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"
    }
   },
   "cell_type": "markdown",
   "id": "5a3dc8b1",
   "metadata": {},
   "source": [
    "#### Principal component analysis (PCA)\n",
    "\n",
    "Principal component analysis (PCA) is a popular technique for analyzing large datasets containing a high number of dimensions/features per observation, increasing the interpretability of data while preserving the maximum amount of information, and enabling the visualization of multidimensional data. Formally, PCA is a statistical technique for reducing the dimensionality of a dataset. This is accomplished by linearly transforming the data into a new coordinate system where (most of) the variation in the data can be described with fewer dimensions than the initial data. Many studies use the first two principal components in order to plot the data in two dimensions and to visually identify clusters of closely related data points.\n",
    "\n",
    "![Principal%2520Component%2520Analysis%2520second%2520principal.gif](attachment:Principal%2520Component%2520Analysis%2520second%2520principal.gif)\n",
    "\n",
    "The principal components of a collection of points in a real coordinate space are a sequence of \n",
    "p unit vectors, where the i-th vector is the direction of a line that best fits the data while being orthogonal to the first\n",
    "i-1 vectors. Here, a best-fitting line is defined as one that minimizes the average squared perpendicular distance from the points to the line. These directions constitute an orthonormal basis in which different individual dimensions of the data are linearly uncorrelated. Principal component analysis is the process of computing the principal components and using them to perform a change of basis on the data, sometimes using only the first few principal components and ignoring the rest.\n",
    "\n",
    "PCA works by creating new variables, called principal components, which are linear combinations of the original variables. These principal components are ordered in such a way that the first component captures the most variation in the data, followed by the second component, and so on. The number of principal components is equal to the number of original variables.\n",
    "\n",
    "The goal of PCA is to find a low-dimensional representation of the data that explains most of its variability. This can be useful for visualizing high-dimensional data or for reducing noise in the data. For example, if you have a dataset with many features, some of which may be correlated with each other, PCA can help you identify which features are most important for explaining the variability in the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "142680b8-19b7-4380-b970-cd68755b2d35",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.decomposition import PCA\n",
    "\n",
    "# Create a numpy array of data\n",
    "X = np.array([[-1, -1], [-2, -1], [-3, -2], [1, 1], [2, 1], [3, 2]])\n",
    "\n",
    "# Create a PCA object\n",
    "pca = PCA(n_components=2)\n",
    "\n",
    "# Fit the PCA object to the data\n",
    "pca.fit(X)\n",
    "\n",
    "# Transform the data using the PCA object\n",
    "X_transformed = pca.transform(X)\n",
    "\n",
    "# Print the transformed data\n",
    "plt.scatter(X[:,0],X[:,1],color='b')\n",
    "plt.scatter(X_transformed[:,0],X_transformed[:,1],color='r')\n",
    "plt.xlabel('X')\n",
    "plt.ylabel('Y');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9689930d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from sklearn.datasets import load_breast_cancer"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e0314b28",
   "metadata": {},
   "source": [
    "Load some medical data from sklearn toy datasets, this one is breast tumors, benign vs malignant\n",
    "\n",
    "- Step 1: Import libraries and load data\n",
    "- Step 2: Standardize the data\n",
    "- Step 3: Compute covariance matrix\n",
    "- Step 4: Compute eigenvectors and eigenvalues\n",
    "- Step 5: Sort eigenvalues in descending order\n",
    "- Step 6: Choose principal components\n",
    "- Step 7: Project data onto lower-dimensional linear subspace"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b108645e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.799e+01, 1.038e+01, 1.228e+02, ..., 2.654e-01, 4.601e-01,\n",
       "        1.189e-01],\n",
       "       [2.057e+01, 1.777e+01, 1.329e+02, ..., 1.860e-01, 2.750e-01,\n",
       "        8.902e-02],\n",
       "       [1.969e+01, 2.125e+01, 1.300e+02, ..., 2.430e-01, 3.613e-01,\n",
       "        8.758e-02],\n",
       "       ...,\n",
       "       [1.660e+01, 2.808e+01, 1.083e+02, ..., 1.418e-01, 2.218e-01,\n",
       "        7.820e-02],\n",
       "       [2.060e+01, 2.933e+01, 1.401e+02, ..., 2.650e-01, 4.087e-01,\n",
       "        1.240e-01],\n",
       "       [7.760e+00, 2.454e+01, 4.792e+01, ..., 0.000e+00, 2.871e-01,\n",
       "        7.039e-02]])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Step #1\n",
    "\n",
    "breast = load_breast_cancer()\n",
    "breast_data = breast.data\n",
    "breast_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3b0d4fc3",
   "metadata": {},
   "source": [
    "numpy data array with a shape of"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0c645c9c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(569, 30)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "breast_data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86237068",
   "metadata": {},
   "source": [
    "569 patients, in 30 columns (last is benign vs malignant)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8e8014c5-3e65-4f03-8d02-23d5b28ad3ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['malignant', 'benign'], dtype='<U9')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "breast.target_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4dc2e68e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(569,)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "breast_labels = breast.target\n",
    "breast_labels.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be7e7a7f",
   "metadata": {},
   "source": [
    "vanilla labels, build a panda dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "90f415b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(569, 31)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels = np.reshape(breast_labels,(569,1))\n",
    "final_breast_data = np.concatenate([breast_data,labels],axis=1)\n",
    "final_breast_data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "08b82195",
   "metadata": {},
   "source": [
    "looks good, labels added at top, make a dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "02014b28",
   "metadata": {},
   "outputs": [
    {
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       "      <td>0.05999</td>\n",
       "      <td>...</td>\n",
       "      <td>25.53</td>\n",
       "      <td>152.50</td>\n",
       "      <td>1709.0</td>\n",
       "      <td>0.14440</td>\n",
       "      <td>0.42450</td>\n",
       "      <td>0.4504</td>\n",
       "      <td>0.2430</td>\n",
       "      <td>0.3613</td>\n",
       "      <td>0.08758</td>\n",
       "      <td>0.0</td>\n",
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       "      <th>3</th>\n",
       "      <td>11.42</td>\n",
       "      <td>20.38</td>\n",
       "      <td>77.58</td>\n",
       "      <td>386.1</td>\n",
       "      <td>0.14250</td>\n",
       "      <td>0.28390</td>\n",
       "      <td>0.24140</td>\n",
       "      <td>0.10520</td>\n",
       "      <td>0.2597</td>\n",
       "      <td>0.09744</td>\n",
       "      <td>...</td>\n",
       "      <td>26.50</td>\n",
       "      <td>98.87</td>\n",
       "      <td>567.7</td>\n",
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       "      <td>0.6869</td>\n",
       "      <td>0.2575</td>\n",
       "      <td>0.6638</td>\n",
       "      <td>0.17300</td>\n",
       "      <td>0.0</td>\n",
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       "      <th>4</th>\n",
       "      <td>20.29</td>\n",
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       "      <td>135.10</td>\n",
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       "      <td>0.1809</td>\n",
       "      <td>0.05883</td>\n",
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       "      <td>16.67</td>\n",
       "      <td>152.20</td>\n",
       "      <td>1575.0</td>\n",
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       "      <td>0.4000</td>\n",
       "      <td>0.1625</td>\n",
       "      <td>0.2364</td>\n",
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       "      <td>0.2060</td>\n",
       "      <td>0.07115</td>\n",
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       "      <th>565</th>\n",
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       "      <td>131.20</td>\n",
       "      <td>1261.0</td>\n",
       "      <td>0.09780</td>\n",
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       "      <td>0.1752</td>\n",
       "      <td>0.05533</td>\n",
       "      <td>...</td>\n",
       "      <td>38.25</td>\n",
       "      <td>155.00</td>\n",
       "      <td>1731.0</td>\n",
       "      <td>0.11660</td>\n",
       "      <td>0.19220</td>\n",
       "      <td>0.3215</td>\n",
       "      <td>0.1628</td>\n",
       "      <td>0.2572</td>\n",
       "      <td>0.06637</td>\n",
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       "      <th>566</th>\n",
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       "      <td>0.2218</td>\n",
       "      <td>0.07820</td>\n",
       "      <td>0.0</td>\n",
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       "      <th>567</th>\n",
       "      <td>20.60</td>\n",
       "      <td>29.33</td>\n",
       "      <td>140.10</td>\n",
       "      <td>1265.0</td>\n",
       "      <td>0.11780</td>\n",
       "      <td>0.27700</td>\n",
       "      <td>0.35140</td>\n",
       "      <td>0.15200</td>\n",
       "      <td>0.2397</td>\n",
       "      <td>0.07016</td>\n",
       "      <td>...</td>\n",
       "      <td>39.42</td>\n",
       "      <td>184.60</td>\n",
       "      <td>1821.0</td>\n",
       "      <td>0.16500</td>\n",
       "      <td>0.86810</td>\n",
       "      <td>0.9387</td>\n",
       "      <td>0.2650</td>\n",
       "      <td>0.4087</td>\n",
       "      <td>0.12400</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>7.76</td>\n",
       "      <td>24.54</td>\n",
       "      <td>47.92</td>\n",
       "      <td>181.0</td>\n",
       "      <td>0.05263</td>\n",
       "      <td>0.04362</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.1587</td>\n",
       "      <td>0.05884</td>\n",
       "      <td>...</td>\n",
       "      <td>30.37</td>\n",
       "      <td>59.16</td>\n",
       "      <td>268.6</td>\n",
       "      <td>0.08996</td>\n",
       "      <td>0.06444</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.2871</td>\n",
       "      <td>0.07039</td>\n",
       "      <td>1.0</td>\n",
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       "<p>569 rows × 31 columns</p>\n",
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       "        0      1       2       3        4        5        6        7       8   \\\n",
       "0    17.99  10.38  122.80  1001.0  0.11840  0.27760  0.30010  0.14710  0.2419   \n",
       "1    20.57  17.77  132.90  1326.0  0.08474  0.07864  0.08690  0.07017  0.1812   \n",
       "2    19.69  21.25  130.00  1203.0  0.10960  0.15990  0.19740  0.12790  0.2069   \n",
       "3    11.42  20.38   77.58   386.1  0.14250  0.28390  0.24140  0.10520  0.2597   \n",
       "4    20.29  14.34  135.10  1297.0  0.10030  0.13280  0.19800  0.10430  0.1809   \n",
       "..     ...    ...     ...     ...      ...      ...      ...      ...     ...   \n",
       "564  21.56  22.39  142.00  1479.0  0.11100  0.11590  0.24390  0.13890  0.1726   \n",
       "565  20.13  28.25  131.20  1261.0  0.09780  0.10340  0.14400  0.09791  0.1752   \n",
       "566  16.60  28.08  108.30   858.1  0.08455  0.10230  0.09251  0.05302  0.1590   \n",
       "567  20.60  29.33  140.10  1265.0  0.11780  0.27700  0.35140  0.15200  0.2397   \n",
       "568   7.76  24.54   47.92   181.0  0.05263  0.04362  0.00000  0.00000  0.1587   \n",
       "\n",
       "          9   ...     21      22      23       24       25      26      27  \\\n",
       "0    0.07871  ...  17.33  184.60  2019.0  0.16220  0.66560  0.7119  0.2654   \n",
       "1    0.05667  ...  23.41  158.80  1956.0  0.12380  0.18660  0.2416  0.1860   \n",
       "2    0.05999  ...  25.53  152.50  1709.0  0.14440  0.42450  0.4504  0.2430   \n",
       "3    0.09744  ...  26.50   98.87   567.7  0.20980  0.86630  0.6869  0.2575   \n",
       "4    0.05883  ...  16.67  152.20  1575.0  0.13740  0.20500  0.4000  0.1625   \n",
       "..       ...  ...    ...     ...     ...      ...      ...     ...     ...   \n",
       "564  0.05623  ...  26.40  166.10  2027.0  0.14100  0.21130  0.4107  0.2216   \n",
       "565  0.05533  ...  38.25  155.00  1731.0  0.11660  0.19220  0.3215  0.1628   \n",
       "566  0.05648  ...  34.12  126.70  1124.0  0.11390  0.30940  0.3403  0.1418   \n",
       "567  0.07016  ...  39.42  184.60  1821.0  0.16500  0.86810  0.9387  0.2650   \n",
       "568  0.05884  ...  30.37   59.16   268.6  0.08996  0.06444  0.0000  0.0000   \n",
       "\n",
       "         28       29   30  \n",
       "0    0.4601  0.11890  0.0  \n",
       "1    0.2750  0.08902  0.0  \n",
       "2    0.3613  0.08758  0.0  \n",
       "3    0.6638  0.17300  0.0  \n",
       "4    0.2364  0.07678  0.0  \n",
       "..      ...      ...  ...  \n",
       "564  0.2060  0.07115  0.0  \n",
       "565  0.2572  0.06637  0.0  \n",
       "566  0.2218  0.07820  0.0  \n",
