAASEQyAAAkIhkAAJLC7CTbFyuvarUatVqt1cegCcy2vMwWONUVJpK9cO/d+SUCAGDmWLcAAIBEJAMAQCKSAQAgKcxOsp1bAACKojCR7IV75VW2O3fx/5ltebhQAXAs6xYAAJCIZAAASEQyAAAkhdlJtg9XXu7cVV5mC0BZuZIMAACJSAYAgEQkAwBAIpIBACARyQAAkIhkAABIRDIAACQiGQAAEpEMAACJSAYAgEQkAwBAIpIBACARyQAAkIhkAABIRDIAACRt9Xq93upDRES8ckNvq48AAECTtT/8REu/f09Pz6Qe50oyAAAkIhkAABKRDAAASWF2knfu3NnqI9Ak1Wo1arVaq49BE5hteZlteZltuZnvxOwkAwDAFIlkAABIRDIAACQiGQAAEpEMAABJpdUHOGp05fJWH4Em2d3qA9A0ZlteZlteZjs5rb4rHK3nSjIAACQiGQAAEpEMAABJYXaS7f6Ul7v/lJfZlpfZlpfZwuQUJpKn8sI9YQ0AQDNYtwAAgEQkAwBAIpIBACApzE6y/WIAAIqiMJHcqjvuiXMAADLrFgAAkIhkAABIRDIAACSF2Um2GwwAQFEUJpJb9cK9ovBLAgBAcVi3AACARCQDAEAikgEAICnMTrKdXAAAiqIwkdzIC/cENgAA08m6BQAAJCIZAAASkQwAAElhdpLtFQMAUBSuJAMAQCKSAQAgEckAAJCIZAAASEQyAAAkIhkAABKRDAAAiUgGAIBEJAMAQCKSAQAgKcxtqUdXLm/1EWiS3a0+AO/KLeEB4J1cSQYAgEQkAwBA0rR1i23btsWGDRtibGwsrr/++lixYkWzvhUAAEyrpkTy2NhYfPvb346vfvWr0d3dHX/5l38Zvb29cd55553wOfYiy6tarUatVmv1MQAAJq0pkbx9+/ZYsGBBzJ8/PyIirrnmmhgeHn7XSP7tF+4JZgAAWqkpO8kjIyPR3d09/nF3d3eMjIw041sBAMC0a8qV5Hq9/o7PtbW1HfPx4OBgDA4ORkREf3//MX9WrVabcSxapFKpmGlJmW15mW15mW25me/0aUokd3d3x969e8c/3rt3b3R2dh7zmL6+vujr6zvu8+2vloud5PIy2/Iy2/Iy23Iz34n19PRM6nFNieQLL7wwdu3aFXv27Imurq7YsmVL3H777e/6HHvIAAAURVMiub29PW6++eb4xje+EWNjY3HttdfG+eef34xvBQAA065p75N81VVXxVVXXdWsLw8AAE3jjnsAAJCIZAAASEQyAAAkIhkAABKRDAAAiUgGAIBEJAMAQCKSAQAgEckAAJCIZAAASEQyAAAkIhkAABKRDAAAiUgGAIBEJAMAQCKSAQAgEckAAJCIZAAASEQyAAAkIhkAABKRDAAAiUgGAIBEJAMAQCKSAQAgEckAAJCIZAAASEQyAAAkbfV6vd7qQwAAQJEU4kryPffc0+oj0ETmW15mW15mW15mW27mO30KEckAAFAkIhkAAJL2r33ta19r9SEiIhYtWtTqI9BE5lteZlteZlteZltu5js9vHAPAAAS6xYAAJBUmv0Ntm3bFhs2bIixsbG4/vrrY8WKFcf8+eHDh+P++++PX/7yl/G+970v7rjjjpg3b15ERGzcuDGGhoZi1qxZ8bnPfS4WL17c7ONyEqY623//93+PRx55JI4cORKVSiU++9nPxh/8wR+06KfgeBr5exsRUavV4s4774xPfvKTsXz58pk+PhNoZL4vv/xy/N3f/V289dZb0dbWFt/85jfj9NNPb8WPwXFMdbZHjhyJhx56KHbs2BFjY2PxkY98JD7+8Y+36KfgeCaa7Ysvvhjf/e534+WXX4477rgjlixZMv5nmzZtisceeywiIj7xiU/EsmXLZvLo7131JhodHa1/8YtfrP/617+uHz58uP7lL3+5/sorrxzzmJ/85Cf1b33rW/V6vV7/6U9/Wl+zZk29Xq/XX3nllfqXv/zl+qFDh+q7d++uf/GLX6yPjo4287ichEZm+8tf/rK+d+/eer1er7/88sv1W265ZWYPz7tqZLZH/c3f/E199erV9ccff3zGzs3kNDLfI0eO1L/0pS/Vd+zYUa/X6/XXX3/df5cLpJHZ/su//Et97dq19Xq9Xj948GB91apV9d27d8/sD8AJTWa2u3fvrv/P//xP/W//9m/r//qv/zr++f3799dvvfXW+v79+4/530ysqesW27dvjwULFsT8+fOjUqnENddcE8PDw8c85umnnx7/jWbJkiXxH//xH1Gv12N4eDiuueaaOO2002LevHmxYMGC2L59ezOPy0loZLYLFy6Mrq6uiIg4//zz4/Dhw3H48OGZ/hE4gUZmGxHxs5/9LObPnx/nnXfeTB+dSWhkvs8991y8//3vjwsuuCAiIt73vvfFrFm29oqi0b+7Bw8ejNHR0Th06FBUKpWYPXv2TP8InMBkZjtv3rz4vd/7vWhrazvm89u2bYvLL788Ojo6oqOjIy6//PLYtm3bTB7/Paup/3UbGRmJ7u7u8Y+7u7tjZGQLwi8BAAADrUlEQVTkhI9pb2+P2bNnx/79+9/x3K6urnc8l9ZpZLa/7d/+7d9i4cKFcdpppzX/0ExKI7M9ePBgPP744/HJT35yRs/M5DUy3127dkVbW1t84xvfiLvvvjsef/zxGT07766R2S5ZsiTOPPPMuOWWW2LVqlXxsY99LDo6Omb0/JzYZGY72efqqclraiTXj/PGGfk3nBM95nifpzgame1Rr7zySjzyyCOxcuXK6T8gU9bIbB999NG44YYb4swzz2za+WhMI/MdHR2N//zP/4zbbrstvv71r8fPfvazeP7555t2Vk5OI7Pdvn17zJo1K771rW/F/fffHz/84Q9j9+7dTTsrJ2cysz0ZjTz3VNLUSO7u7o69e/eOf7x3797o7Ow84WNGR0fjzTffjI6Ojnc8d2RkZPyf6Gm9RmZ79PH33Xdf3HrrrbFgwYKZOzgTamS227dvj0ceeSRuvfXW+PGPfxwbN26Mn/zkJzN6ft5do/9dvuSSS2LOnDlxxhlnxJVXXhk7duyY0fNzYo3M9qc//WksXrw4KpVKzJ07N37/938//vu//3tGz8+JTWa2J9LV1fWOnprsc091TY3kCy+8MHbt2hV79uyJI0eOxJYtW6K3t/eYx/zhH/5hbNq0KSIinnrqqbj00kujra0tent7Y8uWLXH48OHYs2dP7Nq1Ky666KJmHpeT0Mhs33jjjejv749Pf/rT8cEPfrAFp+fdNDLbr3/96/HAAw/EAw88EB/96Efj4x//ePzJn/xJC34KTqSR+V5xxRXxv//7v/H222/H6Oho/PznP7d7XiCNzLZarY7vJx88eDB+8YtfxLnnntuCn4LjmcxsT2Tx4sXx3HPPxYEDB+LAgQPx3HPPebewSWr6zUS2bt0a3/3ud2NsbCyuvfba+MQnPhHf//7348ILL4ze3t44dOhQ3H///bFjx47o6OiIO+64I+bPnx8REY899lj88z//c8yaNStuuummuPLKK5t5VE7SVGf7gx/8IAYGBo65gvzVr3415s6d28Kfht/WyN/box599NE488wzvQVcATUy3yeffDIGBgaira0trrzyyrjxxhtb/NPw26Y624MHD8aDDz4Yv/rVr6Jer8e1117r727BTDTb7du3x3333RdvvPFGnHbaaXH22WfHmjVrIiJiaGgoNm7cGBH/9xZw1157bSt/lPcMd9wDAIDEe/cAAEAikgEAIBHJAACQiGQAAEhEMgAAJCIZAAASkQwAAIlIBgCA5P8Bt9WnSNKa2w4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from xgboost import XGBClassifier, plot_importance\n",