       "567  0.4087  0.12400  0.0  \n",
       "568  0.2871  0.07039  1.0  \n",
       "\n",
       "[569 rows x 31 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "breast_dataset = pd.DataFrame(final_breast_data)\n",
    "breast_dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92b22ecb",
   "metadata": {},
   "source": [
    "read in the meaning of each column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "749338a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['mean radius', 'mean texture', 'mean perimeter', 'mean area',\n",
       "       'mean smoothness', 'mean compactness', 'mean concavity',\n",
       "       'mean concave points', 'mean symmetry', 'mean fractal dimension',\n",
       "       'radius error', 'texture error', 'perimeter error', 'area error',\n",
       "       'smoothness error', 'compactness error', 'concavity error',\n",
       "       'concave points error', 'symmetry error',\n",
       "       'fractal dimension error', 'worst radius', 'worst texture',\n",
       "       'worst perimeter', 'worst area', 'worst smoothness',\n",
       "       'worst compactness', 'worst concavity', 'worst concave points',\n",
       "       'worst symmetry', 'worst fractal dimension'], dtype='<U23')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features = breast.feature_names\n",
    "features"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bbf2c4ca",
   "metadata": {},
   "source": [
    "If you note in the features array, the label field is missing. Hence, you will have to manually add it to the features array since you will be equating this array with the column names of your breast_dataset dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "98ebbc4e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean radius</th>\n",
       "      <th>mean texture</th>\n",
       "      <th>mean perimeter</th>\n",
       "      <th>mean area</th>\n",
       "      <th>mean smoothness</th>\n",
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       "      <th>mean fractal dimension</th>\n",
       "      <th>...</th>\n",
       "      <th>worst texture</th>\n",
       "      <th>worst perimeter</th>\n",
       "      <th>worst area</th>\n",
       "      <th>worst smoothness</th>\n",
       "      <th>worst compactness</th>\n",
       "      <th>worst concavity</th>\n",
       "      <th>worst concave points</th>\n",
       "      <th>worst symmetry</th>\n",
       "      <th>worst fractal dimension</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>17.99</td>\n",
       "      <td>10.38</td>\n",
       "      <td>122.80</td>\n",
       "      <td>1001.0</td>\n",
       "      <td>0.11840</td>\n",
       "      <td>0.27760</td>\n",
       "      <td>0.3001</td>\n",
       "      <td>0.14710</td>\n",
       "      <td>0.2419</td>\n",
       "      <td>0.07871</td>\n",
       "      <td>...</td>\n",
       "      <td>17.33</td>\n",
       "      <td>184.60</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>0.1622</td>\n",
       "      <td>0.6656</td>\n",
       "      <td>0.7119</td>\n",
       "      <td>0.2654</td>\n",
       "      <td>0.4601</td>\n",
       "      <td>0.11890</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20.57</td>\n",
       "      <td>17.77</td>\n",
       "      <td>132.90</td>\n",
       "      <td>1326.0</td>\n",
       "      <td>0.08474</td>\n",
       "      <td>0.07864</td>\n",
       "      <td>0.0869</td>\n",
       "      <td>0.07017</td>\n",
       "      <td>0.1812</td>\n",
       "      <td>0.05667</td>\n",
       "      <td>...</td>\n",
       "      <td>23.41</td>\n",
       "      <td>158.80</td>\n",
       "      <td>1956.0</td>\n",
       "      <td>0.1238</td>\n",
       "      <td>0.1866</td>\n",
       "      <td>0.2416</td>\n",
       "      <td>0.1860</td>\n",
       "      <td>0.2750</td>\n",
       "      <td>0.08902</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>19.69</td>\n",
       "      <td>21.25</td>\n",
       "      <td>130.00</td>\n",
       "      <td>1203.0</td>\n",
       "      <td>0.10960</td>\n",
       "      <td>0.15990</td>\n",
       "      <td>0.1974</td>\n",
       "      <td>0.12790</td>\n",
       "      <td>0.2069</td>\n",
       "      <td>0.05999</td>\n",
       "      <td>...</td>\n",
       "      <td>25.53</td>\n",
       "      <td>152.50</td>\n",
       "      <td>1709.0</td>\n",
       "      <td>0.1444</td>\n",
       "      <td>0.4245</td>\n",
       "      <td>0.4504</td>\n",
       "      <td>0.2430</td>\n",
       "      <td>0.3613</td>\n",
       "      <td>0.08758</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11.42</td>\n",
       "      <td>20.38</td>\n",
       "      <td>77.58</td>\n",
       "      <td>386.1</td>\n",
       "      <td>0.14250</td>\n",
       "      <td>0.28390</td>\n",
       "      <td>0.2414</td>\n",
       "      <td>0.10520</td>\n",
       "      <td>0.2597</td>\n",
       "      <td>0.09744</td>\n",
       "      <td>...</td>\n",
       "      <td>26.50</td>\n",
       "      <td>98.87</td>\n",
       "      <td>567.7</td>\n",
       "      <td>0.2098</td>\n",
       "      <td>0.8663</td>\n",
       "      <td>0.6869</td>\n",
       "      <td>0.2575</td>\n",
       "      <td>0.6638</td>\n",
       "      <td>0.17300</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20.29</td>\n",
       "      <td>14.34</td>\n",
       "      <td>135.10</td>\n",
       "      <td>1297.0</td>\n",
       "      <td>0.10030</td>\n",
       "      <td>0.13280</td>\n",
       "      <td>0.1980</td>\n",
       "      <td>0.10430</td>\n",
       "      <td>0.1809</td>\n",
       "      <td>0.05883</td>\n",
       "      <td>...</td>\n",
       "      <td>16.67</td>\n",
       "      <td>152.20</td>\n",
       "      <td>1575.0</td>\n",
       "      <td>0.1374</td>\n",
       "      <td>0.2050</td>\n",
       "      <td>0.4000</td>\n",
       "      <td>0.1625</td>\n",
       "      <td>0.2364</td>\n",
       "      <td>0.07678</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   mean radius  mean texture  mean perimeter  mean area  mean smoothness  \\\n",
       "0        17.99         10.38          122.80     1001.0          0.11840   \n",
       "1        20.57         17.77          132.90     1326.0          0.08474   \n",
       "2        19.69         21.25          130.00     1203.0          0.10960   \n",
       "3        11.42         20.38           77.58      386.1          0.14250   \n",
       "4        20.29         14.34          135.10     1297.0          0.10030   \n",
       "\n",
       "   mean compactness  mean concavity  mean concave points  mean symmetry  \\\n",
       "0           0.27760          0.3001              0.14710         0.2419   \n",
       "1           0.07864          0.0869              0.07017         0.1812   \n",
       "2           0.15990          0.1974              0.12790         0.2069   \n",
       "3           0.28390          0.2414              0.10520         0.2597   \n",
       "4           0.13280          0.1980              0.10430         0.1809   \n",
       "\n",
       "   mean fractal dimension  ...  worst texture  worst perimeter  worst area  \\\n",
       "0                 0.07871  ...          17.33           184.60      2019.0   \n",
       "1                 0.05667  ...          23.41           158.80      1956.0   \n",
       "2                 0.05999  ...          25.53           152.50      1709.0   \n",
       "3                 0.09744  ...          26.50            98.87       567.7   \n",
       "4                 0.05883  ...          16.67           152.20      1575.0   \n",
       "\n",
       "   worst smoothness  worst compactness  worst concavity  worst concave points  \\\n",
       "0            0.1622             0.6656           0.7119                0.2654   \n",
       "1            0.1238             0.1866           0.2416                0.1860   \n",
       "2            0.1444             0.4245           0.4504                0.2430   \n",
       "3            0.2098             0.8663           0.6869                0.2575   \n",
       "4            0.1374             0.2050           0.4000                0.1625   \n",
       "\n",
       "   worst symmetry  worst fractal dimension   label  \n",
       "0          0.4601                  0.11890  Benign  \n",
       "1          0.2750                  0.08902  Benign  \n",
       "2          0.3613                  0.08758  Benign  \n",
       "3          0.6638                  0.17300  Benign  \n",
       "4          0.2364                  0.07678  Benign  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features_labels = np.append(features,'label')\n",
    "breast_dataset.columns = features_labels\n",
    "breast_dataset.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aaa66a5a",
   "metadata": {},
   "source": [
    "Since the original labels are in 0,1 format, you will change the labels to benign and malignant using .replace function. You will use inplace=True which will modify the dataframe breast_dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "00621933",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>mean radius</th>\n",
       "      <th>mean texture</th>\n",
       "      <th>mean perimeter</th>\n",
       "      <th>mean area</th>\n",
       "      <th>mean smoothness</th>\n",
       "      <th>mean compactness</th>\n",
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       "      <th>mean concave points</th>\n",
       "      <th>mean symmetry</th>\n",
       "      <th>mean fractal dimension</th>\n",
       "      <th>...</th>\n",
       "      <th>worst texture</th>\n",
       "      <th>worst perimeter</th>\n",
       "      <th>worst area</th>\n",
       "      <th>worst smoothness</th>\n",
       "      <th>worst compactness</th>\n",
       "      <th>worst concavity</th>\n",
       "      <th>worst concave points</th>\n",
       "      <th>worst symmetry</th>\n",
       "      <th>worst fractal dimension</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>21.56</td>\n",
       "      <td>22.39</td>\n",
       "      <td>142.00</td>\n",
       "      <td>1479.0</td>\n",
       "      <td>0.11100</td>\n",
       "      <td>0.11590</td>\n",
       "      <td>0.24390</td>\n",
       "      <td>0.13890</td>\n",
       "      <td>0.1726</td>\n",
       "      <td>0.05623</td>\n",
       "      <td>...</td>\n",
       "      <td>26.40</td>\n",
       "      <td>166.10</td>\n",
       "      <td>2027.0</td>\n",
       "      <td>0.14100</td>\n",
       "      <td>0.21130</td>\n",
       "      <td>0.4107</td>\n",
       "      <td>0.2216</td>\n",
       "      <td>0.2060</td>\n",
       "      <td>0.07115</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>20.13</td>\n",
       "      <td>28.25</td>\n",
       "      <td>131.20</td>\n",
       "      <td>1261.0</td>\n",
       "      <td>0.09780</td>\n",
       "      <td>0.10340</td>\n",
       "      <td>0.14400</td>\n",
       "      <td>0.09791</td>\n",
       "      <td>0.1752</td>\n",
       "      <td>0.05533</td>\n",
       "      <td>...</td>\n",
       "      <td>38.25</td>\n",
       "      <td>155.00</td>\n",
       "      <td>1731.0</td>\n",
       "      <td>0.11660</td>\n",
       "      <td>0.19220</td>\n",
       "      <td>0.3215</td>\n",
       "      <td>0.1628</td>\n",
       "      <td>0.2572</td>\n",
       "      <td>0.06637</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>16.60</td>\n",
       "      <td>28.08</td>\n",
       "      <td>108.30</td>\n",
       "      <td>858.1</td>\n",
       "      <td>0.08455</td>\n",
       "      <td>0.10230</td>\n",
       "      <td>0.09251</td>\n",
       "      <td>0.05302</td>\n",
       "      <td>0.1590</td>\n",
       "      <td>0.05648</td>\n",
       "      <td>...</td>\n",
       "      <td>34.12</td>\n",
       "      <td>126.70</td>\n",
       "      <td>1124.0</td>\n",
       "      <td>0.11390</td>\n",
       "      <td>0.30940</td>\n",
       "      <td>0.3403</td>\n",
       "      <td>0.1418</td>\n",
       "      <td>0.2218</td>\n",
       "      <td>0.07820</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567</th>\n",
       "      <td>20.60</td>\n",
       "      <td>29.33</td>\n",
       "      <td>140.10</td>\n",
       "      <td>1265.0</td>\n",
       "      <td>0.11780</td>\n",
       "      <td>0.27700</td>\n",
       "      <td>0.35140</td>\n",
       "      <td>0.15200</td>\n",
       "      <td>0.2397</td>\n",
       "      <td>0.07016</td>\n",
       "      <td>...</td>\n",
       "      <td>39.42</td>\n",
       "      <td>184.60</td>\n",
       "      <td>1821.0</td>\n",
       "      <td>0.16500</td>\n",
       "      <td>0.86810</td>\n",
       "      <td>0.9387</td>\n",
       "      <td>0.2650</td>\n",
       "      <td>0.4087</td>\n",
       "      <td>0.12400</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>7.76</td>\n",
       "      <td>24.54</td>\n",
       "      <td>47.92</td>\n",
       "      <td>181.0</td>\n",
       "      <td>0.05263</td>\n",
       "      <td>0.04362</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.1587</td>\n",
       "      <td>0.05884</td>\n",
       "      <td>...</td>\n",
       "      <td>30.37</td>\n",
       "      <td>59.16</td>\n",
       "      <td>268.6</td>\n",
       "      <td>0.08996</td>\n",
       "      <td>0.06444</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.2871</td>\n",
       "      <td>0.07039</td>\n",
       "      <td>Malignant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     mean radius  mean texture  mean perimeter  mean area  mean smoothness  \\\n",
       "564        21.56         22.39          142.00     1479.0          0.11100   \n",
       "565        20.13         28.25          131.20     1261.0          0.09780   \n",
       "566        16.60         28.08          108.30      858.1          0.08455   \n",
       "567        20.60         29.33          140.10     1265.0          0.11780   \n",
       "568         7.76         24.54           47.92      181.0          0.05263   \n",
       "\n",
       "     mean compactness  mean concavity  mean concave points  mean symmetry  \\\n",
       "564           0.11590         0.24390              0.13890         0.1726   \n",
       "565           0.10340         0.14400              0.09791         0.1752   \n",
       "566           0.10230         0.09251              0.05302         0.1590   \n",
       "567           0.27700         0.35140              0.15200         0.2397   \n",
       "568           0.04362         0.00000              0.00000         0.1587   \n",
       "\n",
       "     mean fractal dimension  ...  worst texture  worst perimeter  worst area  \\\n",
       "564                 0.05623  ...          26.40           166.10      2027.0   \n",
       "565                 0.05533  ...          38.25           155.00      1731.0   \n",
       "566                 0.05648  ...          34.12           126.70      1124.0   \n",
       "567                 0.07016  ...          39.42           184.60      1821.0   \n",
       "568                 0.05884  ...          30.37            59.16       268.6   \n",
       "\n",
       "     worst smoothness  worst compactness  worst concavity  \\\n",
       "564           0.14100            0.21130           0.4107   \n",
       "565           0.11660            0.19220           0.3215   \n",
       "566           0.11390            0.30940           0.3403   \n",
       "567           0.16500            0.86810           0.9387   \n",
       "568           0.08996            0.06444           0.0000   \n",
       "\n",
       "     worst concave points  worst symmetry  worst fractal dimension      label  \n",
       "564                0.2216          0.2060                  0.07115     Benign  \n",
       "565                0.1628          0.2572                  0.06637     Benign  \n",
       "566                0.1418          0.2218                  0.07820     Benign  \n",
       "567                0.2650          0.4087                  0.12400     Benign  \n",
       "568                0.0000          0.2871                  0.07039  Malignant  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "breast_dataset['label'].replace(0, 'Benign',inplace=True)\n",
    "breast_dataset['label'].replace(1, 'Malignant',inplace=True)\n",
    "breast_dataset.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a179a411",
   "metadata": {},
   "source": [
    "Step #2: Standardize the data\n",
    "\n",
    "You start by standardizing the data since PCA's output is influenced based on the scale of the features of the data.\n",
    "\n",
    "It is a common practice to normalize your data before feeding it to any machine learning algorithm.\n",
    "\n",
    "To apply normalization, you will import StandardScaler module from the sklearn library and select only the features from the breast_dataset you created in the Data Exploration step. Once you have the features, you will then apply scaling by doing fit_transform on the feature data.\n",
    "\n",
    "While applying StandardScaler, each feature of your data should be normally distributed such that it will scale the distribution to a mean of zero and a standard deviation of one."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "5be0aa30",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-6.826538293184326e-17, 1.0)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "x = breast_dataset.loc[:, features].values\n",
    "x = StandardScaler().fit_transform(x)           # normalizing the features\n",
    "np.mean(x),np.std(x)                            # check mean and std dev"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4a857971",
   "metadata": {},
   "source": [
    "convert the normalized features into a tabular format with the help of DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "b9456ee2",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>2.015301</td>\n",
       "      <td>0.378365</td>\n",
       "      <td>-0.273318</td>\n",
       "      <td>0.664512</td>\n",
       "      <td>1.629151</td>\n",
       "      <td>-1.360158</td>\n",
       "      <td>-0.709091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>1.704854</td>\n",
       "      <td>2.085134</td>\n",
       "      <td>1.615931</td>\n",
       "      <td>1.723842</td>\n",
       "      <td>0.102458</td>\n",
       "      <td>-0.017833</td>\n",
       "      <td>0.693043</td>\n",
       "      <td>1.263669</td>\n",
       "      <td>-0.217664</td>\n",
       "      <td>-1.058611</td>\n",
       "      <td>...</td>\n",
       "      <td>1.536720</td>\n",
       "      <td>2.047399</td>\n",
       "      <td>1.421940</td>\n",
       "      <td>1.494959</td>\n",
       "      <td>-0.691230</td>\n",
       "      <td>-0.394820</td>\n",
       "      <td>0.236573</td>\n",
       "      <td>0.733827</td>\n",
       "      <td>-0.531855</td>\n",
       "      <td>-0.973978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>0.702284</td>\n",
       "      <td>2.045574</td>\n",
       "      <td>0.672676</td>\n",
       "      <td>0.577953</td>\n",
       "      <td>-0.840484</td>\n",
       "      <td>-0.038680</td>\n",
       "      <td>0.046588</td>\n",
       "      <td>0.105777</td>\n",
       "      <td>-0.809117</td>\n",
       "      <td>-0.895587</td>\n",
       "      <td>...</td>\n",
       "      <td>0.561361</td>\n",
       "      <td>1.374854</td>\n",
       "      <td>0.579001</td>\n",
       "      <td>0.427906</td>\n",
       "      <td>-0.809587</td>\n",
       "      <td>0.350735</td>\n",
       "      <td>0.326767</td>\n",
       "      <td>0.414069</td>\n",
       "      <td>-1.104549</td>\n",
       "      <td>-0.318409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567</th>\n",
       "      <td>1.838341</td>\n",
       "      <td>2.336457</td>\n",
       "      <td>1.982524</td>\n",
       "      <td>1.735218</td>\n",
       "      <td>1.525767</td>\n",
       "      <td>3.272144</td>\n",
       "      <td>3.296944</td>\n",
       "      <td>2.658866</td>\n",
       "      <td>2.137194</td>\n",
       "      <td>1.043695</td>\n",
       "      <td>...</td>\n",
       "      <td>1.961239</td>\n",
       "      <td>2.237926</td>\n",
       "      <td>2.303601</td>\n",
       "      <td>1.653171</td>\n",
       "      <td>1.430427</td>\n",
       "      <td>3.904848</td>\n",
       "      <td>3.197605</td>\n",
       "      <td>2.289985</td>\n",
       "      <td>1.919083</td>\n",
       "      <td>2.219635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>-1.808401</td>\n",
       "      <td>1.221792</td>\n",
       "      <td>-1.814389</td>\n",
       "      <td>-1.347789</td>\n",
       "      <td>-3.112085</td>\n",
       "      <td>-1.150752</td>\n",
       "      <td>-1.114873</td>\n",
       "      <td>-1.261820</td>\n",
       "      <td>-0.820070</td>\n",
       "      <td>-0.561032</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.410893</td>\n",
       "      <td>0.764190</td>\n",
       "      <td>-1.432735</td>\n",
       "      <td>-1.075813</td>\n",
       "      <td>-1.859019</td>\n",
       "      <td>-1.207552</td>\n",
       "      <td>-1.305831</td>\n",
       "      <td>-1.745063</td>\n",
       "      <td>-0.048138</td>\n",
       "      <td>-0.751207</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     feature0  feature1  feature2  feature3  feature4  feature5  feature6  \\\n",
       "564  2.110995  0.721473  2.060786  2.343856  1.041842  0.219060  1.947285   \n",
       "565  1.704854  2.085134  1.615931  1.723842  0.102458 -0.017833  0.693043   \n",
       "566  0.702284  2.045574  0.672676  0.577953 -0.840484 -0.038680  0.046588   \n",
       "567  1.838341  2.336457  1.982524  1.735218  1.525767  3.272144  3.296944   \n",
       "568 -1.808401  1.221792 -1.814389 -1.347789 -3.112085 -1.150752 -1.114873   \n",
       "\n",
       "     feature7  feature8  feature9  ...  feature20  feature21  feature22  \\\n",
       "564  2.320965 -0.312589 -0.931027  ...   1.901185   0.117700   1.752563   \n",
       "565  1.263669 -0.217664 -1.058611  ...   1.536720   2.047399   1.421940   \n",
       "566  0.105777 -0.809117 -0.895587  ...   0.561361   1.374854   0.579001   \n",
       "567  2.658866  2.137194  1.043695  ...   1.961239   2.237926   2.303601   \n",
       "568 -1.261820 -0.820070 -0.561032  ...  -1.410893   0.764190  -1.432735   \n",
       "\n",
       "     feature23  feature24  feature25  feature26  feature27  feature28  \\\n",
       "564   2.015301   0.378365  -0.273318   0.664512   1.629151  -1.360158   \n",
       "565   1.494959  -0.691230  -0.394820   0.236573   0.733827  -0.531855   \n",
       "566   0.427906  -0.809587   0.350735   0.326767   0.414069  -1.104549   \n",
       "567   1.653171   1.430427   3.904848   3.197605   2.289985   1.919083   \n",
       "568  -1.075813  -1.859019  -1.207552  -1.305831  -1.745063  -0.048138   \n",
       "\n",
       "     feature29  \n",
       "564  -0.709091  \n",
       "565  -0.973978  \n",
       "566  -0.318409  \n",
       "567   2.219635  \n",
       "568  -0.751207  \n",
       "\n",
       "[5 rows x 30 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Step #3: Compute covariance matrix\n",
    "\n",
    "feat_cols = ['feature'+str(i) for i in range(x.shape[1])]\n",
    "normalised_breast = pd.DataFrame(x,columns=feat_cols)\n",
    "normalised_breast.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a193d447",
   "metadata": {},
   "source": [
    "Now comes the critical part, the next few lines of code will be projecting the thirty-dimensional Breast Cancer data to two-dimensional principal components.\n",
    "\n",
    "You use the sklearn library to import the PCA module, and in the PCA method, you will pass the number of components (n_components=2) and finally call fit_transform on the aggregate data. Here, several components represent the lower dimension in which you will project your higher dimension data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "e5dafecb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Step 4 & 5: Compute eigenvectors and eigenvalues and sort eigenvalues in descending order\n",
    "\n",
    "from sklearn.decomposition import PCA\n",
    "pca_breast = PCA(n_components=2)\n",
    "principalComponents_breast = pca_breast.fit_transform(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d282e7d",
   "metadata": {},
   "source": [
    "create a DataFrame that will have the principal component values for all 569 samples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "821e31cb",
   "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>PC1</th>\n",
       "      <th>PC2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>6.439315</td>\n",
       "      <td>-3.576817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>3.793382</td>\n",
       "      <td>-3.584048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>1.256179</td>\n",
       "      <td>-1.902297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567</th>\n",
       "      <td>10.374794</td>\n",
       "      <td>1.672010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>-5.475243</td>\n",
       "      <td>-0.670637</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           PC1       PC2\n",
       "564   6.439315 -3.576817\n",
       "565   3.793382 -3.584048\n",
       "566   1.256179 -1.902297\n",
       "567  10.374794  1.672010\n",
       "568  -5.475243 -0.670637"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Step 6: Choose principal components\n",
    "\n",
    "principal_breast_Df = pd.DataFrame(data = principalComponents_breast,\n",
    "                                   columns = ['PC1', 'PC2'])\n",
    "principal_breast_Df.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f962e0c8",
   "metadata": {},
   "source": [
    "Once you have the principal components, you can find the explained_variance_ratio. It will provide you with the amount of information or variance each principal component holds after projecting the data to a lower dimensional subspace."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "50efe861",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Explained variation per principal component: [0.44272026 0.18971182]\n"
     ]
    }
   ],
   "source": [
    "print('Explained variation per principal component: {}'.format(pca_breast.explained_variance_ratio_))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b6b190e",
   "metadata": {},
   "source": [
    "From the above output, you can observe that the principal component 1 holds 44.2% of the information while the principal component 2 holds only 19% of the information. Also, the other point to note is that while projecting thirty-dimensional data to a two-dimensional data, 36.8% information was lost.\n",
    "\n",
    "Let's plot the visualization of the 569 samples along the principal component - 1 and principal component - 2 axis. It should give you good insight into how your samples are distributed among the two classes."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53634d08-65a3-492b-9fa5-59c7f68ad6cd",
   "metadata": {},
   "source": [
    "Let's repeat that for three PC's and see if more information is picked up"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "856f8fbc-4c0f-4ab2-b630-bd70d898e833",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Explained variation per principal component: [0.44272026 0.18971182 0.09393163]\n"
     ]
    }
   ],
   "source": [
    "pca_breast = PCA(n_components=3)\n",
    "principalComponents_breast = pca_breast.fit_transform(x)\n",