    "from sklearn.model_selection import train_test_split\n",
    "import matplotlib.pyplot as plt    \n",
    "from sklearn import metrics   \n",
    "plt.style.use('ggplot')\n",
    "\n",
    "y=clusters.values\n",
    "# fit a ensemble.AdaBoostClassifier() model to the data\n",
    "model = XGBClassifier()\n",
    "model.fit(x_second,y)\n",
    "print(model)\n",
    "   \n",
    "# make predictions\n",
    "expected_y  = y\n",
    "predicted_y = model.predict(x_second)\n",
    "    \n",
    "# summarize the fit of the model\n",
    "print('XGBClassifier: ')\n",
    "print(metrics.classification_report(expected_y, predicted_y))\n",
    "print(metrics.confusion_matrix(expected_y, predicted_y))\n",
    "\n",
    "plt.figure(figsize=(12,12))\n",
    "plt.bar(range(len(model.feature_importances_)), model.feature_importances_)\n",
    "plt.show()\n",
    "\n",
    "plt.figure(figsize=(12,12))\n",
    "plt.barh(range(len(model.feature_importances_)), model.feature_importances_)\n",
    "plt.show()    \n",
    "\n",
    "fig, ax = plt.subplots(figsize=(12,12))\n",
    "plot_importance(model,importance_type='gain', ax = ax)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "# importance_type = ['weight', 'gain', 'cover', 'total_gain', 'total_cover']\n",
    "scores=model.get_booster().get_score(importance_type='gain')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "importance = sorted(scores.items())\n",
    "\n",
    "\n",
    "df = pd.DataFrame(importance, columns=['Feature', 'Importance Gain'])\n",
    "\n",
    "df=df.sort_values(by=['Importance Gain'] , ascending=True)\n",
    "df.plot(kind='barh', x='Feature', y='Importance Gain', color='blue',legend=False, figsize=(12, 12))\n",
    "plt.gcf().savefig('features_importance.png')"
   ]
  },
  {
   "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>Importance Gain</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Office Space per Desk</th>\n",
       "      <td>2.960006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wage Level</th>\n",
       "      <td>2.557777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Commuting Convenience</th>\n",
       "      <td>1.996869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Readiness for Accepting Foreign Researchers</th>\n",
       "      <td>1.900771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Prevalence of petty crime</th>\n",
       "      <td>1.822403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>World Top 200 Universities</th>\n",
       "      <td>1.640675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Price Level</th>\n",
       "      <td>1.568100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Disaster Vulnerability</th>\n",
       "      <td>1.390471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Percentage of computers infected</th>\n",
       "      <td>1.210364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GDP per Capita</th>\n",
       "      <td>1.040600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Number of Companies with ISO 14001 Certification</th>\n",
       "      <td>1.036644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rate of drug use</th>\n",
       "      <td>0.740036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Density of Sulfur Dioxide (SO2), Density of Nitrogen Dioxide (NO2)</th>\n",
       "      <td>0.680985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Number of International Conferences Held</th>\n",
       "      <td>0.660246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Number of Luxury Hotel Guest Rooms</th>\n",
       "      <td>0.537549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Percentage living in slums</th>\n",
       "      <td>0.442021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Number of Large WorldClass Cultural Events Held</th>\n",
       "      <td>0.438698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Number of Foreign Residents</th>\n",