    "principal_breast_Df = pd.DataFrame(data = principalComponents_breast,\n",
    "                                   columns = ['PC1', 'PC2','PC3'])\n",
    "print('Explained variation per principal component: {}'.format(pca_breast.explained_variance_ratio_))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e22f986a-6298-4965-94fe-a9fb55609978",
   "metadata": {},
   "source": [
    "Picked up 9% in the third component, so two seems adequate.  Go back to two PC's."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "d3d7a73d-530d-43d1-aff0-269ca348e3da",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Explained variation per principal component: [0.44272026 0.18971182]\n"
     ]
    }
   ],
   "source": [
    "pca_breast = PCA(n_components=2)\n",
    "principalComponents_breast = pca_breast.fit_transform(x)\n",
    "principal_breast_Df = pd.DataFrame(data = principalComponents_breast,\n",
    "                                   columns = ['PC1', 'PC2'])\n",
    "print('Explained variation per principal component: {}'.format(pca_breast.explained_variance_ratio_))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "d4ac78c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Step 7: Project data onto lower-dimensional linear subspace\n",
    "\n",
    "plt.figure()\n",
    "plt.xlabel('PC1',fontsize=20)\n",
    "plt.ylabel('PC2',fontsize=20)\n",
    "targets = ['Benign', 'Malignant']\n",
    "colors = ['r', 'g']\n",
    "for target, color in zip(targets,colors):\n",
    "    indicesToKeep = breast_dataset['label'] == target\n",
    "    plt.scatter(principal_breast_Df.loc[indicesToKeep, 'PC1']\n",
    "               , principal_breast_Df.loc[indicesToKeep, 'PC2'], c = color, s = 50)\n",
    "plt.legend(targets,prop={'size': 15});"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4d474084",
   "metadata": {},
   "source": [
    "From the above graph, you can observe that the two classes benign and malignant, when projected to a two-dimensional space, can be linearly separable up to some extent. Other observations can be that the benign class is spread out as compared to the malignant class.\n",
    "\n",
    "One of the main reasons to use PCA is to remove correlated features from the dataset. Correlated features are those that are highly dependent on each other, meaning that they contain similar information. By removing these redundant features, we can simplify the dataset and improve the performance of our machine learning models.\n",
    "\n",
    "Another reason to use PCA is to visualize high-dimensional data in a lower-dimensional space. For example, if we have a dataset with 100 features, it can be difficult to visualize patterns and relationships between data points in this high-dimensional space. However, by using PCA to reduce the dataset to just 2 or 3 dimensions, we can easily plot and explore the data.\n",
    "\n",
    "For a lot of machine learning applications, it helps to visualize your data. Visualizing two- or three-dimensional data is not that challenging. However, even the Iris data set used in this next part is four-dimensional. You can use PCA to reduce that four-dimensional data into two  or three dimensions so that you can plot, and hopefully, understand the data better."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "3c3c1307-3753-4291-8260-fd537f39ff55",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(569, 3)\n"
     ]
    }
   ],
   "source": [
    "#https://www.geeksforgeeks.org/implementing-pca-in-python-with-scikit-learn/\n",
    "\n",
    "#import the breast _cancer dataset\n",
    "from sklearn.datasets import load_breast_cancer\n",
    "data=load_breast_cancer()\n",
    "data.keys()\n",
    "\n",
    "# construct a dataframe using pandas\n",
    "df=pd.DataFrame(data['data'],columns=data['feature_names'])\n",
    "\n",
    "# Scale data before applying PCA\n",
    "scaling=StandardScaler()\n",
    " \n",
    "# Use fit and transform method \n",
    "scaling.fit(df)\n",
    "Scaled_data=scaling.transform(df)\n",
    " \n",
    "# Set the n_components=3\n",
    "principal=PCA(n_components=3)\n",
    "principal.fit(Scaled_data)\n",
    "x=principal.transform(Scaled_data)\n",
    " \n",
    "# Check the dimensions of data after PCA\n",
    "print(x.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "73e64bf8-2981-40f7-b6cd-500d80ce2c28",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.21890244,  0.10372458,  0.22753729,  0.22099499,  0.14258969,\n",
       "         0.23928535,  0.25840048,  0.26085376,  0.13816696,  0.06436335,\n",
       "         0.20597878,  0.01742803,  0.21132592,  0.20286964,  0.01453145,\n",
       "         0.17039345,  0.15358979,  0.18341739,  0.04249842,  0.10256832,\n",
       "         0.22799663,  0.10446932,  0.23663968,  0.22487053,  0.12795256,\n",
       "         0.21009588,  0.22876754,  0.25088597,  0.12290456,  0.13178394],\n",
       "       [-0.23385713, -0.05970609, -0.21518136, -0.23107671,  0.18611302,\n",
       "         0.15189161,  0.06016536, -0.0347675 ,  0.19034877,  0.36657547,\n",
       "        -0.10555215,  0.08997968, -0.08945723, -0.15229263,  0.20443045,\n",
       "         0.23271589,  0.19720728,  0.13032156,  0.183848  ,  0.28009203,\n",
       "        -0.21986638, -0.0454673 , -0.19987843, -0.21935186,  0.17230435,\n",
       "         0.14359317,  0.09796412, -0.00825724,  0.14188335,  0.27533947],\n",
       "       [-0.00853111,  0.06455055, -0.00931414,  0.02869936, -0.10429077,\n",
       "        -0.07409149,  0.0027326 , -0.0255639 , -0.0402409 , -0.02257427,\n",
       "         0.26848148,  0.37463272,  0.26664548,  0.21600631,  0.308838  ,\n",
       "         0.15478041,  0.1764631 ,  0.22465894,  0.28858506,  0.21150447,\n",
       "        -0.04750678, -0.04229753, -0.04854636, -0.01190237, -0.25979729,\n",
       "        -0.2360756 , -0.17305851, -0.17034383, -0.2713124 , -0.23279147]])"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check the values of eigen vectors\n",
    "# prodeced by principal components\n",
    "principal.components_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "f7c3b2f5-aabc-4eb2-b204-ea6ac466859c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BV/+Ir9dhqd0xja6pDkvUc8uXFTBv7lratsulbbsGqQ5HCLENkiRWCIFSIWx1TKrDEGkgPz/CFZcOZ/jQOQSCJk7U4+De2/P6W8fTpGlmqsMTQmxDpJxACCFEpZ131hd8N2Iuvq8JF7t4nuannxZy4gkfo3Wi+mohhKgdksQKIYSolNl/r2b0qPlEIl6Z7U7UZ/q0FYz/bUmKIhNCbIskiRVCCFEpf01bQSiUuArNtg2mTVtRxxEJIbZlksQKIYSolO22y8Zx/YT7fB3bL4QQdUWSWCGEEJWy7/5t2K5FNkrF78vIsDjiqI51H5QQYpslSawQQohKMQzFx5+dQuPGGWRkWFiWIiPDIjsnwCefn0YgYKY6RCHENkRabAkhktLax9f/gFIYdEQp+dy7rVq9uphI2KXrzk2ZMecqvvj8b+bMXkP79g046ZSuZGcHUh2iEGIbI0msECIhx/+BYvdONKsBUDQjw3oI2zgkxZGJujRzxkquu3oEv5d0HmjXrgGPPdmHM8/qluLIhBDbOhlWEULEcf0/KXKvRLMC8AAPzXKK3Mtx/SmpDk/UkaVL8unT+10mjN/YOmvhwvWcd/YXjPxuXgojE0IISWKFEAlEvOeIJa+b84l4g+o6HJEir7z0J07Uw9+sIYHj+Nx/75jUBCWEECUkiRVCxPH0VCDR6ks+npaR2G3FqB/jFzbYYOqU/2SFLiFESkkSK4SIo2hSrX1i69K0aWbSfRmZNipRry0hhKgjksQKIeIEzHOBYII9QYLm+XUdjkiRCy7qQTAY3zYrEDA5+5zuKYhICCE2qtdJbL9+/VBKlfmvSZPko0AXXXRR6XG2bbN06dI6jFaIrUfAOBtLHQLYgFnyn42tDsc2TkttcKLOHHv8Tpx8alcCARPDiI26ZmRYdNyxEffcd1CKoxNCbOvqbYutlStXsmrVKgYNGkRWVhYAkydPZv369QmPX7ZsGevWrWPgwIEAtGzZklatWtVZvEJsTZQyybSex9MTcfyRKBSWcQSm2k0eIW9DlFK8+Epfzj63O0MGz6Cw0OHIozpywomdCQbr7Z8PIcQ2ot7+Fvr3338ZOXIkGRkZpdtuuOEGTjrppITHP/vsszz22GN06tSprkIUYqumlMJSPbGMnqkORaSQUopeB21Pr4O2T3UoQghRhtJpNL20e/fu/PHHHwSDZWv18vPzadu2LYZhcNxxx/Hoo4/SsmXLhOfIy8ujQYMGrF+/ntzc3LoIW4g4Wms8PQFP/42hWmKpg1HKTnVYQgghRL1QmXytXtfEburPP/9k5513jktgAcLhMC+//DKXXXYZw4YNo0ePHkybNq3c83Xt2pU2bdrQpk0bBgwYUFthCxHH1yspcPtS6J5L2HuUIvda8p398Pzy37NCCCGE2ChtRmLvuusuunfvzumnn17ucatWraJPnz5kZ2fzyy+/xO2XkViRagXO6Xh6MuBsslUBOeTav6FUKDWBCSGEEPXEVjUS+/XXX9O3b98Kj2vatClvv/02v/32G4WFhXUQmRCV5+n5eHoiZRNYiC0sEMXxR6QgKiGEECL9pEUS+/fff9OmTRuys7Mrdfxuu+1Go0aNiEajtRyZEFWj9WIgkGSvj8/iugxHCCGESFtpkcR+9tlnnHjiiZU+Pi8vj27dutGoUaNajEqIqjPUDkAkyV6FqTrUZThCCCFE2kqLJHbo0KEcf/zxpV+7rkuvXr0YM2YMAB988AEDBw7EcRyKioq48cYbef7551MVrhBJGao1ljqI+NFYA0UOljosFWEJIYQQaafeJ7GLFy8mKyurzEpdnucxf/581q5dW/r1gw8+yA477MAFF1zA7bffzi677JKqkIUoV6b1NKbak9gqWJlAAIM2ZNkfolTZ5FbrPCLeOxQ511PsPoKn56QiZCGEEKLeSZvuBDVFuhOI+sLTc/D82RiqBabqGbcSlqfnUeiciqYYCBNbAlYTMu4maJ2bipCFEEKIOlGZfK3ertglxNbOVJ0wzeQrzBW5N6JZD/glW2IdDcL+/di6N4ZqW/tBCiGEEPVUvS8nEGJb5OvF+Ho6GxPYTZlE/S/rOiQhhBCiXpGRWCHqIa3XE6uZTZTERkv21zxfLyHivY2n/0DRjIB5DpY6MK7UQQghhEg1SWKFqIcM1ZHYj+fmiyIABLGM3Wv8mq4/lUL3DGKJcxRQuO5oAsYFZFi31/j1hBBCiC0h5QRC1ENKhQgaVxLfisvGoBWWOrzGr1ns3kysh+2GRUI04BD138DzZ9b49YQQQogtIUmsEPVU0LyaoNEf2DAr08BSvcmyB6OUXaPX8vVCfOYSS1w3p3D84TV6PSGEEGJLSTmBEPWUUoqQdRlBfSGa/1DkolTttIXTOkzsM22iGlwPTVGtXFcIIYSoLklihajnlLJRtKnVaxiqA4psNOsS7LWxjANr9fpCCCFEVUk5gRACpSyC5u3EFlTYVABTdcVSB6ciLCGEECIpSWKFEAAEzVPJtAZi0KFkSyYB42yyrPdQykxpbEIIIcTmpJxACFHKNo7BDhyD1h5gSH9YIYQQ9ZYksUKIODLyKoQQor6TcgIhhBBCCJF2JIkVQgghhBBpR5JYIYQQQgiRdiSJFUIIIYQQaUcmdgkhqkXrCJ7+E42HpXqiVGaqQxJCCLENkSRWCFFlUW8Yxd4dgAPE2nCFjNsIWuelNC4hhBDbDklihRBV4voTKfb6A26Z7WH/IQy/FbZxWGoCE0IIsU2RmlghRJVEvJcAP8Eeh7D3XMLXaF1Asfs4edG9WB/dhULnfFx/Sq3GKYQQYusmI7FCiCrx9EwSJ7Hg67lx27SOUOCehq/nAVEAXP0zrvsbWda7WMbetRitEEKIrZWMxAohqsRQrZPvo0XcNscfjq/nsyGBjdGAQ7F7f02HJ4QQYhshSawQokqC5sVAINEeAubFcVsd/zsgnPBcPjPQOq9G4xNCCLFtkCRWCFEltnE4AeNSYr8+QiX/mdhGPwLGGQleUVHVklnTIQohhNgGSE2sEKLKMqybCOozcPzvARfLOARTdUh4bMA8Dtf9AYhstkdhqr1QKqu2wxVCCLEVkiRWCFEthmpN0Dy/wuMsdRiW2htXj2djImsDNhnm/9VihEIIIbZmksQKIWqVUiaZ1ms4/qdEvA+AAiyjF0HzEgzVNtXhCSGESFOSxAohap1SNgHzDAJmoppZIYQQoupkYpcQQgghhEg7ksQKIYQQQoi0I0msEEIIIYRIO1ITK4QQScyauYp/5qyh/Q4N6da9earDEUIIsQlJYoUQYjOrVhZx1umf8seEpQSDFpGIR7fuzfloyMm0ap2T6vCEEEIg5QRCCBHntFM+4c8/l+G6msJCB9f1mf7XCvodNxitdarDE0IIgSSxQghRxtQp/zF54nKcqF9mu+P4zJu7lnG/LEpRZEIIITYlSawQQmzi71mrCQbNhPssy+DvWavrOCIhhBCJSBIrhBCbaNcuF8fxE+7zfZ+27RrUcURCCCESkSRWCCE2sfe+rWm3fQNMU5XZbhjQuHEGh/Zpn5rAhBBClCFJrBBCbEIpxSdfnEqr1jkEQyYZGRahDItmzbP4YtgZmKb82hRCiPpAWmwJIcRmOnRoxNQZV/D9yH/5Z84adtihIYcf2QHbTlwrK4QQou4pvY31i8nLy6NBgwasX7+e3NzcVIcjhBBCCCE2U5l8TZ6LCSGEEEKItCPlBEJUQGsXT08EophqN5TKTnVIQgghxDZPklghyuH4P1Ls3oymkNiDC03QuIGQdXmqQxNCCCG2aZLECpGE58+iyL0ScMpsj/gDMbwWBMx+KYlLCCGEEFITK0RSEe91ING8xygR77m6DkcIIYQQm5AkVogkPD0dcBPu81lQt8EIIYQQogxJYoVIwlBtAJVwn6JJ3QYjhBBCiDIkiRUiiaB5AYnLxoMEjAvqNhghhBBClCFJrBBJWMb+BI0bif2YhIAgYGKpPgTNS1MbnBBCCLGNk+4EQpQjZF1BQJ+A438HRLHUgZhG11SHJYQQQmzzJIkVogKGaknQPD/VYQghhBBiE1JOIIQQQggh0o4ksUIIIYQQIu1IEiuEEEIIIdKOJLFCCCGEECLtSBIrhBCijPz8CL//upi/Z61C60RLLwshROpJdwIhhBAA+L7m4Qd+4pmBvwPgej6ddmzMm++ewC7dmqc4OiGEKEtGYoUQQgDw9FO/8czA34lEPCIRD8/VzJ69mqMOe581a4pTHZ4QQpQhSawQQggcx2PAk78RiXhltvs+RKMeH7w7LUWRCSFEYvU+iR07dixKqdL/nnjiiYTHrVixgnPPPZfrrruOiy66iLVr19ZxpGJronUevl6K1l7FBwuxFfhveSF5eZGE+4qLXSZMWFrHEQkhRPnqfU3sW2+9xcCBA0u/Pv/8+JWTfN/n2GOP5cknn+Sggw5i2LBhnHnmmYwYMaIuQxVbAV8vo9i9A1ePBTSKxgTN/xE0z0h1aELUqoaNQpimwvPiJ3LZAYM2bXNTEJUQQiRXr5PYmTNn0qZNG2644YZyj/v8889ZuXIlBx10EAB9+/blnHPOYezYsaXbhKiI1kUUOCejWQXE/pBr1hD27gU0QfPMlMYnRG3Kzg7Q76QuDP1yNtFo2ScQ2ofzzt81RZEJIURi9bqc4Mknn+Thhx/moIMO4uuvv0563FdffUW3bt1Kv1ZKseuuuzJ06NC6CFNsJRz/SzTrAHfzPUS8AVJaIKpk1coiZs5YSWFhNNWhVNqAZ45kp85NCAZNLEsRClmYpmLgs0fQuUvTVIcnhBBl1OuR2FNOOYXu3bvz4Ycf0rdvXx5++GFuv/32uONmzJhRJokFaNSoEbNnz0567q5du6KUAqB///7079+/ZoMXacf1fwPCCfdpVqNZjqJ13Qa1jVmzpphPh8zkv/8K6NGjBUf37YRl1evP2nFWrSziysuGM/K7eRiGwrIUl17Rk/se6F3v76VRoxA//3YhI7+bx++/LaFRwyAnn7ozrVrnpDo0IYSIU6+T2KOPPpqjjz6a66+/nrvvvpt77rmHE088kS5dupQ5bv369TRu3LjMtmAwWO7krpkzZ5KbKzVeYiOlGoO2iB+JBVAosus6pHpB6wiaVSgaolRWrV1nxDf/cO6Zn2MYCsfxsSyDFttlMWLk2bRukx4/q57nc/QR7zNv3lp8X+P7GteFV1/6k0jY5cmBR6Q6xAoZhuLIozpy5FEdUx2KEEKUq34PC5RQSvHAAw/QrVs3Ro0aFbe/cePGRCJlZ9UWFxfTqFGjugpRbAUCxslJ9lhYqhdKNajTeFJNa4+wO4A8pyf5Ti/ynN0ocvqjdX6NX2v1qiLOPfNzIhGP4mIX1/UJh12WLM7nwvO+rPHr1ZaR381j/r/rcKJ+me3hsMcbr02WXqtCCFGD0iKJhVgie+ihh8YlqwAdO3Zk1apVZbatXLmSzp0711V4YitgGt0IGtcQe0Cx4SFFCEUTMqyHUxhZaoS9B4n4rwJFJVs8HP01he55Nb4U6ZCPZ2AYKm676/pMGL+UBQvW1ej1asukicvx/cTfG9s2mDF9ZR1HJETtW7okn6suH06r5gPYrsmTnHPGZ8z+e3WqwxLbgLRJYgGWLVvGUUcdFbf9lFNOYcKECaVf+77PrFmz6Nu3b12GJ7YCIes6sq3PCBhnY6tjyTDvJsf+HkO1SnVodcrXa4n67wObf2iM4ukZeHp8jV5v+bKCuBnxG9i2yfJlhTV6vdrSpEkGlp3416rj+DRpklHHEQlRu1auKKTX/m8y+MPpFORHKSpyGT5sDgcf8BZzZksiK2pXvU1iFy5cyLXXXsvChQsBGDx4MLvssgtdunTBdV169erFmDFjADj22GMJhUJMmTIFgKFDh3LggQey7777pix+kb5MoxsZ1r1k2s8SMM+s1TrQ+srTfwF2kr0KV/9Zo9fr1r05dsBMuM91fTrt1Djhvvrm5FO64jp+3HbDUOy0U2O67twsBVEJUXuef24CeesjOJu87z1PEw67PHT/TymMTGwL6m0Sa1kWY8aMYeedd+bggw/GdV3uvPNOADzPY/78+aUTt2zbZujQoTz66KPccsstfPPNN3z44YepDF+ItKZoQOIJbgBmyf6ac3y/zjRpnBE3ez8Usjj3/F1p3Dg9RjCbNM3k9beOx7YNgsFYUp6RYdGoUYh3PjgxxdEJUfO++nJ23FLFEEtkv/t2XgoiEtsSpWu6uK2ey8vLo0GDBqxfv166EwiRhNaafOdgNEvYsPDDRhY59m8YqmZHRxcsWMf5Z3/JlMnLCQRMHMfn7HO789TTRxBIMkpbXy1ZnMeHH/zF4kV59NhtO049fWeyswOpDkuIGrfvnq8nrfVu2DDEwmU31G1AYqtRmXytXrfYEkKkhlKKLOt5CtyzAI9Y/9wA4JNhPlXjCSzA9ts3ZPTP5/PPP2tYsbyQzl2a0KRpZo1fpy60bpPL/27ZP9VhCFHrzjx7Fx66/2fC4bJPbuyAwcmndU1RVGJbISOxQoikfL2GqPcJvp6OUm0ImKdhqu1THZYQop4oLIxyWO93mfvP2tJENhg0adI0k7G/XEDzFtvenAJRMyqTr0kSK4QQQohqKyyM8tYbU/jw/b9wXY9+J3Xh0st7SjcOsUUkiU1AklghhBBCiPqtMvlave1OIIQQQgghRDIysUvEcfyvCbuD8FmAQXMC5qUEjDNQSj7ziJqntcbTvxP1hqBZh2UcQMA4BaXkSYkQQojkJIkVZYTdV4n4TwIOAD4LCHsP4OsZZFgPpjY4sdXRWhP2HihZHcwDfFzvVyLeS2Tbn2Oo1qkOUQghRD0lQ2uilNZ5RPyn2JDAbhQh6n+EpxekIiyxFfP0hJIE1gE2rPgTRrOWYveuFEYmhBCivpMkVpRy9R9AsqbyAVx/TF2GI7YBUf9TYiOwm/Nw9Vi0Lqj2ubWO4vg/EPU+x9OycpAQQmxtpJxAbMIifnWmDRTydhE1Tes8No7Axu1FU4wiu8rndf1xFLpXAVHAAC+CpQ4j03oapYJbELEQQoj6QkZiRSlL7U3yt0QU2+hTl+GIbYBlHAiEEu5TtELRtMrn9PV/FLoXAXnEVhorIjayO5qw9/AWRCuEEKI+kSRWlFIqRIb5ILER1w1vDQXYBI0bMFSL1AUntkoBox+KRsSP8tuEzNtQSlX5nFFvCLH37eYiRP3BaF1cjUiFEELUN5LEijICZj+yrA+xVB8M2mGq/cm0XiZkXZ3q0MRWSKkssu3PsFQfNvw6UrQhwxxAwDy2Wuf09T9AJMleB82qap1XCCFE/SJFjiKOZfTEMl5OdRgpo3UhYe8VHH8IEMZU+xEyr8c0dkp1aFslQ7Ugy34RrSPEHv/nVmsEduP5OoIOkjiRtatVoiCEEKL+kZFYITahdYQC91Si/itolqNZh6u/o8A9Ac//K9XhbdWUCqJUgy1KYAEC5qkknqAYJGCcilKynrsQQmwNJIkVYhOO/wW+nk/ZUTwPiFLsyWIP6cBQ25FlvQbkACEcJ4jnKUZ915oLzujC778tSXWIQgghaoCUEwixCccfTuyR9uY0nh6P1hFp0VTP/PzTQt58fTL/LS+g18Hbc9HFu9Gs+YHkWL/zxJOPM//fBfz2SzPmzmmIUov4/rv3ee+jkzj6mB1THboQQogtoLTWyRqDbpXy8vJo0KAB69evJzdX1mYXZRU6F+DqsUn2KnLtmSgVqNOYtiW+r1m2NJ+MTJvGjSt+7P9/d49m0LMTcF0f39eEQhaBgMnIUeewdk2Y4/t+RDQav5hCq9Y5zJh9FYaxZaULQgghakdl8jUpJxBiE7ZxPJBopNXAVPtLAluLPvtkJjvv9AJdO71A+9bPcPTh7zNnzpqkx0+d8h/PPj2eaNTD92OfxcNhl4KCCFde9jVffz0Hz0u8kMJ/ywuY/ffqMtt8vZSI9y4R7x18vbDmbkwIIUStkCRWiE3YxrGYamfKJrIWECLDvCtFUW39hn01m0svGsrSJfml234dt5g+B7/DyhWFCV8zZPCMhNt9HyZNXEZRoVPuNTedPxZ2B5DvHEzYe5Sw9yj5zqEUu/dRHx9Uaa35aewC7r93DI8+/DN/z5KWYUKIbZMksUJsQqkAWdYHhMybMOiIYjts4ySy7eGYRudUh7fVuvfu0ThO2VFT39eEi13eeH1ywtfk50dw3cQjrYah2G//NknLBVq2ymGnzk0AcPxvifivEJvAV0ysJton6n+E439avRuqJZGIywl9P+LE4z7m6QG/8eRjv7Lvnq9z712jUx2aEELUOUlihdiMUkGC5iXkBEaSGxhHpvUopto+1WFttcJhlzmzE5cNhMMuo3+cn3Dfwb3bEwolnpvasGGIfid14djjdypzjGEobNvgmUFHlbbyinivAdEEZ4mU7Ks/Hn90HL/+upho1MN1NdGoh+dpnn9uAiO/m5fq8IQQok5JEiuESCnbNggEzIT7lIKmTTMT7jv2+E6036Fh3GvtgMF9D/bGtk3eePt4HnvyMHbp1owW22Vx9DE7MnLUuRx+RIfS432dvOWWz7Jq3FHtef2VSUTC8RPVHMfjlRf/TEFEQgiROpLECiFSyjQNTj29K4FA/K8jO2By3oU9Er7Otk2+/eEcTj9zl9JEdvvtG/Diy30574Iepee+8OLd+HXCxcz591o+HHIye/RsWfb6aicgcdmBqTpuwZ3VvHXrErV/A61hySb1xEIIsS2QPrFC1KDYRKAIEEApY7N9HlAEZG/xqlQbz+ng+CNw/e+BALZ5LJbqFXft+u7BR/rw+69LWLIkn+JiF8NQmKbi3PN35bDDd0j6ukaNQjz/0jE8M+gowmGXrCy7yt/boHklrjsOcDfbYxM0r676zdSizp2bMHNm/EQu2zbYe59WKYhICCFSR/rEirQXewtHiSWOqev7GfU+I+wNQLMUCBEwTidk3gxA2HuCqD8YCKNoRtC4loB59hbFq3UhBe6Z+HoOscRZATaWOoRMaxBKJX5EX1+Fwy6ffTqTH0b+S05OgNPP2IV9929TJ/+mUe9Tir17gQ0TxTQh4zaC1vm1fu2q+OqLv7no/C+JRstOaAsGTcZNuJhOnRqnKDIhhKhZlcnXJIkVaUtrn4j3GlH/FTRrUDQgYFxE0LwSper2IUPEfYuw/yhlJwgFMNgZpWw8PSVuX9C4lpBV/ZG+Yvdxov4bxE9KCpJhPkTAPKna594WaR3G1eMBH0vthVJZqQ4pobfemMzdd4yiuNjF9zWtWufw8mt9OeDAdqkOTQghaowksQlIErv1KHb/r2R0M7LJ1iC2OppMe0CdxaF1hDxnTyBRP9MNyfTmj6oBguTaf1Q7WcqL7okm8ax+U+1Btv1Jtc4r6r9o1OOvaSsIhSy67tw0pU8ghBCiNsiKXWKr5ev/iPrvUTaBBYjg6K/w9L91Foun/yZxiyaI9R5N3Ms09trp1b6uTpg0l+zT66p9XlH/BQIme/Rsyc67NJMEVgixzZIkdiuhdRhfr6uXKwzVBtf/Awgl2RvE83+v8jk9PZcipz950X3Jjx5GxHsNrTdPkuPFRlKTJaoGyX/MfBTVf2Rtqt2S7LGxjAOqfV4hhBAiHUgSm+Z8vYJC5wrynG7kO3uQ7xxE1BuW6rBqnVIZlDfCCRlVOp/nT6PAORZHD0WzAp95hL2nKHTPQ+tEpQAbGXTAoB2J2zTppHEqWmConasU5wa+XorWiUsJwCJoXlKt8wohhBDpQpLYNKZ1EQXOSbj6RzYkSpolFHs3EfWGpja4WmapA4Bks+89bOPQKp0vNjM9Quzx/wYRPD0ZV39X7muVUmRYA4AgECjZagA2QeN6QsZdxGpjN8QbBEJkWk9X61Gw1i4Fzhn4JCqZaES2NQRDta3yedPJvHlr+eH7f5k7d22qQ0lLeXkRnnv6dw496G2O6PMeb7w2iXC4/A9rQghR30if2DQW9b8omdiz+R8fh7D3KLZxbFrXy2mdR9T/GMf/BggSME7ENk5AqQBKBcm0BlDkXkNstNNlw9s5w3wUpXKqcJ18PD05yV6HYvd+LPswlAokOQYsowc59vdEvPfw9J8YtCRgnoVl7A2A6e9O1H8fXy/BVLsRNM/GUNXr6+nqH9CsJPFksTyUalb6la9XAcUoWqdd79hEVq8u5oJzvuDnnxYSDFlEwi77H9CWd97vR5MkK3uJslavLuaQXm+zfFlBaeI6eeJy3nlrKt+MPIuMDDvFEQohROVIEpvGXP8XIMkKPixDswpFs4T76ztfr6bA6YdmFRsmbxV7k4j6n5BlvYtSAWzjcLLt4US9t/H03xiqA0HjfEyja43GollF2BtAhnVbuccZqhUZ1i0J91lGDywj8cpTVeX5Myk7YrwpG1/PQ7OeYvdWPD0JUCiaEjJvJ2D2q5EYUuW0k4cwedJyPE9TVOgA8Ntvizn5xCGMGntewg9tK1cUsmZNMdu3b0goJL/yHn/kZ5YuySca3fgeCoddZkxfyRuvTebqa/dKYXRCCFF56T80sw1TKpfk/4QKlXTiU/0X9gaiWUHZ7gMRPD2VqL+xdZSpdiTDeoBs+2MyrUerlcAqlYOhdi3nCJ+o/16FtbF1RanmQLLRMgcwKXBOLulNC6DRrKTYu7VkVDs9TZ60nEkTl+Ns1ujfifpMmbSciX8uL7N96ZJ8Tuj7ETu2f45993ydHdo8w2OP/ILvbxuTH5MZ/NGMMgnsBuGwy3vvTE1BREIIUT2SxKaxgHESietCTSx1UJUeqdc3jv8VsYRscxEcf0iNXy/D/D8ST8zaoIjEfWDrXsA4lsSTxUwMtTOuP45Yy6/Nj3EIu0/Ueny1Zfr0lQQDieugPU/zzMDfSr+ORFwOP/Rdfv5pIVrH9hcWOjz52Dgef+SXugq5XopGko3iQ3Fx/figJoQQlSFJbBqzjL0IGOcQG5Xb8E8ZQtGIDOvBFEZWE5L1XQWti2v8apaxG7Y6keQ/ErlAdo1ftzqUyiXTeoXYBLEMYlVBQRTNybKex9XjiO+fG+MzH60Tl6DUd23a5CQcQdxg+NA5FBTE3jdffPY3q1YW4ThlE/lIxOPpAb9TXJzoA1Ld+3vWKm65aSQnnTCY/7t7NAsXrK/1ax7apz2GEf+BLRAw6Xtsp1q/vhBC1BRJYtNcyLyLLOsdbHUCljqEkHkzOfb3GKp1qkPbIqbal8QjowYaE9f/ucZ74oas60hcJh4kaFyKUsm6IdQ92+hFrv0bIfMOgsYVZFpPkWOPxlBtUDQl+ahygOSlCPVbr4O2JzMzeeyWZTBh/FIA/piwNOmoouN4zP0n9V0NhgyewX57vcHrr07i++/+5fnnJtCzxyuMGT2/Vq975z29CARNjE1++1uWIivL5prrpB4WQGvNa69MpHvXF2mS+zi7d3uZ996Zus304RYiXUgSm+aUUljGPmTaT5Flv07QvLCkVjZ9Of43ePovYl0HNuejmUWhewlF7jVonXxkrqoM1Y5M61WgAbFRzkzAJGCcQtC8osauU1OUakDQPJuQ1R/bOAalYglewDydxMm4XdLdof4k41VhGIqLL9096X7f14SCsXtr2iyTYDB56UHjxlXrI1zT1q4Nc+Vlw3Fdv3S0OBLxiEQ8Ljj3S1y3vB7IW6brzs34ccx5HHpYB0xTYdsGx53QmTHjLqBlq/QtQapJt9z0Pbff8gML5q/HcXzmzl3Ljdd9y4P3/5Tq0IQQm1B6G/toWZm1eEXqOP4YitzLSFwPu7kgGeaDBMyTazQGrR1c/RtQgKl6YqjmNXr+2qa1Juw9SNR/l9gHAQ8IYdCGbHsISjVIcYTVt3hRHt26vJhwclbjJhn8M/9aLMtg/vx17N79ZTy37HGWpdhr79Z8+8M5dRVyQu+/O5WbbhhJUVH8+zwYMvn0i9M46ODtaz2ODb/+07kVX01buGA9u+78UsL3mGUZzJ53DU2bSTs3IWpbZfI1GYkV9UrYe5LKJbAAEaL+ezUeg1I2ttEL2zi6ygms58/E8Ufg+bNqPK7Kii2+cDdZ1scEjHOw1clkmI+SbQ9L6wQWoE3bXO657yACAYMNeZdtG9i2wUuv9sWyYr/S2rdvyMBnjsQ0FYGSyWAZGRZNm2bxyhvHpir8Unl50aSPpk3DID+v4uWOa4JSShLYzYweNT9pK7ZA0GTsmAV1HJEQIhlpmijqDV+vw9czqvQardfVTjBV5Ov/KHQvw9czidWdRjBVdzKtlzFUanr1WsZuWMZuKbl2ber/v/3ouWdLXnrhTxbMX0+P3Vpw7fV7s/MuZb/PF1y0Gwf13p4P35vGihWF7LlXK04+dedy62rrygEHto2bdLZBJOKy197pXdOezuwkHTAgNnIdKGe/EKJuSRIr6gWt8yl0TiRxHWwyFqaxb22FVGlaawrdC/D1XGKraMUmFHl6OoXuxWRbX8poVw07uHd7Du7dvsLjOnRoxJ33HFT7AVXSjOkrGTtmAVlZNr0Oase4XxYR2aTlVTBkcv4FPWjeIiuFUW7bjjiyI1Enca291nBIn/Z1G5AQIilJYkW9EPUH47O84gNLKcAkaF5WWyFVmqf/xNfzSLT8r69n4elpWOUupiC2do7jcdF5XzFs6GwCAROlFNGoR6+D2vH7b0soKnJo2DDItTfsw00375fqcLdpTZpk8NgTh3Hbzd/jeT6+D6apMAzFM4OOIisr+fLTQoi6JUmsqBcc/2uS9TYFMDkQjwXAIgAMupJhPYSpdqibAMsRG4G1SVzLGyjZL0nstuzRh35mxIh/8DxdpvXXTz8t5JvvzmLVymLsgMG++7Up7eG6bGk+vq9p1TpHRvLr2KWX78HOuzRl0DMTmDNnNV27NuPaG/Zm732kzEOI+kSSWFFPlFdnZpJpvYVSCs0ywE5ZnWkisZ68yVY6ctK+Z69IbtbMVfw7by07dGhEl65NEx6jtealF/8kEo5/RO37mr5HfoBSsZE+z9OcfW53fh23mFkzVwGwY6fGDHz2iEqVT4iac8CB7TjgwHapDkMIUQ5JYkW9YBv98Ly/iB+NNbHUERglndkVreo8toqYaj8UTdEsp+xSryYGrTCVNJDf2qxcUchZp3/Gn38sJRi0iERc9ujZig8GnxRXzxoOu+TnJV6Bzvc0Ua9sHfibr08u8/U/c9Zw0vEfM3LUuezRs2WN3ocQQqQzabEl6oWAcQqG6kRskYENbCCbDOvWFEVVOUqZZNlvo2hGLP4QsWVgW5BpvymPgrcyWmtOPnEIEycuw3U1hYUOrquZNHEZJ/f7OK51Vihk0az5lvUV9TzN44/8skXnEEKIrY0ksaJeUCpItjWYkHkTBjth0I6AcS459jcYqv4/0jNVR3Lsn8i0BhEybybTeoEcewymap/q0EQNm/jncqZPW4ETLdsiy3F8ZkxfyR8TlpXZrpSi///2TbqCWGX4vubXcYur/XohhNgaSTmBqDeUyiBoXkLQvCTVoVSLUha26pPqMEQtmzVrFYGAmbDPayBg8vesVey1d9myl6uu2YulSwt4cdAfBIImvqfxPB/X9ansmokNGoZqInwhhNhqSBIrhBBV0LZtLq6beKEC1/Vp0zZ+eUSlFA89cig39t+X8b8vITPLRmvNKf2GJF30YFOhkMXFl+62paELIcRWRZJYkRa09gAfpVK/2pJIbumSfD764C+WLitg112bc/KpXbe6vpoH9mpHi+2yWbhgfdy+jAyLgw7ePulrmzbL5JhjO5V+fe/9B3PvXaMJBE20D9GoS7PmWaxbGyYajXUzCARM9t6nFVdeLRMEhRBiU0onW8B7K5WXl0eDBg1Yv349ubnxIyaifvH1QordB3H1KMDDVLsTMu/EMvZIdWhiM1998TcXnvclpmkQDrtkZFhkZQf49odz6NSpcarDq1GvvzKRG6//Lm67ZRl89tVp9D6kfaXPtXRJPsOGziYa8Tj0sB3o0rUpP/7wL198Ngut4bgTduLwIzpgmjKFQQix7ahMviZJrKi3fL2SAudINPnApj02bbKsj7GMHqkKTWxm9aoiduowKO7RuGkqunRtyq8TLk5RZLWjz8HvMGH80rjtSsHBvbfnq6/PTEFUIpFIxOW7EXNZsaKIXXu0YM+9WkrHECHSQGXyNSknEFvE9afg+F+gdT6WcQC2cQxKBSt+YSVEvLfQFFE2gQVwCXtPkm28WyPXEVvu009mYllGXBLreZpZs1Yxa+aqpIsBpKM5c9Yk3K41zJq1uo6jEcn8/utiTj35EyJhF6UUjuOx2x7b8cnnp9GokUyUEyLdyfMpUW3F7iMUuqcS9d/D0Z9R7N1JgXM0vk78B76qXP9HIFGTeI2nx9fINUTNWLWqKOlkp4BtsmpVUR1HVLvaJpi8tcH22zeow0hEMuvXh+l33GDWrQ1TXOxSVOTgOD5TJv3HFZcMS3V4QogaIEmsqJDWUaLelxQ6V1HoXIvjj8DxxhH13yK23OqGkdIwPksIu/fXwDXz0BSXc0TNjPaKmrH7Hi0xjMSPaB3Hp+vOVVsmeO3aMLfd/D3t2zzDdk2e4tSThjB1yn81ESoAq1YWMWP6SgoKEq+kVZHrbtgnYd/XQMDkuhv23tLwRA345OOZ+H58tVw06vHdt3NZvqwgBVEJIWpSpZPY/Px8iovjk4qioiIGDBjA5MmTazIuUU9oXUSBeyrF3u24egSuHk6ReyNF3o3EP+YHcHD012hdveQAwPHHkOfsg2ZZkiNsbOP4ap+/MrQO4+slaL35MrgikSOO7MD22zfAtsv+SgmFTC68eDeaNMmo9LkKCqL0OehtXntlEmtWF1NU5DDy27n0OfgdJv6Z7D1ROatXFXHayZ+wY/vn6LXfm+zQ5hluu+V7HCfRezm5087Ymcuv7IlhKDIzLTIzLQxTceP/9uW4EzpvUYyiZiyYv45IxE24z7YNFi3Kq+OIhBA1rcIkdvXq1Rx99NE0bNiQBg0acNxxx/HXX3+V7s/MzCQ7O5uePXvWaqAiNcLey/j6byC8ydYIsApI1t/SLTmm6ny9hiL38pLXOwmOCGGwHSGzf8LXO/435EePYX20M+uj3Vkf3YO86KGE3UFoXfHIi9YRit17yXN2I9/pRZ6zG8Xu/dtUMqu1h6/XVOmDiGkafDPybA7uvT2GobBtg2DQ5OJL9+CxJw+r0vXff3caixfnl7aYAvB9iEQ87rztxyqda1O+r+l71If88P08fF/jOD6RiMcbr07i5v4jq3QupRQPPnIo02ZewcOP9eGRxw9jxt9Xcefdvaodn6hZO3ZqTDCYeNqH4/i0by9lH0KkuwqT2GuuuYaffvqJQYMGMWXKFPr3789zzz3HoEGDSo9p1652lgVdsGABRx55JDk5Oey+++6MGjWq3OMvuugilFIopbBtm6VL42cPi6px/I9JVpcKiR8fK1oD2VW6jtYRot5gCpxTSZy8xgSNK8i2h2Oo+JZNEfdtitwb8JlVco5CYB2a+UT85ylwTkLrwnLjKHKvI1rmniNE/Q8pcm9KEnchWpdX9pA+tNaE3VfId/Yi39mTPGdXit270bpy9azNmmfx2VenM3veNYz55QLmLbqORx7vg2VVrWrpy8//JhxOPII27pdFSWtvK/LjD/8y9581ccvFhsMe77w1lVUrq16327ZdAy66ZHcuvHg3WrXOqVZconacdEpXgkGTzRsRBIMmJ5zYhWbNs1ITmBCixlT41+Xbb7/lrrvu4sorr6Rr164ccsghvPzyy+y7777cf//9eJ5XK+1KtNZceumlHHbYYbzwwgtorTn22GOZO3duwuOXLVvGunXrGDhwIAMHDuS9996jVatWCY8VlacpP+mLfwvZhMxbqvSeiJUsnEyxdx+af4klyIkEsYyDUSo+Qda6iLD/GMkT4Ag+i4j6HyaNw9NzcfWPxI8iR3D1CDw9v3SL608k3+lHntOdPGcXCpyz8Py/k99kGgh7TxDxB6JZV7IlStQfQqF7EVXpxNe8RRbdujcnJ6d6dcublyRsKvYhtVqnZeKfy5Lehx0wmD59RfVOLOql7OwAw0acRctWOQSDJllZNqapOPiQ7Rn04tGpDk8IUQMqbLHVtGnThCOte+65JzvssAP3338/3bt3r/HA/vrrL2699Vb69ImtRX/kkUfSoUMHhg0bxvXXXx93/LPPPstjjz1Gp06d4vaJ6rPUXrh6DPGlAxaWOhzNKjw9AVAomhA0byVgHlela0S8N/D1XCouQfAwVOLVkDw9uTJXIup9QdC8JPE5/IlAABJOKAvh+ZMwzfZ4/nQK3TPZNGH29HgK3JPJsb/BUG0rEUv9onUeUf914j8ERPH0JDz9B5aqmxWjTj9rF34dtzhuNNY0FUce1bHaTf+bNMnEsgyi0fiRXMfxadIks1rnFfXXrj1aMGP2Vfzy80JW/FfErj2a02mnJqkOSwhRQyr8a/DQQw/xyiuvEI3GP1Ju0qQJt956K4MHD67xwDp37lyawAI0b96cnXfemWAwfnQnPz+fF198kX322Yfzzz+fZcu2bPLH1srX/1Hk3kVetCd50Z4Uubfh6/JLLkLmDcDms7AVYBGybibbHkyOPYEceww59q8EzZOrHFfUH0LFCWwQ2zgZQzVMst8ieY3uRpp1hN2BRLz30LrssqFK5ZJ8FNgv2Q9hbwDxk9p8wCHsvVxhDPWRp6cR/++8gcLVE+osllNO3Znd99iOUGjjZ+xAwCQ7O8BDj/Up55XlO/HkLrhu/L+vYSg6dmjELt2q1kGhNhUXOwwfOpsPP/iL+fPXpTqctGYYil4Hbc/Jp3aVBFaIrUylVuyaMmUK48eP58ILL8Sy4gdvi4qKOOaYYxg9enRtxFiqU6dOjBo1ijZt2pTZvnLlSn788UcmTZrEq6++imma/PDDDwlHiDesANGqVavSR979+/enf//EE4W2Blprov5HhL17KJt8WSiyybaHYajkpReuP4Fi9z58ZgBgqj3IMO/DNHapkfjyovugWVnOESa2OoEM66GkCylo7ZDv7LPJo/BkrE3+r8m0XsQ2epecI0KesxeQaAJYLrn2eJQKsD66a5JjQNGW3MCYCmKoP7SO4PhfEfEG4zOJxEl8BiHzVoLmeUnPU1TkMHzoHFasKGSPPbZj3/3blFtS4vuaVSuLyMq2ycoKxO2PRFzefnMK7741lcIihyOP6si11++9xXWnw76azfnnfFFmadyMDJsR359dbxZj+Obrf7j4/K/wPB/DUITDLqeevgsvvHxMleuLhRAiXW1Vy86OHTuW4cOH89hjj5V73KpVq+jTpw/Z2dn88ssvcfu3xWVni90niPovk3ik0sI2TiPTerDC88RGLlXpiOSW0jofT88k7L6CxxjiRzdNTLUvmdYADFXxKJnjf0eRew2x+9z8XhWJE7QAOfZvpSO8jj+WIveykuMjxPrRarKs17GMAwDIi+6NZlXCGAy6khMYXmGs9YHWBRS4p+Hr+ZTtPrE5kxx7XNJ/g9Gj5nPWaZ/i+Rp0bJWuXbo14/Ohp9O4cay1lufPwtOTUKoBQz5oyr13/85/ywsxTcUxfTsx4JkjaLFd1SYDVteypfl8+P5fLF6cR/ddW3Dq6TuTnR2fSG9q7dowvq+r1CqsOubOXcveu78at/JZKGRy3Q37cNe9B9Xq9YVIR1prfhu3mGnTVtCyZTZHHNUxaWcKkT5qPImdMWMGl19+OTfddBP9+vWjuLiY999/n0gkwtVXX11jgW/OcRyuu+46nn766YTlBJubPHkyPXv2JC8vj6yssjNQt7Uk1tdLyXcOorxH7Yom5Abq7nGx1pqIN5CI/0rJlmStnDLItodhqh0qfW7P/4uw90pJjWykZNlaG1hPZUcZfb2MqDcYT8/FVDsSME/HUNuV7o99KHiVWCuxTQUJmbeXO2IJ4OkF+Ho+hmqLqTqU2efrZbj+bygVxFIHJZzEVlOK3adK7iPZ9z/2RyBkPkDQPD3hEatXFdG10wtx9auBgEGfwzvw0ZBjKXKvwtU/AQFc1ycS9rji/MMY/X2s1t62DVq1zmH8xEvIyLDLnHvcL4sIhiwOOnj7MuUFdWXSxOX0v/5b/vwjVqLUrXsznhxwBPsfWDt1z3fc+gOvvDSxTHuxDXJyAixYeoOMxgqxidWriuh33GBmzliFZRlorQllWHzy+WnstbdM7k5nlcnXqvTb8PLLL6dRo0bssEMsqcjIyOCSSy5hwYIF3HPPPVsecRJPPfUUd9xxR6USWIDddtuNRo0aJazj3dY4/mgqXt2qbv8oRrzXShLYKMkTKJssc3CVElgA0+hGlv0suYGx5AZ+p0FgGlnWKyT/HkTRuuysdEO1JGTdQJb9HCHr+jIJLICiJfEJLICFrU5NGpuv11HgnEuB04ci9yoKnCMpcE7F1yvR2ic/cjfrI71Yk38bq/NvYHVRT/5bmbybwpZy/CEk//5nETDOINv6KmkCCzD4o+kJuwVEoz7ffjOXtfn34upfiY2yF2NZEbKyXV774Du2axUryXAcnxX/FfLZp7OA2Iec++8dQ6cdBnHpRcM498zP6djuWb78fNYW3W9VzZmzhiMPe680gQX4a9pKju/7EZMmLq+Va86cuSphAguQnx8lL2/b6VcsRGVccO6XzJixkmjUo6jIobjYZe2aMP2O/ajaK/KJ9FGl7KV79+589dVX9OjRo8z2Hj168NJLL9VoYBu89tprHHXUUbRtGxv5iEQieF75q+vk5eXRrVs3GjVqVCsxpZeKBtpNbOPYOokEYo30o/6LJE+eNjDQqmb6/BqqA8lbb9kYqmulz6W1S9QfkGSvg8e4pK8tci/D0+OJjYoXAx6enkqhewEF0dcJRwdjGD4ZmQ4ZGS627WBm3M2CRcnPuSXKW9ZX0ZAM635Mo0u551i0MI/i4sQ9XbNzPIzAFySatKd9xRnnbmxJVlzs8tOYBQC89cYUnntmPK7rl/5Rys+PctH5XzFtas0tPVuRAU/8iuvEP8FwXZ9HH/q5Vq7ZpUtTAoHEE+yyswPk5spyy0JssGDBOn7+aWFc72eI/Zx+8VndfvAVda9KSWwkEolbenb16tU8/fTT5OTUfKPvF154gXnz5rF8+XJGjBjBZ599xiWXXILnefTq1YsxY2ITaD744AMGDhyI4zgUFRVx44038vzzz9d4POkoNmmpvNGbJgTNK+soGtCsrcTkKwCFrxfWyDUN1RjbOJn40VgTRUNs4/BKn8vnXzT5SfZGcf2fEu7x/Jl4ehLxybSDr2cRjj5DIJggGVSaWXOSJc1bxlL7kPhXgIVlHFypc3Tu0oSMjMSP+Rs1LgKVOMENZXh07LRu4xUtg0aNYvWmTz4+jkgk/oOq1jDo2Zoveykqchg7ZgHjfl5UZvnZsWMWJFxYwfc1435ZVONxAFx82e4Je9mGQiZXXNVTSgmE2MTiRXlJP/S5ri+dPbYBVSoyu/rqq9lzzz3p1asXjRs3Zu7cuQwbNgzf9/nkk09qNLA33nijtM72kUceKd1+7bXXorVm/vz5rF27FgDP83jwwQd56qmn2H///Xn44YfZcccdazSedGWo1gSMS4n6b7L56KdBL7LsgQlXv6otihxiNarJV+WK0RhVLCUoT4Z5H6Bx/M9Kr2+oXciyBqFU+ZN6NqUIkby+2AIS9xr19GyS96DVBIKJV4uybU1m9kK01kln+2vtAmaVFx0JmTdS4I6l7PvCAAKEzMsA+G3cYgY9O57Zs9fQuUsTrr1+b/bep3Xp0Sef2pV77hxNOOyyae4VDJkccmhPlPqURB+iiotN/p5Z9knJGWftgtaaxUnWtHddn+l/ldfFoupef3USd97+I76n0VqTmWnz3AtHc3y/zuSWs1hDdk7l3zNVseOOjXnn/X5ccuFQfF+jDEUk7HLcCZ25/a4Da+WaQqSrHXZolPADL8Q+GO8kLdW2elXuTrB27VoGDRrE2LFjyc3NpUuXLlxxxRWlj/vru21tYhfEagwdfxgR71U0SzFUR4LmlaWtpepakXsrjv8lyUsKDBTNybHHolTNTubx9Wp8PRelmsZNqqqs/OhR+MwhvlTDItv6AtPYOe41jvcrRd45CV5TPsdRDP1sR84/ewSGUTZJdfwfCLuPl8QSxDb6kWHehlKVXxPe9ScT9h4oGSUGU+1HhnkPptGZN1+fxP9uHInn+ey9/1IOPHgpRUUB9tnrYk48cWO/1r+mreDMUz9l2bICbDvWuuq4E3bildePQ1uPEPU/YPNENlxsckCPM1m9KgvDUPS/eT/uvLsXAJ3aP8d//8WvFGeaiuP7debt9/pV+v7KM3zobM4/58u4GlTbNvjux3P584+l3HX7qLhJa8Ggyf9u3Z9bbz+gRuJIpKjI4fvv5pGfH2G/A9rSoYOURgmRyFmnf8rIb+eVSWYNAxo3zmTGnKtSMiFU1Iwa706wZMkSrrjiCr7++uvSR14NGzakf//+3HnnnbWy/GxN2xaT2PpG6wIK3fPw9HRiSZ1X8v/Y6JZBSzLtN+ImdWkdxfG/xdXjUeQSME7ANHaq6/Dx/L8ocE8viTtKrB2XTcA4nwzr9oSviXojKPauKve8WhM3SSoaNXjg9it49rn/bXa+zyn2bqbsqLCNQTuy7WFJ++kmv3YxYJS+bt26MDtu/xymFebdT75h9z1XgALPU9i2j80t5GZevsnrNeN/X8qqlYV037UF7bZvULI9SpF7M64eDoQAD3QGI4ddz2eDs2nWPJNzzutRZhbxMwN/46H7fyIcjk8uv/72LPbZr2yf6Oo6aP+3mDwpfoKWaSqOPW4n3njneE7pN4Rfxy0qjSUUsujWvRnDRpxFZqYd91ohRN3Kz49w/tlfMOrH+YRCFo7j07JlNkM+P7Xe9H4W1VPjSewhhxzCpEmTuPbaa+nduzfNmjVj+fLlfPTRRzRt2pTHH3+8xoKvLZLE1g9aazz9K66egCIHQ+2I1mswVCtMtVfcByJfr6bQOQ2fZcR6mtqAT9C4gZBVe+3dkvH1UiLeO3h6PIrmBMyzsY1eSY8vcm/D8T8u/5wl+WhxkYVSYBiaO286hOuufYBde7QoPc7151LoHkHiUd0QGebDBMx+Vb+pTXz80XSuu3oEt9wzmrMvnEUoVDah9H2LnMDHWMZulTqfrxfh+pNRqgGW2g+lkieAnudz9RVfM/jD6QSDJqCIRj0ef+owLrlsjy24q7JaNHmS4qLENbvtd2jI1BlX4Hk+I77+h08/mYnnao7v15nj++2EbSdb3Wzr4vuasWMW8M+cNbTfoSGHHNq+2sv+ClGb5sxezV/TVtKyZTb77Nc6LQbVRPkqk69VaZz9zz//5OOPP+aoo44q3bbrrrtyxBFHcNVV5Y8yCbEppRSW2h+L/St1fLF7Lz6L2VhLG/t/xH8Gy++FZexaO4EmYahWZFi3Vfp4RZBYvWk5/XpVgKFDzuX33xdRkG9g+L34362HsfMuZRcZKHKvIHlZQhjXH73FSazjeBimz5nn/x2XwMb4RL33Kp3EGqotAbNyJUemafDSq8fyv1v3Z/SP88nIsDjqmE41vtBAi+ZZzJ+/PuG+Nm1zSmPpe9xO9D2u7kf8U23BgnUcf8xHLF2Sj2kaeJ5Ps+ZZfDn8DDp1ql4dve