       "      <td>0.419617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Frequency of vehicular accidents</th>\n",
       "      <td>0.393198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Publicprivate partnerships</th>\n",
       "      <td>0.351672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Academic Performance in Mathematics and Science</th>\n",
       "      <td>0.339837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Perceptions of safety</th>\n",
       "      <td>0.324543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>World Top 300 Companies</th>\n",
       "      <td>0.299965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Number of International Students</th>\n",
       "      <td>0.277376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Opportunities for Cultural, Historical and Traditional Interaction</th>\n",
       "      <td>0.216660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Number of Hotels</th>\n",
       "      <td>0.215031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Number of Murders per Population</th>\n",
       "      <td>0.197107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Openness and Fairness of Society</th>\n",
       "      <td>0.192661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Percentage of Waste Recycled</th>\n",
       "      <td>0.191910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Number of Museums</th>\n",
       "      <td>0.145573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Employees</th>\n",
       "      <td>0.140876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Privacy policy</th>\n",
       "      <td>0.139579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Citizen awareness of digital threats</th>\n",
       "      <td>0.127554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Water Quality</th>\n",
       "      <td>0.126279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Unemployment Rate</th>\n",
       "      <td>0.124029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Interaction OOpportunities between Researchers</th>\n",
       "      <td>0.118694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Attractiveness of Dining Options</th>\n",
       "      <td>0.101434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Number of International Schools</th>\n",
       "      <td>0.100139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Working Hours</th>\n",
       "      <td>0.094331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Trade Value of Audiovisual and Related Services?</th>\n",
       "      <td>0.085067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comfort Level of Temperature</th>\n",
       "      <td>0.083559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total Market Value of Listed Shares on Stock Exchanges</th>\n",
       "      <td>0.072653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Variety of Restaurants</th>\n",
       "      <td>0.071079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Number of Employees in Service Industry for Business Enterprises</th>\n",
       "      <td>0.063390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Frequency of pedestrian deaths</th>\n",
       "      <td>0.033211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nominal GDP</th>\n",
       "      <td>0.017283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Frequency of terrorist attacks</th>\n",
       "      <td>0.002761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Average House Rent</th>\n",
       "      <td>0.000152</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    Importance Gain\n",
       "Office Space per Desk                                      2.960006\n",
       " Wage Level                                                2.557777\n",
       " Commuting Convenience                                     1.996869\n",