9r3nhtEi8+/wcrV8RG7W+94wAOOnj7Go6+boz8bh6PP/oLf89cxXYtc7jmur049/xdJYFKgU47NZFlhbdBVUpiky07C9CkSdk3z9SpU9l117pNLMTWSetiXP0t8St6xUT9j+s8id2Ur9fh+mMAH8s4MOHKVrZxLFH/I5InsQFMozPnnH07556TfKTL0/+g+becaBSorHL2V87BvdsDETIzE49UGoaPz5Itvk55dtyxMTvuWHuTDq++bm/uviNxzevV1+xVa9dNB1prTuk3hEUL80o6NMR+9pYtzeeEvh8xbeYV1RqRvezioXz1xezS7/nPPy3kt+MW8/Jrx3LKafG15PXZ229Opv/135WurrZuXYSbbvyOSROXMfDZoyp4tRCiJlQpid199915+umn+ffff0sXHvB9n+nTpzN9+nTeeecdAFzX5d1332XUqFE1H7HY5mgKSZbAghu3WEFdirhvEfYfJlbeAHhRAsblhMybyozGmGpPbON4HH8Y8bP1LWx1HBnWPShVfmKg9VpitcPJlolVBIwTqnczm2jTNpezz92b/5Z9RIuWiTonBDDV7lt0jcLCKB++/xfDh84hlGFx5lnd6Htcpzp7XH3p5Xsw8c9lfPzRdGzbRCmIRj2uuW6vbXLkdVPjf1/Kv/PWxbUY8zzNyhWFjB61gD6HVa17yKSJy/nsk1llzql1bLGLm278jhNO7Jw2ZRrFxQ633vxD3PLAkbDH669OZvpfK3ng4UPZZ9/WSc4ghKgJVUpi33//fX777Tf++uuvhI9L7r33XiDW8mrZsmVx+4WoDkVjFE3RrEqwN4Rl7A2Ar9fg+MPRrMNUu2GpAypMCreE4/9E2H+E2OpdG0fzov5rJcvV9tt4D0qRYT6ObRxCxPsArVdjqr0JmCdiqi4oFarUNU21E4lXC9uw/wBMVTOjiI8/eTg/jj6XRo1fIxDc/EOEQdA8u9rnXr26mD4Hvc3SZQWESxZL+GHkPHof0p4Ph5xcJ4msYShefu1Yrr9xH74bMRfLjpUO7LBDw1q/dn23YP46bNtIuHqYaRosqEb/zRHf/BPXYWODwgKHKZP/Y8+90mOZ0PG/L8H3kk8n+e3XJRxzxPt88PHJHHlUxzqMTIhtS5WS2P79+9O6detKlQkMHDiw2kEJsSmlDILmjYS9+9i8p6kihK2OI+p9RrF3G7G3tAcoDNWRLOt9DNWwVuKKeq+SOKGMEvFeiqtLVUphq2OwjWOqfU2lGhAwzk3QtkqhaEGm+XqN1eMppTi09y1EvAZE/GfZ0ElCsR2Z1tMYqvqjTPffO4bFi/OIbrLSTjjsMXrUAj4ePIMzz+q25TdQSTvv0iyu7nhb12mnJkmXv3Vdn047Vb3MwzBUrJFHAlrrpAlufRSLtfw50Y7jc+N13zL97yulRlaIWlLlPrGV5TgOtl3/WtBId4L0pLUm6r1L2B8AFAI+Bp2BID5TkrzKxlJ9yLJfqJWY8qIHokm2NG4WDQLTauW6WnuEvSeJ+m8RS9h9LHUQGdbjGKp2WspoXYSnZ6DIwlBdtviPcsumT1FYmHjBiwN7teXr76o/yiu2nNaagw98m+nTVpR5ZG5ZBjt0aMgfky+t8nvgr2krOGj/N3Hd+D85TZtlMuffa9Km80Ek4tKh3bPk55W/fLZhKCZMvrTaE+GE2JZVJl+rtd8Y9TGBFVvO8/+iyL2TQuciwu4gfJ3oEf/mr5lJoXMx66NdWR/tTpF7G76u2spLSimC1nnk2hPItkeQZQ3BZyE+U8t5lYOrv0PrxDPQq8LXKyl2n6LA6Uehcz6O/zUGHUg2tKRogO9H8PwZuP6faJ2shrXqlDLJsG4l1/6TbHs4OfbvZNlv1FoCG7tmJpaxJ6bRtUZGlTafTLWpvLzylkkWdUEpxZBPT6Fb9+ZYtkFWlo1tG+zUuQlfDjujWu+Bbt2bc855uxIMbax7NQyFbRs8O+iotElgAYJBi4HPHIltVxyzDMIKUXtkKQtRaWH3DSL+o2x4rOzqX4n4L5NtDU64ShXEEtgC9yRiLbF8IILjf47rjyXb/rrKj/qVsjHpSJF3J7HH6RU/SPBZjUnlV7HanKfnUeCcVHK9WILluuNjE5u0SaKSAs1/5LvdiCW5JmAQNPoTsi6udhybUyoTk041dr66tPc+rfl13OK47cGgyRFHSg1hfdBiu2zG/HIBUyYv5585a2m/Q0P26LndFn2IeWbQUex3QFteev4Pli8rYPc9tqP/zfuVWco4XZx2xi60aZPLXXf8yB8TEs8Badcul44dZbU1IWpLrZUT1FdSTlA9vl5EvnMo8V0CFAYdyba/TfjHrdC5EFf/RHxrqSBB41pCVvX6C+dFD0ITnwTFyyDX/rPMxClPz0PrVRhqRwxV8WO+AuccPP0b8fcQwFan4ujBlDfZatPjYwsRnFSJY7duv41bTN+jPijzqNo0FTm5QSZMvIQW22WnMDohKk9rzfnnfMGIr+eWPmEwTYVhKD754jQOObR9agMUIk2ltJxAbF2i/lASD9xrfP7FT9K71NXjSNwbNYLjf1PteBSVSXIC2Oq80gQ2logfT4FzJIXuBeQ7+1Dk3o7rzyLqfUjU+wqtC8qcQesCvKT34AAF2Oo0YqOtFYkS9p6uxHFbv333b8OXw8+gx26xlcgMQ3HoYTsw+ufzJYEVaUUpxZvvnMDjTx1G9+7Nadkym2OP34kfx54nCawQtUzKCUSlxPqTJpvEYKJ1fpLyUJONq2yVpVSg2vEEzNNLuhWUx8HRb1LkLCFo3kihe1ZJmy6PDSPKjj+kZDnYWKJb7PlkmE8SMPsCoJPETsleTXGZ81VEsxitXZSSH70De7Xjp18vpLAwimUZBIPyPRHpyTQNLrhoNy64aLc6v/bI7+Zx/71jmDZ1BVnZNuedvyt33nMQ2dnV//0qRLqQkVhRIV+vxfG/Inn9qVnSvzSerY4i8dssiG1U/7F6wDgDaFnBURqI4uhvKHCPR7OO+GTTLzmuuOS/CMXejXj6HwAUDTFI1tQ9hG0cimX0ZEMSXLFsKjdqu+3IygpIAitENXz5+SzOOOUTpkz+D9/X5OdFee2VSRx9+PtxC1UIsTWSJFaUS+swRe41aJJ3EzA5AKUSr2uvVAsSPYpXtCBgnFLtuJQKkm19CpUqK/CIrXBV+VnvYfchCpwzKXD6lNzD5kmWjUFLbON4AsaJQOL7LytAwDhTekbWEa01eXkR+WMutkq+rxOvGhbx+HvWaoYPnZ2iyISoO5LEiqR8vYoC5yg8/Wu5x3mMwvNnJHj9CqL+awlfE0uKtyy5MI3tSkaAK/M2ji2AUDkurh6Lp3/HZz6e/gPQKNqX7A9hG6eQZX+KUiGUyiXL+qiCcypM1ZOQ2b+SMVSOrxfj+r/h69SukOf7mimTlzP+9yXlts+qjnnz1nL9NSPYteuLHLjPG7z+6iQcJ3n5htaaN16bROcOg2jTYiCtmg3gxuu/paCg/J6eQqSThQvXs2xpfsJ94bDLd9/Oq+OIhKh78gxPJBV278enMsmRIuK/T6bxUJmtrj8KCBB7TL85jat/w1aHVDs+15+MpydRmTZbG65ZeZseuyEpKybHmoNhxJcDWEYnDHbE558E5zKx1UlkWI/GjcJqHcXxv8XXs1CqBbZxHIaquCWPr1dT5F5f0jUhAESx1KFkWk+hVE5lb7JGjBk9nysuGc6KFYWxvp8BkwceOoSLL919i889bep/HH7IeziOVzridPstP/DVF3/z2VenJewt+vSA33n4gZ+IRGKJbjjs8t7bU5k6+T++H32ujISLrUIoaJGst5BpKjIy5M+72PrJSGya8/VKwu6LFDk3EnafrbEROa2jOHoEySZlleWidXy7K11u2ylFZSdDJbyiP55C93Qqn5gGsY2ziCV8IWKf36pWm6pZjebvpPtD1q3Efy40gGxC1s1xyZOvF5Pv9KbYu5WI/wph71Hynf1w/FHlx6E1he4FeHoCsdHsMODj6rEUuldX6Z621Oy/V3PyCUNYsiQfx/GJRDwK8qPc8r+RfPHZrC0+/003jqS42CnzyDQcdhk3bhFfD5sTd3xRkcNjD/9cmsBuEIl4TJ3yH6NHLdjimISoD7Zrmc1uu7dIuJiCYShOOTVx724htiaSxKYx1x9PvnMwEf85HP0lEf9F8p1DcPzRNXD2MJXrfQoQxFC7xm21jYNJXofqYam9AdA6QtQbSsR7BccfhdblJ7daOxS5V1K5BDsWn6l2JsO8mxz7N0LmHQSNK8kwn8PixEqeA8Aot1uBbfQh03oORZvSbabam2z704SraRW6V5WUVYTZWLcbpci9stxVxjz9J76eTfz9R/H0r6WT0urCoGfHk6jVtBP1eeTBn7fo3Pn5EX4btzjhaFMk7PHJxzPjtv81bQWel/iDjedpfhq7cItiEqI+GfTiMWRm2gSCGz+QB4MmZ5zVjX32S78FJISoKnnekKa0dilyryKW+GwQSxiL3GvItScknWxVOTko2lRyQQFF0Ixf695QbQgY5xL1P6JsMhsgaPRHqVxcbyKF3rlsXH3LQNGCbHswhkr8S9jV49AUVeFefILGHSgVRBEkaJ5TukezDNf7mspN+gphqvJHN2zjSCz7CDSrUARRKnGDZk/Pw9czSTwabRD1hyX8nsZeO5PYj26ihDqI58/CNHcsN86aMmH80riJJRvMnr16i87t++WPsjsJJmxlZweSJrGWpcjOqtvlsH/4/l9ee2Uiy5bms9/+bbji6j3ZfvuGdRqD2Hrt2qMF4ydewovP/8HYMQtp1iyTiy7ZjWOP30nKZsQ2QZLYNOXqX9EUJtnr4+pR2OqYap9fKUXIvJVirz9lkyVFLNkMAj6KZmRaz2Ko7RKeJ2Teg6m6EPFexWc5Bu0JWVdhG8fg+8UUemdQdsTXQ7OUQucCcgIjE54z1rO2KqUADkXemWSrzzCNbmX2eP5UKpfAWmSYd6NUxUmQUgpFs3KP0XolYJM4iXXRekXS18a+18kSPBdDNa8wxprSpk0uM6avTDha2qjRlnyIggYNQuzaozlTp8R/L0IZFif06xy3vevOTWnXrgH//rs2LibH8Tnp1K5bFFNV3Hv3aJ5/dgKO46E1/PXXSl5/bTLDR5zFXnu3qrM4xNatbbsGPPxYn1SHIURKSDlBmoo9bk6WyCl8vW6LrxEw+5JhPo5iY1Jkqn3ItoaRZb1JtvUJOfZPWMYeSc+hlCJgnk5O4HsaBP4iJzAM24gl1xH/OZKVLPjMxfMT11SaRg/KjkBXhkuxd3+C7ZVpCK4IGlcTME+u4jWTM9SOJC+HMDGN5CO+ljoYRYj4bgsGiuaYas8airJil13ZE9uOfx8GQyaXXZH8fVFZjz95OIGAibHJb6pg0KRz5yaceHKXuOOVUrz+9vFkZNgESx6xmqbCtg3uf6g37ds33OKYKmPG9JU8O/B3olGvNJmORjwiYZfLLx6asARDCCFE1UgSm6YsYzeSJ3JRLLXlM8MBAuYJ5NjjyLF/JseeSLb9AYbaHl8vIOp/RdR/G1+vrda5Xf+ncvd7em7C7abaAUsdTmw0uPI8/Qdal+2UULmJcCa2cWjJErTz0DrZCHjlGapJyWIPm9+DhUFzLJV8ZEWpAJnWm8R65G6YpBZC0ZAs+3WUqvkfa601rj+BsDeIiPcGvl4OwOFHdOC6G/bGNBXBoIltG9i2Qa9e7eh/835bfN39D2zLdz+ew2FHdCA7O0CL7bK4/sZ9+Gbk2QQCiT/E9dyzJROnXsa1N+zNwYdszxlndePbH87h2uv32eJ4KuuzT2diGPGPc7WGf/9dxz//VO9nRgghxEZSTpCmDNUGS/XF1d9R9nF4EEvtg2nU3GNTpQwUscefnj+TAveskmuGgRBh7zFC5q04/nd4ehKKLGzjVELmNSiVVc6Zy3/cbKg2Cbe7/mR8vZ6NI5kbShyqzmNKBUfE7j3ivYejPyfWDcAkYJxKyLwbpSpOpH29Etf/BbCwjYNK62QzzAcAA8f/hA01rqbqQab1bIXL0lpGD3LtX3H8r/H1IgzVAds4qlLxVJXWxRS6F+PpP4l9rw3C3iOEjLsIWudzz30Hc+Y53fny81lEIh6HHbYDe+/busZq8vbo2ZJPPj8tbntxscOoH+ZTVORwwIFtadlqY2uxVq1zuOf/Dq6R61dHuNjF8xLXChuGoriospMShRBCJKP0NvZcKy8vjwYNGrB+/XpycxNPukkXWkcJe48S9T8EosSSpJPIMO/Zwkldya7nk+8cjGYpiZPGTZPJAIbakWzrM5RK/Mg+4n5G2L85ybkyybWnxSVCsdZa5xIrQ9jwusolsabak2z74zLb8qL7oklWf6pQNMBQO+LpacR/WOhNlv1i0utprQl7A4j6LxEbcdWAS8i4k6B1Xulxvl6Lr+dhqOYYqm2F91HXit37S95jm9cOW2Rbn2Ia3es8pq+++JvLLx2G72kMQxEOu1x86e48/tThCUdA69r3I+dx5qmfxrX6AmjYMMjchdclLMOoS1prJoxfyurVxfTo0YJWreu2v7AQQpSnMvmalBOkMaUCZFj3kGtPJMceRa49iUzrkWolsFp7eP5MPH8mWiceQfL0pJKWUMkSxk23R/H1PBx/RNJrBsy+KDqQaCWtDHNAwpG8Yu8BYiOwm16rogRWASEyzHvi9tjGySSuizWx1TFkWm+ULKiweQIXwdUj8fT8pFd1/C+I+q8Sm7xVRGzRB4ew/1DJyGyMoRphGT3rZQKrtZegu8RGEf+9ug0ImDljJRee9yWFBQ7FxS6FhQ6ep3n7rSk8/9z4Oo8nkUP77MBuu29XWpe7QSBg8MDDh6Q8gZ0yeTndu7zIMUd8wEXnfckunV/g8kuGEY1Wv3ezEELUNUlitwJKZWCodiiVWenXaO3j+uOIeO9Q7D5OnrMPBe4JFLgnkO/sj+P/EP8aVlG1CpQwjv9dOXEHybE/I2BcRKy+08SgO1nWRwTMIxLEXICvp1fh+jEWR5NtfxXXmQAgZF6BodoTqy0t3YqpepBhPYmv/yZ57W0Iz5+c9LoR7yViI+Sbc4l4r1Y2/BQrInnttYufYJGL2vbSC38k3B4Jezw94PeUTJr6b3kB99w1ip49XmH/vd/gxef/4KNPTuayK3qSkxP7kNRpp8a8+sbxnH/hbnUe36bWrQtzzBEfsGhRHtGoV/oh4PNPZ3Ln7T+mNDYhhKgKqYndBvl6OYXOufgsKtlSNtHSrKDIvZIsawiW0aN0u6l2oWpdARSe/odC5zIM1YGAeSam2r7sESqHDOtOMrizEuer+uiVwd5kBQYlj1DlkG19geN/geN/DRjYxgnYRl+UCqBUQ2J1sIl4qHKWiPWT9tjVeDpd1jXPRtG05APM5gKYqkeC7eXLy4swedJysrIC7L7HdlV+/D/9r5VJe9OuXFGE4/hJJ33VhoUL1nPwAW+RXxAlWlI+cN89Y/j4o+l8+8M5PPToofi+rhdlDgAfffAXruvHtSALhz3efG0y9953MNnZlenaIYQQqSUjsdugQvdyfBYQS14TjRQC+ES858tsiU0mO5L4kclkf5w1mnm4+nui/lsUOEfEjcz6egmuPw5fV7ySklIZmGp/qvK2DVm3VOK8IQLmGWTZ75Blv0XAPLG0jtdSvUn2WU+RiaX2T3peg8QT00Bhqg4VxlVZWkdKFk9YV43Xalz/dyLeuzj+92hddsKRUoqgcQ2JSy6MpAsyJLvWIw/9TIe2z3LqiUM4os+77LLTC/w2rmqjuZ27NMWyEr8HGjfOwLbr9tfa/90zmvXrI6UJLMSWxp05YxXvvTMVoN4ksBBr/1VcnKS1na9ZvCivjiMSQojqkSR2G+P5s/D1DCpeUtbH1ZPitmZaT2EbxxIbFQ0ABiZ7kfyR+4brRAGHIvcGtC5E6zwKnYvJdw6m0L2EfOdQCpyz8HX5qzxlWP9HrKtBRSNFBgY7Y5fTwzYZrX0c/zsKncsodC/CNo4rud6GewwBITKtF8td/CBoXpEkTougeWnJtVzC7ivkRfdnfbQz+dGjS0aEKxdn2H2GPKcnBc4R5Dt7Uuhcgq8TjZrG8/VKCtyjKXTPI+w9SpF7HfnO/nh+2ZKNgHkuQeOqknsJATaKlmRZ7yRdVS2RV1+ayIAnfiUa9SgudnGiPkuW5HN8349YtDD5Mrubu/zKngnXiw+GTK69fu8t7oqw4r9CnnhsHGed9im33/IDs/8u/z059MvZuAlWDwuHXT58/68tiqU2tG/fkFAo8QczrTXNW5TXUUQIIeoP6U5Qx7R2cPX3uP4UDNUY2zg+6WpXtcHxf6DIvR4qtWyrTa49NWHbJl+vQ+tFKLUdhmpGfvQkfCZX4pwZZJiPEfU/wtN/UHYk2MZQO5FtfVVuIuLrpUS813H9sSiVg6l6EvXfI/aZzAEsFI1Klq5NNhqamNY+Re51uPoHNk5mCgJZ2OpUYBWm0QnbOAlDNa3gXBV3JyhyrsXR31N24pRNyLiDoHV+uecvdp8k6r8e91qDNmTb31bYpqvAOQVPT6XsB5pYR4Yc+1fAxNezAIWhugBFeHo6kImpulWpH63Wmk7tB7FiRXyP3WDQ5Kpr9+K+B3pX+nyDP5zONVd+jWnGYohEXE4/cxeef+mY0m3V8ecfy+h75Af4viYcdrEDBtqHQS8dzVlnJ+7C0CT38aTlDbvvsR1jfrmg2vHUhmVL8+ne9aW4SVyBgMkxx3binff7pSYwIYTYRGXyNUli65CvV1LonIbPcmLJlg24ZJhPEDD71UkMnp5HgXMkiZc73ZxdEtvx5R6ldR55zm6VjCCDoHkZEW9Qkhhssqz3sYyNq055/jQc/ROKALZxVMLEVOs8ov4wtP4P0+iMpQ4vHSXV2sHxh+P4n6OJYhtHETBOQRNG66Uo1RpDNQbA8b+lyL2BxLPxg4TM+wmap1byXmOS9Yn1/OkUuP2SfB8yyLX/SNppQutC8pw9k8aZaT2NbRyZNCZPz6XAOSrJtUMEjDNx/C/R5AMaRUMyrEewjeotb5mfH6F184FJ9x90cDuGjTirSufMy4vw7TdzKS52OPCgdnTokLw+uTK01nTv8iKLFuXF1YtalsHfc6+mWfP4UcpTTvyY77+bh79ZHhsKWdx+14HceNO+WxRXbRjxzT+cd9YXKAPQ4Lo+PXZrwWdfnU7DhqEKXy9EfZefH2HalBXk5Abo1r15jfWtFnWnMvmaTOyqQ8XuzfgsYePIVywBKfZuwTL2rPKoYXWYqgOm2rtkFLSihutOyUhdBUls0rraRKKgM4mNTCYaDbbw9Cws9kRrhyL3Wlz9I7FRVoOw9yhB4zoC5plE/U/w9XxMtSO2cRJBMz4J0jpKoXtBmTZZnjeZsPcEsUlqFuBhqaPJtB4m6n1CsnZSECHs3QVoAsaR+Hph6Uh0eQzVLOGHFEePLb1+PB9PT8FSiRMgT/9D8tZiDq4/qdwk1teLcR0Ly050bZeo/zabTmjTrCqZ7PdxyWpxVZOZaZORYSWtxczPi+K6ftJa10Ryc4Ocenry5XmratLE5SxbVhCXwALYAYMvPv+bSy+PL0+574He/DRmIZGIh+/HXhwIGDRrnsmFF+9WY/FVltYa39fljkgfdfSOzF14LUO/ms2aVcX03LMl++7fRv7Qi7SntebhB3/m6ad+QymF6/q0bZfLm++cwB49W6Y6PFHDpCa2jvh6Fa7+mcS1qAZR/7M6iyXTeh6DzpU4MohSTSo8StEERWV6nAax1CElHQ+S1eTq0vKKiPcqrh5TcmyUWNLpE/GfI985kIj3LI4/hLA3gHznIFz/z7izRf1PEvR5jRBLoP2S83q4+juK3KvQFFRwDw5h795YHap7IvnOPuRFD8T14+uHK6KwKW9SXGykPslrVUOSfw9tjHK6JgBMnBAAlfjDh9YeiTsy+ES8F8o9bzKmaXDBxbvF9U3dYPr0lVx47pfVOndNWb8+kjSJ9jxNXl7iDze7dGvO6J/P59jjOpGdbdOoUYgLLtqNMT9fUKejmvn5EW7uP5KWzQbQKPtx9tr9VYZ9NTvp8Tk5Qc46uzvXXL83+x3QNi6Bnf33ap5+6jcGPvkbs2ZWrs5aiFR7/rkJPP3Ub0QiHuGwi+v6zP93HX2P/ID/llf0+12kGyknqCOenkOBcwzJHuPbxllkWg/WSSxaawqcQ0s6FJTHINsajWm0wfNnEPE/QOslmGp3AuaZZUYgHX8kRe7VbF5fWXJFYo+ozyJk3gzY5Du9S1b+8sscr2hUUo+pyHP2gAqTyk1f3YRsaySO/hzXHwVk4eu/8ZlfyTOY2Op8HP0+yUdjk8swXyZgHl7p4329iHznEBIljLHvw+/l1rXmO8fh65kJXm+SY4/FUBtHHZYuyefTITNYuy7CPvu25uUX/uCCK59n3wOXEgxufL3rKgxDYyT5eBsJN6F57oRK3+OmiosdTjz+Y8b9vCjhfssyGP3z+ezao0W1zr+l1qwpplP75xLWtwYCJl8OP50DDmyXgsgq5ro+h/R6m1kzV5VZJcy2DV54uS+nn7lLpc+ltebm/iN5/dVJ2LYZ62Dh+pxz3q48M+ioetVpQYhNeZ5Ph3bPsnZNfCvIUMjiplv249bbD0hBZKI6ZMWuesSgLclH1kJYqu6W7vT1zJKyhooYhL2HCDvvUOD2w/E/xtVjiPgvku/0xvWnlh5pG4eTab2CQZeSLUFs41SyrV/JsX8n155MhnUXSgVRyiDLfgNFIzbMdo/9P4dM6w3Aosi9iqoksACafArcwwh7T+Dqn3H1t1VIYGMxm6o9igZVuu4Gxd71aF355NdQbQkaVxOb9b8hMTABmwzr8QonZmVaz6BoyMaFGgKARch8pEwC+85bU+jW5UUeuO8nBj75K+ec8RljRi/g6ov68MfvLXAdRUGBTSRisHB+LosXJV9+dPYsxaSJyyt9j5vKyLC57Y79k/ZwtSzFj9//W61z14TGjTO44uo9CYbKxqdULBmcOuU/iooqKsFJjW+Gz+HvWavjlrl1HJ87bvsBz0vW6zje4I+m8/abU/C82OS2SMTD8zQfffgX7787teITCJEia9eEEyawEOsW8sf4pXUckahtUhNbR5QKETAuJuq/RtlRPhNFdkkbp7qhWU/sn76iNlsurv4Bl5GUHe2LAIoi9zpy7FGljyFtozd2oDdau4BZbn2dqXYkx/4Zx/8On38xaIttHIVSGbj+uJIygqrySu6tuktneijVgNjqYSuq8XoXV/+MrSo/+Slk3Yjp707UexNfL8VU3Qial2IaFdd6mqoDOfZoov6XeHoqihYEzJPLLCgxZ/Zqbrj2W1zXL20D5XkeSsH6dUHOOO44OnVey05d17JsSRYTJzTn5jsXcPn1PxIMln1/hItN3nqlG170d95854RK32OZ+w3aCdtjQawnbSBJuUFdeeChQ2jUMMTAp34jPz9WbqE1FBY63HvXGN57ZxojR51LZmbyUo9U+OH7fwmHE/88r15VzLx56+jUqXGlzvXCcxPikmGIrYj2/HMTOPf8qi9wIURdyMkNEAiYCZdPtm2DdttXb4BC1F+SxNahkHkjsUkzb5ZscTHULmRaT1dpydgtZaqdqTiB3SBZQqjRLMXXszBV1zJ7KhpB3HhckIAZn7w7/shyrlueLVn3XaHIJux9hE5aZhEg+eIQAAZax7eQqoht9MY2elf5dQBKZZcsOJB40YF33ppKok5YmxYRzfm7EXP+jtXQBoMmHdpfznfD53HUcfNKj1NK88UnHfn4/U7stNN/1YoVYM+9W5GdHSASKY7bF4l4HHf8TtU+d00wDMX/bt2fpUvyefutyTjOxm9UOOwyZ/Ya3nh1Etdcv3eZ1+XnR1izppjttssmGKy5X6uu6/PzTwvJz4uw196t2a5ldsLjMrNsLEvhuvHVYVprMpL0hU1k2dLkT0CWL6v6+1uIuhIMWpx5djc+fP+vuERWQ0omWoraJUlsHVLKIMO6lZC+Gk/PxVCNMFTd19gp1YCAcX5Jb9WKHn+XXzJd7N4GysZShxE0zywZydwyWvsVXjeeqsZrNrCAIAHjIiL+E0mOMbDojcsPJE+WHSxjr2rGUDsWL87DiSZ/lGyaKpZ0KYiEXS6/sidnnb0bu3Tux8vP/cNhRy1Ea/h2eHumT22KUrB9+4bVjseyDF567VjOOu1TdElrp9jjepPb7jiAtu2q9/7RWvPpkJkMenY8ixfl0XXnZtx0y370PqR9tc736SczyySwG4TDLu+9O600iV2/Pkz/67/j809n4Xk+mZk2V1+3F7ffeeAW9asFGDN6Phec8yWFhVFM0yAcdjn/wh489fQRcec+5dSdefmFP9n8Z0Ap6L5rc9q0rXz9f7fuzVmx4t+4Lg1KwS7dyu/EIUSqPfzYoUz/awVTp6xAa41lGUSjHk88dTjdujdPdXiihkkSmwJKZWNVY835mhQyb0eRRcR/ifJHF8vj4jENNHh6OlH/bbLtLzBU9SbmeHoOYffBki4OlU1IjSocm4iFpY4hw/wf+W4Fk7KUC9ok6eQ8dUaZWtT6oOeeLfl62JyEra1ycgOMn3gJo3+cj+dp+hy2A63bxJKda67bi3vvLmTKxLK/9G3b5Mpr9ow71wbRqMcbr03izdcmk5cf4eDe23PTzfvRaaeNXS6OPKojY8ddwKBnxzN50n+0274BV169Z7UTToB77hzNC4MmlE7KWrFiAeN+WcTTzx1ZrcffyRYvAIhGYt9LrTX9jh3MtKkrSks1Cgsdnh34O3nrIzz+VOUn+W1u0cL1nNJvyCaP9WP/f/+9aWzXMpvb7jiwzPF79GzJRZfuzpuvT8aJemgdG1W3rNjErqr43637MXbMgrjvgWUZ3Hxb8mWWhagPcnKC/DDmPMaOWcAvPy8iNzfISSd3pVXr5LX+In1Jd4JtXJFzH45+u4bOZmGrvmTayZvaJ+PrheQ7x7ChjVbl2ASMa4n6T1fhNZuLzeR3/JGEvUdIPjIdxKALPlOSninb+hXTSM3M+mTWrg2za9cXyc+PlGnGHwya3Hr7Afzv1sRJief5XHX513z80XRs20SpWIJ65929yn1Nv2MH8/tvS0rrM23bwLQMvv3+HHbfo3ZWpps+fQX77flGwn2ZWTb/LrqOjIyq1bCed/bnDP1yNp5X9tdjMGhy1TV7cd+DvRk7ZgEnHf9xwvo7yzKYM/9amjRJvFhFRe67dwyDnhmfsDY1JzfAgiU3xLUD01oz8rt5vPHqJP77r5BeB7fj8it6ln4wqYpPPp7Bjdd9W/rvGAxaPDHwcM48q1u17kcIIapKFjsQFdIsrsGzuTj6a7QeUOWm6WFvw4hwVZJRh6j/DLHR2OoksQECxvkYqiW+Xkj5pRVBTLUDvp5KspHfIvdyNP9hqi4EjCtQKoiv/8FQrTDVvlVapnVLhcMuXw+bw5LFedz3YG9eev4P5vyzBqvkMfS11+9N/5v3S/p60zR4+bVjufGmffl+5Dxs2+TY4zqVmxANHzqnTAILsRFNx/G56cbv+HHMeTV3g5u4/OJhSfd5ns+4XxbT57AdqnTOu+45iO9GzCMcdksXMLAsg5ycAFeVjESP/31J0ja/diDWzeCQQ9tX6bob/DV1RcIEFmILQ6xbG6Zps7J19EopjjiyI0cc2bFa19zUKaftzPH9OvPnhKVoDT33almjtb5CCFET5LfSNs7XFfWKTaS8+lO3ZF/VkljX37CoQVWVN5nLLIkj/ryK1oTMG7GNE0u+bkFsFbHEiWyW9SaaAhz3axKXXyh8Yu2HXP0frjem5PpBwEXRjCz7LUy15QlGRf6YsJSTjv+YSMRF69gIXZs2uXw57AyCAZOduzUjJydYqXN16dqULl2bVurYzz6dlXSG/B/jl7JuXbjGm/+vWlnEtGnJO0n4nqY6D5t26tyE0T+fz/33jmHkd/MwTYPj+3Xmnv87iBbbxSZXNWwYwkzSM9V1/C261x07NWbUj/8STVDPnJFhkdugcv9+WyIQMNnvgMosYiKEEKkhSWwd09pHsxZFFkol/iPn64VEvE9iCwsY3QgYJ9XIhKlElMopp6Q0RCxJ3LQ3pg3kAvkkSuYMOlLkXoZmFabah6B5PoZqVXEcZG5RZWs8A8jFoBU+/5TEGmvfFFAXYBoH4umfcd3b8fQkfOYkOY+NrY7BMnZHa42tDsfR37Mx2bWJfX8SRe+xYWldzTIKnbPJsX9Cqdprz1Rc7HDicYPJy4uUmZizYMF67r5jFGN+uaDWrl1RL9ItKVz6e9YqXnt1EnNmr6Fb92ZcfOkeBAMm06b+h20lbqmz4Zr7VzMR69K1KR98fHLS/See1IVb//d93HaloFXrHHbbvfqlJRddshsvvxS/Al0waHLhxbsl7bUr6sbvvy7mmafH8/esVXTaqTHXXr93vV0IQ4itmSSxdSjiDSbiDUCzEjCx1FFkWPdhqI39G6PeVxR7/yOWhEVxvG8Ie0+TbX2EaXRNdupqCxhnUOzNIH4EMkDAOBtT7UTYG4DmP2I1r8cSNK+j0D0dzRo2X6HLZz6+/gcAT88i6r9PtjUY00i+YpDWGkPtia//pfq1rRD7noUAB4NWZNqvYrADrh6N6/+CIoRlHE7Ye5So9w7Jk09Kz2OpA8mwHordnVJkWM9g+cOJ+h+i9ToUjfCYSMVdHnw0ebh6FLY6YgvusXzDvppDtGRiz6Zc12fa1BXMnLGSrjvXzgzzE/p15ttv5iYcje2xWwsaNareyOSnQ2Zy2cVDgVh5wk9jFvDc0+MrlRSfeHKXGu/p6ro+3wyfw/jfl3J8v858+fnfGIYiGvUIZVhYlsG7H5xY5ZKaTXXaqQmvvXEcl18yDNM00FoTdTx6H9qe/3ugd83dTAqEwy6//7YYrWGffVtXuV451d59ewo3XPstnqfxfc3cf9Yw8tt5PP7U4Vx86e6pDk+IbYpM7KojEfddwv5DlB29tDFoQ7b9DUoF8PUq8p39iX/8rTBoT7b9/Rb9YUxEa5d85yg08zbbY5Jlfo1ldip5HJsHhFAq9hjT18sJu4/g6BHEksbOJSOem4+IKQzVlRw7cd2i1h5F7tW4ehRlR3yrKodsayg+f6Nojql2Tfi9KnafJOq/TsVJZ2MMmmCoFgTMM7DUUQlrWiPem4S9J4hNSKtIiJDZn6B5SWVuqFoGPvkbDz/0E5Fw/MhkVpbN2+/3q5GayUQcx+PIPu8xbZN6TtNUmKbBsG/OZN/921T5nHl5ETq2ezZpfWh5QiGLOfOvoUGDmithWLWyiCMPe49FC/OIRt3Sxup9Du9AgwZBdtt9O84+d9dqT+ja3Pr1Yb4e/g956yPsf0Abuu9avyYOVtUH70/jfzeMLO3mYJqKx586LG0WUMjPj9ChbeL3o20bzF14XY2XzAixrZKJXfWE1g4RfwDxj98dfJbh+CMImMfj+F+TeCUtjc+ihAsLbClf/52kub9HodeXLPUOlrEvbLYUq6G2I9N+Bs9fTdR/j6j/LonrU3VsmVu9LGH7Kcf/pGR1rhpYzlN52Kr8tkaO/wEVJ7AAa/BZg6/n4LoTsNW3ZFhPxyXGltEbvIcqHaKxyWpataFL1yaoJPXI4bDLTp2bJNxXE2zbZNiIsxj07HjeemMKBfkRDjiwHbfdeQA9dqteZ4Jvhv9T0hO14iRWKcjMtPE8TXZOgI8/PaVGE1iA667+hvnz15X23g2XfFgY9cN8fv/z4jKtxGpCgwahraYjwNgxC7j2ym/iWnfdcO23tG6Ty6F9qjb5LhV+/P5fTDPxz5dtm4z8dh6nnl7xantCiJohSWwd8FmEJtkqOGFcPZ4Ax6NZR/I/1lbJkqo1K+p/TPJJWC6F7oXk2GMxVPwjaF8vo9A9AU0+5SeGCp1kpDLivV/BaysrnwLndILGBRiqEZZxFIZqFHeUJq8a547g6G+x9c/Yqhe+XkzEewdPT8agNZY6HFePpvz7MFDkYqlDqnH9yjv8yI40a57JsqUFpaNdAIYBe+3divZbsFBBZWRm2txy2wHcctsBNXK+/PwIle0DnJVl8+TTR9CsWRaHHNo+rgXVllq3LjYquqFbwaYMQ/HuO1O5/8Ha/fdNZ089/muZ9+QGruvzxGPj0iKJjUZ9kq+bDFFnS1YNFEJUlSSxdUCRRfJaTwtFrAmzqXanvISypkdhAXy9koq6AkS9TwlZV8RtD7uPliTe5b9e0QCDxJMeYq+vitbAUhInNquI+M8AJnj/R4b5BIZqi6vHAja2cRQGnfD5u4rXBHBwvC9RhCh0zyu5fhSPSYCBpY7A17Px+Q+Ddmjy0SwhtlTtxu4ElV2St6qKix2GD53D0iX53Hb7ATz26C8sXLAxYdca/piwjJde+IMrrkq+WMGmtNYsX1ZAIGDSpGndLYu8qQMObFvpUoLGTTI56+zutRbL2rXhpJ0OolGPZUuSL9cqYPpfKxLWMWsNs2asqvuAquGgg9sRSdKBIxJ2OWQLFuwQQlSdJLF1wFAtMFUPPD2V+GRWEzD6AWCpAzBUx5KJUZs+Xg8SMM6qlQ4FlrEXrvcjyVftiuDruXFbtdYl9bAVt8XS5FHoXIXHr0AhsRrfNigal7y+Kn1el1Sw32HD967Yu7Hk3AagiHgDsdThJfdT1XZeGk0xRe6NlB1x9QAPV48gxx6NoVrHjtYaT0/F13NqvU/s+N+XcPIJsZZa0aifcKRwwxKvt9/yA8f07US77ct/L4345h9uuel75v+7DoA9927Fs4OOqvNlG7vu3Ixj+nbiu+/mJqzz3SAUMmt9Uk3r1jlkZwfIz4//WcnIsNhz74q7cGzLWrfJZcWKooT70mU1pRbbZXP9jfvw/HMTyny4CgZNLrls97S5DyG2FnXXfX0bl2E9iSKX2Kx3iLV7sgga12ManQFQyiDb+gBLHc6GxAsyCBqXEjLvqJW4AsbJQHmjbCEM1SHJvsomgh4eI4ECYiOYPj4L8ZiMZjlb1pGgPJqNLcKixJLNHzFVdZbODGGqziWdJRKxcfxvSr9SSmEZPQiYp2AZ+9daAltU5HDS8R+zfn2EcNhLmMCWidI2+XTIzHKPGTtmAWed/llpAgvw54SlHH7IuyxaWPMlLRV5890TuPKqPcnKis1itywD01QoFXuyGwya7L1P69JFCGpLIGDS/3/7EQyWbW9lmoqMDJszzkregQNg4YL19L/+W7p3fZF9er7G889NSNpXd2t09bV7xX3vAIIhk6uv2ysFEVXPvfcfzIBnjqBjx0YEAiY7dGjIEwMO5+HH+qQ6NCG2OTISW0dM1YHs/2fvvMOjqNo+fJ8pu5tKL1KkSm8WQERpgqhgpSlVEbH3Xl7rZ++9IBbEAkoHRVBEEJAOgtKR3mtIsmXK+f7YJBB2drMJSQg693W912t2Zs45sxuyv3nO8/wefUa4kMmejxAV8Ch90JTcVblClCJJfxcp07A5iELlHEeAokCIVJL1MaQbvYH9DmdIPGpPh+sEqmiFJRcQb85iHisppHHywsCSS/N5jYZCNVRxNtGf+ywkzlGmomTC+DUY+cjDMwwrK880Ok8/+RvmccU3Uobtrd57ZyEvvtK5QGsFsG3JtJ828N2ovwkETC7tVpcevRrh80X/U+TxqDzzXEeeeLo9R46ESEnRmT1rK+PGrMK2Jd0vr8dFXeugRGk8UJjc+8C5BEMmb742H9uWmKZNk6YV+fSLy2MWka1ds58OF3xBMGjmFIU9/cRvjBuzih+m9ftP+L726tOIpUt28uH7i3PuNxSyuO76FqdU8ZoQggGDmp8yjgouLv9mXIstFwCkDJBh3ogl5xHuMhXuuuVVbsSj9nMs7DLt5WSYvTnapevEENQlSfuMTPM6bDYRT0V6cSCoR4o+GtBIM87B2U5LJ0kbiaYUb0Tp1Zfn8tLzc+LOG/V6Vb75rgedu0SLrkPZlJcdC3AAGjWuwB+LbijQWi3LZlC/8fw0dUOOl63Pp1GzVmmmzeh/SlkTZWSEWLN6P2XKJlCrVuk8z7/6itHM+PmfiEi5z6fx5rtdizSXt6SxceNBfpyyHiklF19al7p1y+Z9kYuLy3+OePSam07gAoAQPpL1L0nWp+JRria8xW8TtD/hiHEefvP5iKIWTWlOkvZd1va8Srh71Yn8SgUAA0U05Gg6hSfG+cUTvdJEY4RIRYhEvMqdDmvyoIpzUEXRbmdnI6XEsH8j07ibq699l2sH/o2m5y1iPR6VRo0r5FkFnpQc3Xz+RPxPvx+9imk/bSQYPNqMIRAw2bjhIC/83+wCj3sySErycNbZp8UlYE3TdhSwEL7/0d/8XQQrLLnUrl2G2+5oye13tnIFrIuLywnhitj/AFIGCVmTCVqfYNi/IWUMwSMNQvYowjmkQcJtUy1C9pdZXrC50ZRmJKiPoIn2HBWxBfm10gEP6WYnTDmZo920LBSaEJn5olA8ItaLphy1TfKqN5GgPo0g2/M2EY8ykCRteKE3onBCShu/eS+Z5k0YchLlKv3BY8/O4atxPxArGq7rCn2ubcykH6/Nc9t9wMBmjrmLPl+45WlB+fzTZY45oKGQxVdfrizwuCUdKWVUVwMAM492vS4uLi4uzrgi9l+OaS8nzTgXv/UgAes1Ms2bSTc6Y8sdjucH7c+ijBQkaH3oMP6fpJtXYcoZhAWvSTiCqhN/ynX411Dyj8MxC5u1eJV7UDhqIq6KVviU/8tj3NOAJMKRU53YUV0nNBRRE1052iZWCIFH7UOK/jup+ipS9RUkaI8iRPFshZvy5yxXiBDZotWXYNKy9W4u75HbRSK78OnS7nX5Y/ENvPfhpaSm5p1f/cjj51OvfrmcPFVFAY9Xpfvl9bi6Z2ybt3/+OcSQ6ydSpeLrVK34OrcMnZJTDHboUPSuZpmZhdDsooSi6yrnta3uaC/qS9C4ukeD4l+Ui4uLy78ANyf2X4yUAdKMcyHC4F9FUBlVNECQgK5eiSY6IIRCunEFllwRdcxUfX2uSvu0UDsk2xzO9BAWs3k3MhBUzvKLjS5yNNGVJP0DpEwLr18kIaUkzWgC+B2v8Skv4lGvwJIrAR3TXkjQfi3mPMeii/4kaPcjxIn/ntjyAJa9Dput7Nm7kJ07N/DP+mpoypV063Z+zMKmY8kwbshq0RuJtHVGfPAFb74xnwP7/dhZAT7do+DxqMz4bSANG0XmNjsRCllMmrCWH6asIyFBo0evRnToWCNmtHnz5kOc3/ozMjKMnJxaXVdITfUyd8Fg3n17IR99uJjQcfm7QkDrc6sybcaAuNZ2KrJs6S4u6vRlLgs0r1elZq3S/DbnOhITo6dwuLi4uPwXcdvO/scx7Gk4+79aSLZjyu2AwDCnoYkLSdTeQaE2Fn/jVFQlKJ9LwJr26igClqx544t8SvaTV9tZW4ajtNmCMpwXOgkoBw5rUGiAR70CIbxo4mwAVFGDoP1u1tpibeEKErX30ZWusdctLYLW54TsT5HsR6E2Pu1OdOXiY84J4beexLC/A8LbyillIKUM1Gu0BNueyIcfn0ffPh9RsVJSzPkgdscxoRhUPz2Z9CNGjoAFMEI2lmnz4H0/M+nHa/OcA8L5sz16NaRHr/gbbLz8wlwyM41cRWGGYZN2JMhbb8znjrta8fmnyzANK9f6NE3hyWfa5zm+lJID+/14fRrJyfmNqp9cWpxZmV9nD+KF//udmTM3k+DT6DegKffcf64rYF1cXFwKiJtO8C9GRu1slfssCGHKGZhyKh71Opy7hnnxKENyvRKyxsccWVCRsNNBXhhR5jyKzXosuSnn54D5Nn7rASIFbBIe8RDJ+tgIazIhSpGsf4ciGhD7V9+DJs7Pc9V+816C9qtIdgIhbFaTad5F0Bxx9BzrSQx7PGHRLHO2+LP/p6rQ7/o/+GLEq3nOB6CJC4j2nio0YvSoNY55p7Yd9n/1+4tu2/7HKeswjMiHAyNkM3HCWqpWS+WX3wZyXtvqOcfqNyjHd+N60fZ8545u2Uwcv4ZmDT+kVvW3qVbpDXpeNZotm4vfs/ZEaNykIiO/vZptu+5h3aY7eOrZDjFtuf7tLF+2i6E3TOL8cz/j+oETWDA/r0YmLi4uLrlxRey/ECklpr0UW+4m/kYCQULWKDSlOT71OcI5pAlZ/1PQlcvwqsdZK4noUUEAXemT5a2anVoQi2RiF2oJAsYwDGsuR0J9CMm3cI7eBvBqV0XNUVVFXVL0ySSqH8eYzyZkjYq5WstehSF/JDJdwiBgv4SUfmx5AMP+3uGc3Ogem7NaTyU9PVrXtKN41H4IEhzWruHTHoxqjQVhr1fLKrrsIU2L/udE18PHGjQszw/T+rFt9z38s+0uFi69MU+3hMkT13L9wAlszhKtti2Z8fM/dGz3Rcw8W5eSy9jvV9Gp3Qi+H72KP5fvZvzY1VzS5Ss+/3TZyV6ai4vLKUSJF7EvvPACN954I/369WPGjBlRz1u3bh19+/bl9ttv5/bbbycYzDsX89+ILfeSbnYnw7yGkD2avLbpj0USFgletRep+kIS1OdIUP9Hsv4LidrLCJFbOGmiFWGx64SKVxlEkjaCRO0jNNGbsCB2QkOjIwqxzMMtTL4h0+qPzcIY53kw7TjsmoRC9HQHg4D9HJnmo1GdHEz5G7FEsCWXZbW3zTtjRwioVuMIGXGIWEWUI0kfhybOI/vBQKEWidqH6Eo7Lr+iXtT82rPPOa1It+F79m7kaNrv9apcc5yZfWqqNy67Likljz/6a0SE1zQlR46EGPnFnye2aJdiJzPT4Labf8Aw7JyHLsuSGIbNfXdP4+BB98HExcUlPkq0iH333XdZt24dw4YNY/jw4dx6661s2LAh4ryMjAwuvfRSnnnmGd59910aNGjAXXfddRJWfPLJMIdiy3WExevxBU+x2st6UUW7nJ+ESMWjXolHvQZV1HC8Ipwu4NQ2U8EjHkBRkhFCQRMXYMutRBfUAp92K0naVxxty1tQQsRjvaWK+sSOkEoMexxB6/0oxzWiR5ctpFQRoiLxPETYNmzaUJ4KFfPOiYVwbm+S/gWp+gpS9CUk6z+jK50A6NWnMXXqlsllkaUo4RzXF18u2raY9z3QhkqVk3LN7fWpVKueyi23FcxDNz09xMYNBx2PBfwmP//s5GjhUpL57ddNUdsjm6bNB+/Fekh1cXFxOUqJFbGhUIinnnqKQYMGAeDz+ejatSvPPfdcxLkffvgh1apVo27dugD07duXYcOGsWnTpuJc8knHsldhy5U4C0sdrzIYn/oazp6rPrxq/NXhUgbJtG7GOec2KVfqQdD6GJu5Udalkqh+hqrUQ1G8eJUhxJdHGw0LRYS7UVlyPQHzNfzmk4SsyUh5NNKpiNPQxKV5zBUkaA93jMaGi76iRU5NMq3bkfIQqmhGXqLaNAVmYHC+26YKkYgiSudyDPD5NH76pT+33dGSChUTSUrW6XJRHab/OoDWbarla/z8Uq58Ir//MZj7HzqPBg3L07BReR5+9Hx+m3Ndgbtxeb0aqur8vggBZcr8d3NKC4sVf+7myf/N5P57pjFpwpqYKSmFQSBgIaL8rksJr748jw1RHlxcXFxcjqXEuhPMmTOH/fv306TJ0W3I5s2b8/DDD0ecO3HiRJo1a5bzc9myZalatSpTpkzhtttuK5b1lgRsthAWZZkOR1WEKINXvQpFlCNgPofNOkCgibb4tKccW8tGw7CnA+lRjmZisxCFc7HstQTtWEVLEkWpkvOTV70LySFC9lcUrJWtji1XEzDnZtlpKYSjoaMJWm+QpH+HIsJdghK1l/Gbj2HIcTHGSwMygNz2Hoqojle5laD9Mc5idj8ZZn+Ste/JMG/IcmAI5TK9lxJCIZWZU/tx9VX9ALDltqz31kJT2qOKM/L9DqSmennq2Q489WyHfF97opQp4+OhR9ry0CNtC2U8j0flsivqMWVSZNGYrqsMGNQsypW52b4tja++XMGmTYdo3KQi1/ZrQtmyBe8+VpIIBExmz9pCMGDS5rxqlCsfa8clN08+PpN33lqAEGEniRGfL+eMeuX4cXq/uDyFC8L5F1Qn6FB8mI0A3n17AW+8FdsdxMXFxaXEiti///4bRVEoU6ZMzmtlypRh7969HDx4MNfrf//9N506dcp1fZkyZVi7dm3U8Rs2bJgTwbr33nu59957C/kOih+FGkTfIpcoWWkButIO3dMuy3NVQ4j4v/SyMe2ZMY5a2DLsGhC0PiK2GJWIYyKVQqgkaM9ghjZmRW/zi4ppr8eQnxG2CcuOogax2YbffJIk/Z2suXwk6q+RaegYcizOkeJkwg0TIvFp96JY9fBbdzreF1iYcgEp+q+YcjqmtRxEIoo4g9m/L+GTD3cx57fTCPg9PHDX20yYtpfa9UcTztWVYL2ELq4gQXs5l7XZf42XX+3CooU72b8vE7/fRFEEmqbQb0BTOnaqmef1P05Zx4C+41AUQSBgkZCg8dyzs5kytS9nnlW56G+gCJk0YQ033zgFw7RRhCAUsrjrnlY88XT7PDvI/TZzE++9szBX5DUQsFizej9PPPYrb75zcYyrC06Fikncfmcr3npjvuNxw7CZM3trkczt4uLy76LEitjDhw9TunRpFOXol7fXG44MZGZm5hKxhw8fpmzZ3D24vV4vmZlOEckwq1at+tc1O1CVBqiiaZa5/7GCTEFQNqs17FFOxMRfRt1KzxqbUhj2zxhyMrFErEINBLm3uQ17KjYLCriyAIb8JMoxA1P+iG3vQohyCBEuStPVqzDMMY6rA5UMsz9edQCauCRCGKiiNmHR6fR+BLDlP9hsJWh9hSXnhV/NqMqH7zRj2g/ZVlMWF3TcSNWa0wm7SRwtbDHkFFS7GV51YNzvwL+Nyqcls2DJEL79eiW/TP+HUqW99O3flAvanZ6nUEtLCzKw33hCoaNCze83EQL6XTOWlatvyXcaR2GRmWkw9vtVLFm8k4qVkri2XxNq1Cgd9/UrV+zhugETIiLU7769kNNrlM6zRfCnnyzDNCNTZUIhi69HruT1t7oW2XvzzHMd+OTjJWRkOOeMV6yY/wdrFxeX/x4lVsSWLVs2wmHA7w8XKh0rYGOde/x5/yZMe0k411SuQRGn41GHoCsXkKh9RIY5GFuuISyuTASVSNI/i3AXsORGbPkPCtVQlfr5ml8VjTDlFKIJVJvDBMxHcY5uHsWrDiXTvAlLLgSS8CjXELIn5XGdl6MRZ5G1BoX47MRsjpjnAR48Si+QyYTkJ4TzVrO/0LP/WwKHseR8Ms1leJR5JGjP5hpNiMo4NYYI40NQhnTjao5NvfAlbueDL3ZyXe+Lmf1rWMDfcMsKdN1p/UEC1rD/tIgFSE72MGToWQwZela+rps0cS2KQ06tlLBndwYLF+yg9blVC2uZcbNp0yG6dPyStMNB/H4Tr1fl5Rfm8O4Hl9K3f9O4xnjvnYU49VsMBi1efWluniJ29670XE0njiUQMAmFrLg7yeUXIQQ333YO7761gOBxHdy8XpUbbszf5+zi4vLfpMSK2Dp16pCRkUEgEMDnCxdv7N27l2rVqpGYmBhx7r59+3K9tnfvXurXz58wO1UIWePxWw8SFm02ttyCaf6BV7kXn3YTydpELPkntlyPIqqiila5tqNteYhM89Ys4RgWhIpoRJL2EYqIb3vVo16VlXN6vIATKJxDyHqf2EJUIGiM33oyawwbOEzQfo/YrgEpJKj/hyKqA6kY9lcY9iIk0VvlOhMiZI/iqFg99j6y//tYhRAkZI/CY1+DqjTOeVURZdFEV0z5M07RWFseybqf3GrB47F5+MkFOSK2Vp3DKFEzBrYjZVqhtL8takIhiymT1rFu3X5q1CjN5VfWIyHh5HWkOrjfj4wi1HRd4cD+6Ls1RckNgyayf58/Zys/W8jdfsuPtGtfg2rV8/6sV67YE7UIa9u2NKSUMSPV551fncWLdkaISICatUoXmYDN5sGHz+P3WVtYtnQXoZCFoggURdD7msZcefW/82+3i4tL4VJiE+06dOhA+fLlWbjwqN3K33//Tbdu3SLO7dmzZ67z9u/fz/79++na9d9XGCBlAL/1OGGBmP0FJgGDoP0qttyLEAJNaY5H7YGmnBuRTxmOfC4mLNYyCeewriLDGJir8CgWiqhEovYW4ecgL+GIqAeFaiRqz2GzKa87QbKScNHVsV/Eefn7phO03kYVDdGU2iRo/yNceFUQTPJbPGbYUyNeS9ReQBUtCL8XCYRtwlJJ0j7P8rR1vqemzfchRO5Cr2gErDfztc6Twdo1+2lU731uvnEyL78whztv+5H6td9j2dJdJ21N57SsgmU5C71AwKTFmcWfE7tl82EWL9rpKEA1TeG7UX/HNU7dM8pGdW6oUCEpz1SLG4eeha4rHH+a7lF44ql2zhcVIgkJOlN/7seX31zFDTeeyc23ns2P0/vx7geRaTsuLi4uTpRYEavrOvfccw9jx44Fwl6w06dP5+GHH2b//v2cc845rFmzBoDrrruO9evXs3v3bgBGjhzJTTfdRLVqRWspdDIw5R9E3zb3YNq/ABCyJnEk1IXDoTNIC7UiYL6PlAaWvQZLLiHSv9TEZgum/Qt+83XSQu1JC52P33wGW+5xnE1XLiVFn4NPvR+vchOJ2hsk6z+jiGrk3aGroEhstmPYPwBgy91INhbRXMdjIx18X4VIIVn/lmRtLAnq4yRqb5Kqz0dTWiEoFXW0QEDNEa6JyWaEmDiWkO2Us1tykFLS88rR7NsbLr4KhWz8fpPDhwNcffkoDCNaykV4W3vB/O3s3hXN7cKZjIxQzHEBWrepyllnnxbRhMHn07i2XxNOq5KSrzkLg/37/VG7mwWDJvv2xRcdvvnWcxxzVr0+ldvvbJnn9adVSeGnX/rTpGlFFEWgqoKyZRN4462u9OzdKK41nCiqqnDxJXV5/a2uvPByZ1q1ruoKWBcXl7gpsekEAA899BAPP/wwd911F4cPH+aTTz6hZs2a7Nixg02bNnHkyBEgnCM7ZswY7r77bqpUqYIQgjfeeOMkr76osIglECUGAXM4QftlsoWqZB9B+x0suQJd6U50Gy4Fv/UQkgyyt8ZD9lcY9kSS9Uko4rTIK0SFiHa0UgYIPx/FFhixOTZH9XgC+K2H8VsPIcg7kuZV7iVov01e+bl5o6ErHaIeVZUmqOTuTOVR+2Ca8zk+GmsaKmNHn4HXqyGEIO2QhzJlYkWhS3YXoz/mbmPHzvQIE3spIT3D4OdpG7mkW267sLS0IDffOIUfJq/D41ExDItLu5/BBx93i2nvNGXSWv732EzWrzuApilccVV9XnqlMxUrRbpICCEYM6E399zxE+PGrkZKia4r3HBjC555ruMJ37ffbzBzxiYyM03Oa1stLlF8Rr2yUVNHvD6Ns86O/HfmROtzq/Lya1144N7peDwqEkkoaHF1j4bccXeruMZo2qwSc+YPZuuWw2RmGtSpWzZm+2AXFxeXkoSQ8e4f/0tIS0ujVKlSHD58+JR0J5AyjTSjJc6doBSStSmkm1fhLHpUEtQX8VuPRrleJSyQjxd7GrpyNYnaizHXZstD2HIjppxP0HqbvFMDoqFkreNERHA2Gqn6Go4YHZBsI770ATXrvGMj3l5U0Yok7fN8RYqktPGb92HIHwm/50fnD2S0ZPL313Ak7TR69ZtDctkPiXbPqmhNsv5N3PMWN2O+W8Xtt/zgWG2emKjzfy90jCjKuvSir1gwfweh0NF79npVWp9blclT+zrOM3H8Gq4fmLsiX9cVTquSwvzFN5CUFL2t7uHDAfbsyaRq1RQSE088T3fShDUMHTIZ25IIRRAMmNxw45m8/FqXPKv6n3piJu+9vTBXPqqmKVStlsLi5UMd2/dGY/9+Pz9OWYffb9KhU03OOKNs3he5uLi4lHDi0WslOhLrEokQqWiiO6YcT25B5sWj9EASq9ONiiV3o1A9K2f1WJGW/aXrFK00s3JBnUWslCH81lMY9veEBWBBxSuEHRWOz5MtONIuhRCCRO1tMsy+WeMGyf7V1+iMyQyOdtWy8CkPoyi1CFpvYsnVCErhUfrjVYfme6tTCIUE7XUUqwVB+5lcx3xJi+k5aDUp+jQEZ5Ju/pbVce14NLzKIPzma9hyNYqojUftG7Ud8MmgUePyBKIY2JumTePGuRtprPhzN3/M2x6RFxoMWsyds42VK/bQpGnFXMeklDz28IwISynDsNm7J4PR3/4dsyK/VCkfpUoVToevVX/vdbS3+uLz5ZxeoxR33t065vVPPNUeTVV4560FGIaNbUsuaHc6Hw7rli8BC1CuXAL9B8bX9MHFxcXl34S7b1SE2HI7QesjAubrGPZsZLQy6XwQMF93tLbSxRX41GcAnegCUEERXhK0j4EyhIWch7AVVFkEsbYxo0cw/dYTGPY4wgK44AJWoQ666B1zrqirc7gkFFSY8P3pWJaNpjQnRZ+BRxmKJs5HV3qQrI0hyfM+qfpCErU3SdTeIFVfgFe7Dl1pT7I+jmR9CrrSA1tuxrDHIGX+i8iEEJjyF4cjYUEdtD5FCC/J2hi86mPA0UiaoAE+5UEyrbsJ2Z9gyl8I2V+QblyEYU/L91qKioaNKnBe2+oRAkzXFeo3KMe55+XOT/9z+W68Xmex5vWqLF++O+L1/fv8bN582PEav99k+rQNBVx9/vnw/cWOrwcDFm++Pj/PAklFETz+ZDv+2XYXc+Zfz9qNtzNhyjUnJUfXxcXF5VTFjcQWEUHzcwL2c4TfYgvsj1FFI5K0EQiRXKAxbbmNoP0+TiLVkD+SwDOoojmCZCQHHEYIoXA6mWZf4Ajh6GMIVZxDojqckP0JQftDIq2iNHTR5ehc9uysKOUqwu1Y91KwFrHH4kOSiSFHcdT7NX+YhkDTw9cZhiAzU+O1F5pQsexGLrm0LoqoRIJ2T8R1QqTkur9sguZXBOynyG5da1hTCFhvkKx/jyJOz9faLLkgyj2FMO1fgUcQQsen3oBPvQEp/YQfCrwcMVqT+zMJ/3emeTep+kKEcO4oVtx8Nepqbhg0kRm//IPXqxEMmrRqXZURX10ZEcGuWCkZy3L+jC1LUrFi5D15fSpCOD+wKIootChrPPz9196IKGw2+/ZmEgpZeL15/3lNTNRp2Cj+ds8uLi4uLkdxI7FFgGWvJGA/Tzi/MUhYjISw5N/4recLPG7ImkT0jyyEJRcjhEaC9irhiGz2l6gAdDxiKJnWPUj2EhZCQUBiyT8J2q/iUa9DUJ5wdDYbDUjEp92ds4ZM8wYsuZRw3u0eTlzAAgSR7Ob4vNGjxChmk7B/n4/J42uTmaGRkaExeVwdLm1/Ndu3JrFs6S4seyV+8wkyjJsJWsOR0jmil40tt2QJWIuj+cMBJAfJNAvSoji6wHJ6qBEiASFSMOUfyChFXZmZJq+8+jyr/t5bgPUUPqVL+xgzoTfL/rqJb77rwaLlQ/lxej8qOAjSjp1qkpLqiXBkEAJSUj2O7WRTUrx0urCWo62Upilc269JxOtFRb365aIWQJUp68t3SoCLi4uLS/5xRWwRELS/jnIkhGGPRcrYLVudsOQGgvY7RK+wF8isY7rSgWRtIrpyJQr10URHkrThKEo5wlHc40VikJD9NQKdZH0CHmUAgooIyqErPUnRp6CIakhpErCeirGG49GJ/1fs+EKq4+8uuuWPELB9awp3DLmQ+lUG06DKYO68sRNbN6eiaQptO0wj3byakP0tppxGwHqNI0ZHLBndmitkj+donuyxWFhyGbbcGed9hfEoV5H74SAbLx6lT9TrpMyOmDsdg02bttHh/C9Yu2Z/vtZTlNSoUZqOnWpSp070jnmapjB6TC+SUzwkJGgoiiAhQSM5