       "  Readiness for Accepting Foreign Researchers              1.900771\n",
       "Prevalence of petty crime                                  1.822403\n",
       " World Top 200 Universities                                1.640675\n",
       " Price Level                                               1.568100\n",
       "  Disaster Vulnerability                                   1.390471\n",
       "Percentage of computers infected                           1.210364\n",
       " GDP per Capita                                            1.040600\n",
       "  Number of Companies with ISO 14001 Certificat...         1.036644\n",
       "Rate of drug use                                           0.740036\n",
       " Density of Sulfur Dioxide (SO2), Density of Ni...         0.680985\n",
       "  Number of International Conferences Held                 0.660246\n",
       " Number of Luxury Hotel Guest Rooms                        0.537549\n",
       "Percentage living in slums                                 0.442021\n",
       " Number of Large WorldClass Cultural Events Held           0.438698\n",
       "  Number of Foreign Residents                              0.419617\n",
       "Frequency of vehicular accidents                           0.393198\n",
       "Publicprivate partnerships                                 0.351672\n",
       "  Academic Performance in Mathematics and Science          0.339837\n",
       "Perceptions of safety                                      0.324543\n",
       " World Top 300 Companies                                   0.299965\n",
       "  Number of International Students                         0.277376\n",
       " Opportunities for Cultural, Historical and Tra...         0.216660\n",
       "  Number of Hotels                                         0.215031\n",
       "  Number of Murders per Population                         0.197107\n",
       " Openness and Fairness of Society                          0.192661\n",
       " Percentage of Waste Recycled                              0.191910\n",
       " Number of Museums                                         0.145573\n",
       " Total Employees                                           0.140876\n",
       "Privacy policy                                             0.139579\n",
       "Citizen awareness of digital threats                       0.127554\n",
       " Water Quality                                             0.126279\n",
       " Total Unemployment Rate                                   0.124029\n",
       "  Interaction OOpportunities between Researchers           0.118694\n",
       "  Attractiveness of Dining Options                         0.101434\n",
       " Number of International Schools                           0.100139\n",
       " Total Working Hours                                       0.094331\n",
       " Trade Value of Audiovisual and Related Services?          0.085067\n",
       " Comfort Level of Temperature                              0.083559\n",
       " Total Market Value of Listed Shares on Stock E...         0.072653\n",
       "  Variety of Restaurants                                   0.071079\n",
       " Number of Employees in Service Industry for Bu...         0.063390\n",
       "Frequency of pedestrian deaths                             0.033211\n",
       " Nominal GDP                                               0.017283\n",
       "Frequency of terrorist attacks                             0.002761\n",
       " Average House Rent                                        0.000152"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gain=(pd.DataFrame(scores, index=[0])).T\n",
    "gain.columns=['Importance Gain']\n",
    "gain=gain.sort_values(by=['Importance Gain'] , ascending=False)\n",
    "gain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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