xcN3Y3tFFYhvvNOVMmV8OUb8QoDHq9K3fxMuaJe/6PiJcNMtZztaovl8Krff2cq1ifoXsG7dAe66fSrnnjOcqy8fxY8/rI/bR9vFxaV4cNMJigApdxBd6IUAP86CJjrh6F/sfFNNnJ3z36pSn0Tl5dwzm5OIbtVkYsq/0JVWJGiPkcBjEWfYch2SI/latyrOw5K/x3MmzpX5HrzKbXjVW0gzmuDUFQsU9u6phKqKiC3qGrUO0Oyc744bO4AkhN+8j2R9nONqpDwYZa7wfFIeAgfLsWj41Lsx7VnY7ODo56ii0BRduTrqdZpyJljOn7vXa7FgbiVCIYsXnvudz0ZcEfd6SgJnn3Maq9ffxpjvVrFxw0Fq1ylDj14NSUmJbq9Vs2ZpFi0fyojPl/PLz/9QtkwCA65rxoWdaxWrcGzWvBLvf9SN22/5AVVVQEAwYHJVj4bce/+5xbYOl6Jhzu9buLL7KGxbYhg2q/7ey6xZW7jp5rN57sVOJ3t5Li4uWbgitghQRQtMGekNCiAoB+SveMOW27Oq1qNFARR8ykMIkRjlePZZNYiVb2pa09CVWP6SKvG5BmiAQqL2AQp1SDcvxdmXNoygKpJokU2BqjRFCA1duSqrgOx4caly9pl3U7bcStKPhChd9hC9+22gbLlMLr8qOYq4sbNa8+509L9VxZnAKJxFv44iakW9H8e7EKXwqf8j0xrK0c9AweZPLLkATbR1vE4RVbLuexLH/j4F/CqzZlRj7eqygGT6tOJq+FC4pKR4uW5wi3xdU7ZsAnffey5333tyxWKfaxtzSbe6/PTjBvx+g7YXnB4z+uxyaiCl5KYhU3LZn0kJoaDF++8upN+ApjRqXIG0tCCTJq7l4H4/LVtVodW5bqMGF5fixhWxRYBH7UvQ/gQnwSgJELSG4VWHIER8eXNSphMWkM7RXU20w6sNynMcXbmSoP1q1OMWS46bV2LYYwhaw7HZhSCBeESsQi2S9G+w5FLSzS7E9ntVSdI+xm89hiVXkvseVQTl0cQFACSoj2QJz42EhawG2HiVW6lZvRMrVl3A/IUf0LzVt0ipoqpG1nscbX4lvF3vIGJ15WIC1qtIdh23Jg9e5RaEyF8RkZQhMq27jxsrnGubYd5K+p5fSEpOpnTpyHET1OcRVORQ+jASEw38fpWvPmvIC08etXGKVunvUrSkpnrp1ad4ulu5FA+rV+1jx3bnHSdVVRg/bjWb/jnEoP7jUVUFKSWmaXPW2acxZkLvmI06XFxcChdXxBYBiqhIkvY1fvNubDaTW8hmELTfxGYjidpLcY5Xk3BhkFNbTi8etWec45xGOI3BeZs8HCU+SsB6mpA9iuwIoCR2MVTWLKiiCQIPmebtODdVyCaZJO0rFNEAlZZYLD9uPRVJ0kcihIotd2LLPSSqX2CzDMOaA8JGVy5FV8Jizpewh7PavENYaGeL7VgCOjHrvY1ECA/J+vf4zYcw5SzCDySJeJVb8ao3xfE+5MaUs4n2vgf8fu6883GmT61Jx441efv9i6lRo/Qxa9FI0O7n48/P5aP3Z7B7l4phHBWtHo9Kn2sa53tNLi4ukYRCVtQW0JZls29vJgP6jcMI2Rz792Xpkl3cc+dPDP/88uJZqIuLi1vYVVRoSjMStW9xrqoPYthjsOWWuMYSwotXuYvIPFoVQUW04+yhpLQx7bkErREY9i9IaWSNI/AovR3GAfDgUa/J+cmS/xCyR5J/31cVISpyxLgwj2sVEtVhaEpTQtYXhOQXREat92HbR0g3BnDEuIAM8xrSzTYEzI8w5EQM+ysyzb6kG1djyQ0xirGc8OBV7kKI6LnJiqhIkv4ZKfoikvWfSdUX4tNuLtCWYdgNwfmfm2VB6TJBkDDrt810ajeCw4cj0xiG3NiKsmWro6pHIz0+n0a16inc/9B5+V6Ti0s2gYDJt9+s5MnHZ/LRB4s5cMB/spd00mjYqAJJSc4d3VRVIeA3UBz+BoRCFuPGrHb8t+vi4lI0uJHYIiTsDerDOR/Ui2nPw6PGV1HtVQcj8BGw34AcD1gLyVbSjHPwqc/gVa/AsGdnRUDTCYsmBUEpkrQvUJWG+NQHMOUibPkPYZGpAgoepReaOFqwEPYu9RC9EOx4FMKFSg0I2Z8SOwILILDkXDTZkqD9Ls5RSoNM64qssbM7bYFNbqN5S/5JutETXVwcZZzwfOH/2QjK4VXuxqM6tzaNuDNRhnBziIKjKi2iF2j5LJYsrASEPVLTj4T46ssV3Hp7y1znJSV5mP5rf776cgWjvvkL07Tp0ashA69r7m5huhSYdesOcHHnkaQfCREMWni9Ko8/MoNRY3rS6cL85X7/G/B4VJ57sRN33/lTVrQ1jNen0qZNNSxb5sqXPRbbluzdm1msnsUuLv9lXBFbhITzJmPlkMYvPIQQeLV+WMYSDDmJ3LmVRwhY92BYP2Mx5ZjXLcJCdx8Z5kBS9DkIkUKyNgFTTsewf0OQiK5cHq6Czz1j3GsLYyOoh81fxFf8pYDQkKRFacyQjcS2LV56piV7dyfS+eItXNRtE5p2bNTWBjKznBN8OAtvDynabBBhERtvPvKJIKXElmsBE0XUR6EJ9nEpE4GAwqxfqrNhXemc1/x+k5m/booQsQAJCTpDhp7FkKFnFfHqXQqb5ct28erL81gwfzvlyycy9Oaz6T+wadjd4CQhpaRfnzEc2O/Pcfbw+8N/W67tPYb1m+6I6Rbxb2XAoOaUKZPAc8/OZvWqfZQu42PIjWdy/0PnMeyjJYwbu4aAP7JGweNRqOJ2XXNxKTZcEVuEaOJ8omdsmOhK/qxabLkXQ04kWp5nbgGbG0k6pvwVXXRFCB1dXIquXBr1fF25kID1XL7WJ1lD/I0PbHRxEYJEYuXpAoRCKomJBt99XY+JY+tQv+EBxv00AY/32LkMTLkIKEU4Cnzse+TFo9yAopTP1/2cCKY9h0zzwazGEoLwPebeopUSTEPhvtva5XpdVQXly8d2mnA5tfh1xiZ6Xjka25ZYlmTnjnQeuHc6v87YxGcjLj9pVe0rV+xh/fqDUbunTRy/hn4DmhXzqqKzbOkuxo5ZhT/TpNOFNbno4jpF9hDQ/fJ6dL+8XsTrffs35flnZ0d0j/P5VIYMPYvEROdUBBcXl8LHzYktQoTwkai9TPhZIft5QQW0cMW5SM3XeLZcT/w5nxFXY8ttcc5zEEkQXQwkWv6sc6Q2XgHrwaP0RVXqI4QHXelJuDGCMz6fRYNGBwFBMKBRqXIGiuPbsBdNtEShKdnpDaChiUvwKpHtZosKy15Dhjk4yzbMJCyqMzg+Qi0EqKrk0is25XpdUQQDBpYc4eByYkgpuePWHzEMO5dYDARMJk9cw4I/tp+0te3enYFHd/6bYluS3bsyinlFzkgpefiBn+nUbgTvvrWQjz5YzMD+47mw/Zekp+e/ecyJULZsApOn9qVq1RQ8HpXEJB1VFfTs3Yin/69Dsa7FxeW/jhuJLWJ05VKStVoE7c+x5WoU6uJVr0NVmuZ7LCEqEn+3rOMxsGXs9qRSHibTfBhTTic7n1alDZJDSHaiinroSh+kTCdgP5LvFQiqoIgqeNXr0MQlOa8nqI9g2X9FbLVnEwwobFhfmkqVM7iy13oGDvkLRXESzBJTTiH8a51EOPKpY8opZJgrSdK/cPSELWx27nuLhGQLLY5/XQmJFh27bOfrzxuiqgJFEdx6e0vatK1e5Ot0KR7Wrz/I9m1pjscsSzJx4lpat6lWzKsK07hxBQKB6H9TmrWoVIyric60nzYyfNhSTPPog2AwYPHXyj0898wsXni5c7Gu56yzT2PlmltZOH87Bw4GaNGiEqe5aQQuLsWOK2KLAVVpSKISn51WzHFEHRTqY7OqQNeH7E/xypuyCpVyI6Uk3RyILVdzrEWVxR/oyuUkauOOOdcmYD9JrBSASDyk6DMAFVuuwpDTsK0d4dQGpTPJ+lgyzVsx5c8cny4hFNi7O4F5K7/GNBV8vugWOOFosMHRwrLwF7TNJjLMG0jWphTp1u2mTYc45J9HrdLx5AUDUqFhg1r06NWQ0qV9XNuvCa1aV43r0oMHA4wbs4rduzNo1qwiXS+pG7Vdq8tJJEarUtuWLJy/nT+X76ZZ8+IXjKdVSaFHr4ZMHL8mV7GSrivUrFW6xBR2fTpsKaFQZBpVMGjxxWd/FruIhfCOycl6+HBxcQnjithTjCT9I44Y3SCi/auOoAqSHUR3BtAx7B/xOlTlW3J+loA9/toghj0WW96PIipkn41KEyyWEn8KQYiQ/T1B63UkB4+5TidgPY1XuZtE7U0yzdsx5UzAQyhkYVkWTz18Hv/36u/oukTXY/m+xsLElhuw5J9oonkBx8ibd99awEWXJ1Kj1mGUOPSkLRUaNbiRz0bE6pQWyfRpG+nbewyKKjANG1VVOK1KMlOn93MjQg6kp4f48P1FjByxgmDA5KKL63DvA+fm8uMtCvbv9zP627+yHpwi/61ICYsX7aTD+V9w+ZX1Gf75ZcVe6PXeh5fi9ap8+/VfaJpCKGRxXtvqDP/8chSlZHSg2r07PeqzQHp6CNuWJWatLi4uxYcbtjnFUEQ1UvWFeJTrgHKAhqA6CerTJGs/oYnoxVphpwLnhgWW/JPovw4eLPkXAFKaZJiDsfiL+AUsgErAejLLiSB3QRZYBO23MOUfJOnDSNYm41MfI5T+NG0aD6ZipUwsqzC+oHRsuTXrPtIJWaMImG8QsiYhZX79cJ2ZNXMzn37UmFAodu6ybUMwqDDy0wa8+UpedmS52b/fT9/eYwgGLfyZJoZhEwiYbNuaxvUDJ5zI8uOa+++/9nLkSOG8X8WB329wUaeRvPTCHDZuOMj27UcYOeJPzmv5KevWRXfGsCybL79YTrvzPqNRvfe5fuAEVq7YE/e8e3Zn0LbVcN58fX6ubfDjMQwb07SZMnktH7y3KF/3Vhj4fBrvf9SNdZvuYMpPfVm5+hYm/XgtFSslFftaotH2/NPxROlK16BhOVfAurj8R3EjsacgQnhI0J4ggScijiWI/3HEmISzzZVEE2c7j0lpYjkpiCyfVFNOw5KLyF8TBEHYZ3V/jHNMQtZwdKU9qlIflfpUrQzjJu1i9YbF+Hxxbs/HJIQqamLai8gwryP8HpmARsB6liT9W1RR+4RmKFsugR8m1KLNBTsYeMPfCIFj6kMwoHL9NRcz57cqaNocrr/hTMrF6Ujw/ei/Hb+0DcNm/h/b2bz5UKFHGA8eDHD7LT/ww+R1KIpACMGg65vzwssX4vEUf8vbjRsPsnTxLsqVT+CCdqfHjF5+9eUK1q87QDBwNIpvGDa2bfDEo7/yzXc9cp3v9xu8/eYCXn9lXo7dFMDOHUeYNGEt4yb15oJ2NfJc44vP/87efZm5vEZjEQxYvP/uIm6/M39R+Xg4eDDAlElrSUsLcl7b6rQ4s3LEOeXKJVCuXEKhz10Y3Hzr2QwfthRDWLkisrqu8L8n20W/0MXF5V+NK2JPQaS0MeVvGPZPAOhKVzTRHiEUFFEWjzKAkP0tuYWmB1U0RhWR3qPhMS7Gbz3pcEQgOA1VhKvlQ9Z48t/FC+AweUVuTbmSTOMBJGloygV4lKtocWZlGjXrSab5N0I4+b+qhEVyXgVvWtirVdQlzWhN7gYUJpIQmcaNJOs/n1DO7OAhZ7Jk8U7+d//5tDl/B/UbHnI8LyHRYu6sKoDA41GZ8csmevVpFNccO3ccccwPBNB1lV070gtVxEopubL7t/y1ci+WJXMq7L/84k/S00N89En3QpsrLwIBkxuum8gPk9fh82mYpk3p0j6+Ht2Dlq2qOF4zetTfjsVLliX5aeoGpJQ5n7lp2lx+6bcsXbKT0HHiM3zvFnfc8iNLV96U5+/JmO9XxS1gs9m7p/DdAL4f/Tc33zgFTVOQUmIYNu071uDrUVeTkHBq2EFVP70UP07vxy1DJ7N61X6EgDJlE3juxU5cdkX9k708FxeXk4QrYk8xpDTINIdgyvlk568a9nhU0Yok7ROE8OBTH0eQStD+lLC1k4YuupGgPRX1i1eIVBK1d8k0byUckQ0Sbhygk6R9cMx1BbGzyS62yotDGHIsIDGt2QStD0jWx6Erl6GI15AO/q+6uCHruq9jjqyIeiRpwzHsn6OsxcZm2wnnzPboVYf9hw9StfocUkuFsCxQHQKVe3YnIOXRzyI/26GNm1RE96hYDmbrpmlTt165Aq09GnN+38rKFXswjNyCLBAwGf3tXzz1TPtiy8N94N7pTPtpA5YlycgIf4579mRw+aXf8NfaWylbNjKSKO3oD0/yuETLKZPWsnzZ7ggBeyybNh3mn38OUbt27C5ulpmfdJsw9eqHP7vMTIPPhi/jm69WYhgWV1xVn5tuOSffkdJ1a/czdMhkTMPO9eDz+6wtPPHYTF55vUuMq0sWZ55VmT8WDWHz5kME/CZ1zyh7UhtFuLi4nHzcvwCnGCF7JKZcQFhMyqz/hbDkQkL2SACEUPFp95CqLyZF/51UfRmJ+msIEVto6MqFpOiz8Kp3oit98akPk6rPRlUaHnPOxYTFbUGI55kp+4s/gGQvmea9SEIk6d+hiIaEI69ewl6z15Gg3YMl18QcUeEsktQJKKIikt0xztSRxJ/zGLFymUGm3ZO+14+jfeetnFYl07G4K+BX+ejtoz6whmHRqXP8VeCXX1mPMqV9qGpu4ev1qfTt36RQt4T37sngrtumRgjYnDm9GsuXx3pPC4+0tCBfj1yRKy0AwsVRti359uuVjtf16NUQXXf+U1e9eqlcD3aTJq6NaTmVjR1DGGdz0cW1Iz4jCG+BOz1LejwKDz/aloyMEJ07fMnTT/zGn8t3s+rvfbzx6h+c13I4u3el5znvsXz6yTKcno/CVf3Lo0b0SzI1apSmfoPyroB1cXFxReypRsj6Cuft/GDWsaMI4UERVRAi/u5PiqiET72FRO3/8KoDIxoy6MoVKFQl/21pK6OJi/N5jYkl53LEaEnAfI1k7WuS9Z9JVD/CpzyCJJ0jRmdsFsccxeYvTPkjAKpoQPS2uAFUUfCtyaD1SVZDiqOfz1GxomMYXixTMG50XYa91wwhwn3an32uI2XKxP9g4PVqTP2lP02aVkTTBAmJGqoq6NW7Ea+9eVGB1388lmVzSZev2LjxYNRzDNMqtu5i27elRa1Q9/tN1q5xzrnufU0jTMv5M9+y5RD//HMo52dVdRaYx1Klagp16sSOwgI8+r8LSEjQcglZXVcoXcbHh8O6Ua5cAh6vis+nkZSk8+Irnbnsivp8NnwZ69cdyCWmg0GLffsyee7Z2XnOeywbNhyIGlUOBEwOH3JK0XFxcXE5NXDTCU4xorkLhI85G6pHnCdtTDkH056DwIuudENVItsrAthyB0HrK2y5AqiIKiqjKe0I2duBeL8ANRLU+/CoPfCb1QjZH8Z5Xc4qMOV0MswD6MoVBKzHCT9/xZvaECRkf4tH7Y7CuQgSkQ7XqqItijg9n2sLOx0Y9s8E7c+irklQhlTfPcydXZUJ322mcuWD1DmjDPfc14YuF+W/mKxWrdLMnnc9a9fsZ/fudBo0KE+FioVbTT7tp41s3nw4aktSgCpVUjj7nKJvIAFQ+bSUiO3/bHwJWq7t/Z+mbuDtN+ezccNBKlVKQlMVDDtSzHm9Gj9MXsdtd4Rzxa/q0YCx36/K5Zl6LLqu8NqbF8WVN123bllmzbue/3t6Nj/9uB5VVbjy6vo8+vgFVKmaQq8+jVm8aCeGYXH2Oafl5Kd+PXKlYzTYMGzGjVnN2+9dEnEsGs2aVWLmjM2O46WmeinjkH7h4uLicqrgithTDFWc49gQAFRUcU6e10vpJ8MciCVXEC6GUgna7+NRhpCgPZTrXNNeSIY5kHDkMpx/eDTNL/4gvkcMwaOGK8ATtAcxjbnYciXRI6JOhLDkAixrAZH3njdSHgLAYi4Sp+IZgZCl8z2uYf9CpnkH4ci0P8aZCh61Dx06QIcO5+d7nmjUq18uJ4+ysFm6ZCdWlAgmQFKSztejri7S5hHHUqaMj6t7NGTihDURIlPakmv7NQHg9Vfn8fyzv2MY4Ur27duO91Qm4tpsLupah3btazB71pYI4XfW2ZV58eXOnHte/Ab3deuW5fMvr3A8pmkKrc+NbGxhGNF/v40YVl1OXH9DC95+c0HE6z6fyh13t3KbY7i4uJzSuH/BTjF86h04f2wKPvX2PK8PWG9iyZWEI4bZ4tQiZH+GYR/dqrRtiwzzBsJb486FUHGuGF3NbYGTpA1HEY0IP0MlAh6y29zmTUGstjxoSlg4hqxRODsZSEymIuXRY1IeIWR9Q8B8mZD1PVLmFqm23JFVCBcgmoD1+1W+/6YBLz/ThU8/Wcrhw6fO9m3Zsgk4BC+BcJrEpB+vpWmz4u0y9ea7XWnZqiqappCYqJOQoJGS4uH78b2oUDGJPbsz+L+nZxMKWbEaZeUQCll0vaROzs+KIvj2+x688PKFNG1akWrVU+k3oAmLlt3IzN+vy5eALSiXX1EPr4MnqqoKLuqav6h91WqpjJ3YmwoVEvF6VRKTdFRVMGBQc+5/sE1hLdnFxcXlpCBktP25fylpaWmUKlWKw4cPk5qamvcFJRDTno/f/B826wFQqEuC9iya0jrPaw+HmgHOxSGa6EKS/hEAAfM1gvZ7hbBaD6n6gojcWiklllyOLdciRGUUahKwnsKUv5G/Jgp5oQCJpOjTUERl0o2+WPKPqGen6n8hRAKmvYQMcxDhqG8I8CDwkaR9jao0ACBgvk3Q/oBolmNrVpWhd7fuZGbqGCEdj0dFCMG4ib1p07Z6Id5j0fDN1yu56YbJjsdSUjxs33NvMa/oKEuX7GLJ4p2UK5dA10vq5GzFf/Xln9x393QyM+NrIFH99FTmLx5CcrKnKJebL3bvSqdJg/cJBnM/QSQkaMyed32BIu+WZTNv7jbSDgc5p2WVEtXIwMXFxcWJePSam05wCqIprUnWf8qptBdUimtL17L3Ek3AAphyUY5nZtD+Nu71eJRHMeUkbLmG3DmhHjzKkAgBCyCEQBMtgBY5ryUpn2LbhzlidgKiFxPFRkVQFsne8E/ibBK0/0MRYXN3TZyHJZfiJDwVaiJEAlIGs6LQx6YdBJAEyTCHkKLPQggFW252HAfCFfOD+3Tl0EEfth1uOZptnH/FZaOYMOkazj2varFtxReEKRPXRj2WkWEQDJp4vSfnT8iZZ1XmzLMiDftj5e86sWd3BkOum8i33/csrKWdEFJKrrx8VISAhXAzgjp18y4oc0JVFc6/IH/53uvWHWDGz//g8ahc2q0ulSonF2huFxcXl6LCTSc4RRFCoIjKKKJyXELIlnvIMPMypT+IYX+HbR8kdnet3KiiCsna1+hKD8KpAeEOYF7lPnzqfXGPA6AopUjShhNOM8ivQPKii0tJ1uaRoi8gVV9Gsj4KVZyRc4ZHvRZBApG/+ho+7UEATDkTZ3EqkewkZIc9acMRWWdXgSULq7JrZ+ksAZubgN/k0q5f0an9CPbvj5VHe3JJz4gezbRtGbOV6sniws614rLIyiYYtPhp6ga2bI5eMFmc/DrjH/5asdfx2PbtR5g2dUORr8G2Jbfd/AOtzhzGE4/9yiMP/kKDuu/xzlvzi3xuFxcXl/zgitj/CAHrLSSH8jzPb71Funl1vsb2W3eSZpyLYY9DFa1I1EaQoi/Ep92YS2BLGSRkjSXDuIkM41YM+4dcOajZKKIs+feiTSRRe5ME7Q0URUER5R0jwIooR5L+fa4iOEFlEtTXszxwwZZ7iW4hJglYT2PYP2SJduFwrpcDuy9G16O3Y7UsyZ/Ld3Nd//H5ucli5eJL6uBLcH6QaNykAklJJWcLPpuq1VK5465WETmlqiocPVsBvD6NNVHsuYqbr0asiHpMSvjxh/VFvoaPPljMd6P+xrLCuweZmQaWJXn6iVn8NnNTkc/v4uLiEi9uOsF/BNOeQnxds3YhyW8rSpvsrXdLziHT/AOPMgBb7kYRlfAofVBEVdLNPthyI9nWXKb5K6o4G5/yICH5NbZchyLqYtl/EW5TG68LgRefeg+60jWus1VRm2T9W2x5EPAjqIwQyjHHGxG7ja1FpvkoqfoCkrSvyDRvznpA0IAguujGmS2GEgh8GnMdRsjm99lb+OefQ9SqVTqutRcn/QY05Z23FrBrZ3quZge6rvD8SxcW6dyWZbPgj+0cTgtyzjlVKF8hfi/aZ57rQKMmFXjr9T/YuiWN2nXK0Oa8anzx2fKclI5jCQUtqlYtno5jEPZn/eKz5Xz5xZ9kZoZo0rQiiQk6Scke9u7NjHltYmLRt4l9560FUSy+LN5/ZxHtO9QEwqkPP0//h8+GL2Pf3gzata/BkKFnUfk0N+3AxcWleHALu/4jxCroKhrCeaDZz0kq52Exn8htep2wWFUIC0eN2ALyeLyoojFJ2lcI4T3hVUP4yzndvCoPGzAvSdoXaEorpLSx5CIkh1BFUxQR9k3t0/N7Zvz8T1TPUQiLkm++60HHTjULZe2FzZ7dGTz+6K+M/X4VoZDFmWdV5pnnOuQImWzS00OM/vYv5s3dRsWKSfQb0JRGjSsUaM55c7YysP94Dh0MoKoKoZDFkKFn8uIrnfPVnvdYMjMNzqj1DkfScvv4apqgcZOKzJ53fYHGzS+hkEW3rl+zfNnuCKEoBKiaghmlOxrA0pVDqVOnbJGusVzqy1E7tNWvX46Fy24Ewi2AP/t0GUaWE4TXq+LxqEz/dUCBP3sXFxeXbNzCLpccdNEJQ06hIB6rRylLuOAqnuee7HPCX9QWs6Kclx0dzv7SjFfACgSV8akPoCuXIkTk1rYtD2LLNQjKoIh6cRdRCSFI0j4nw+iBzT8xzrSzzlfQRCsApDQx7d+x5SE++fws7rxVZ9yY1VHblAaDJrVql45rXRCOhv304wY2bTpE3TPK0uWi2kXafrNipSQ+Ht6djz7phmVJR1/RzZsP0bnDl6QdDuL3m+i6wgfvLeLZ5zpw252t8jXfju1HuOKyUQRyIqbh39fPPl1G+fKJPPhI2wLdR2KiztgJfbj6ilEYIQtbShQhqFQ5ma9H5S995kQY9c1KRwEL4XQB07ARAkd7sAEDmxW5gAWoWbM069YdiHhdVQVNmlUEYOGCHXz6ydJcYjcYtDAMi9tv+YEZswYV+TpdXFxc3JzY/whe7R4gAYiepxkbHV10Jbtw6+QhAB8eZQgp+m941CsjBKyUJhnGvRwxziHD7Eu6eQlpxjmY9rKI0Wy5Fb/5PBnGAPzmE1j22qzX/0IQqxOVhirOzPWKaS/miNGGDPNG/NbD2J6LeHf4dJavuoHU1Mj3zeNRade+BjVrlo7rzv/+ay8N6r7H4Osm8uxTsxjYdzzNGn2Yq21qNKSUrFu7n79W7onZwCAaQoioxvg3D5nCvr2ZOVv1hmFjmjaPP/pr1Faw0fhs+NJczQeyCQYs3n5zwQkVk3k8KmecUZZAwCIUtKlYKZn3P7qU6qeXKvCY+eXbr//Ks/DMScBqmsKd9+TvgaCgPPDIeXgcfGoVRXDHXeE1fDfqL8cHM9uGRQt3sntXce76uLi4/FdxRex/BFXUIFmfhC4uA7I9IuP9+BXAh0+7DY/SHyicbfv8oQFVSNamkqovIUF7BCGcNxL85uOYcjy5I8YHyTB7Ytt7MO0FZBiDOBxqzhGjAyH7M0w5h5D9LelmdzKMW8gwB2MxL8padHzq47nSF2y5nwxzIJL9hFMmMgm3y/2FilXeYtqMAVSpmoLXq5KUpKNpCi3OqsxnUbo5HY9p2lzZfRT79mYS8Jv4/SaBgMmO7UfoeeXoqO1YAeb8voUWjT+i1VmfcEGbz6lb8x2+G/V3XPPmxe5d6cyds9XR2kpRBd9+vTJf4y1fvjtq+kVaWpCDBwrm5rBu3QG6dh7JksW7cl7bsvkwV102mmVLd8W4snCJ1Y0rL158fk4hriQ6fa5pzEOPtMXjCTeU8PnCDSU++exyzjo7/GCXkWFEtTMTAjIdco9dXFxcChs3neA/hCpqkKi/DoCUmRj2BAz7Nyy5Dhlj21zlPBL0Z1FEFXzqg0jSMOyxhPNZg8SXXqBnnRd/ugAkk53Hq3IePu0BFFETIaIXt0iZiSG/j3LUJsO6BTun5W422cIi/Jopf4o6vkJTfNrd6EpHpJTYtkRVFQx7HM7vQ5CQPZqGjR7mrzW3MHvWFrZvP0LjxhVocWakz2k0fp6+kUOHAhFROsuSbNp0iIULdtCqdWQL07Vr9nNl91HHCEPJ/n1+br5xMqVKe7moa52Ia/LD4cNBFEU4ChojZOfbQqx27TLoHgUjFBlx9fk0UksV7AHqjVfnYToISMOwuPv2qdx177m061CDcuUSCjR+vFxxVQOWLXVOJ4iFadrMnLGpaBZ1HEIIHnjoPG686SzmzdmK7lE5/4LT8fmOfl10urAW34362/E+KlVKokaN4otuu7i4/HdxI7H/UYRIxKNeS5L+IT71VqJbWiWRpA9DFTWyrtNJ1F4iRf+dRO0dEtWv8CnPoNAUhdootCAyZUFDoQYJ6hsIjm1TGi1H1Yuu9CFVX0yyNhVdXInFPDLMy0gzziZgvoWUzhEtm+3Eak1ry6Xkr3Ds+PHXcWCfh8GDJlC+1CuUTXmZzh1GMG/uUdeFSCxsdqOqCh061qRf/6b5ErAAW7ekoUT51+rRVbZuSXM89vab8x23fQ3D5vlnZztckT9q1iodtWI+IUHLd5vWwUPOdNxO93pVBgxqVuDmCj9MXo9pRg4sJSxZsotbhk7hjJrv8PKLRRvtHHhdM047LRmPJ/9pPcXhTHAspUv7uKTbGXTuUjuXgAW47Ip61K5TJuI+dF3huRcvLHABnouLi0t+cEXsvwgpMwlZUwhZo7Bk/H6SutINQWkiA/MevMrNjlX/iqiErlyIrp6LV+tPimcCyfqPUWaw0ERH/NbdyFyduCJFhaAcXuVuEtT/A1T81v+yCtKyC8DSCdofErCec5xJkP+WnPlBygCZ1lAmT1yFYdhICQvm76BHt1QW/hFNsCkonFi1doOG5RxFGIQLaho0dL7vP+Zti1ppvjKKqX5+8HhUHnq0bYQvq64rlK+QyFVXN8jXePXql+PDj7uh60e3sjVNoc151Xj2+Y4FWuPaNfs5kEcaQmamgWnavPziXMZ8t6pA88RDSoqXGbMHMXhIC8qU8eH1qiQkaAgR3oYvWy4BXY/8s+z1qgy4rlmRrSu/eDwqU3/uR78BTXMEbr365fj8yyvo1afRSV6di4vLfwXXYutfgmH/TKZ5V9ZPAgiiiU4kam/HZT1lyx1kmg9gyT/IzoH1KDfhVfojREJcY4SsyfitB4jWijVvFJL1X3Kivqa9mAyzL87+tiop+vysxgi5SQu1zmk76zRHrEhtPAT8Kjf2u4iZv1TP9frZrfYwfvr44872oIvuJOqvntCcUkpanvkJGzcczFXc5PGonHVOZab9MsDxuu4Xf82s37Y4HqtYMZH1m++MOW8oZPHTj+vZuTOdxk0qcF7b6hEuD1JK3n9nIS+9MIfDh4MgoHPn2rz7wSWcVqVg/qsHDviZNGEtR9KCtGlbnbPPiVVkF5tHHvyF999biIzzY2/cpALzFt5Q4Pnyi5SSzVkdwypWTKRb12/4a+XenK16n0+jVu3SfDHyCurVL1/iopxShru3xWru4eLi4pJf4tFrrog9hZBSYsrphKyvseU+NOVcvOr1gMURowuRYs+LR+lHgvZ43HPYci+Sw5jWfIL2O0j2EHYmuIwE7X8IET3XLcO4DVNGi8bGg0ai+jW6Gu6mFbQ+ImC9ibMo9qKJTiiiOrrSCVW0zBFXpr2cDLMHx4tVQWUkfsKNFApORrrGY/edz5hv6+UeX8A/+79GVbNTHUKo4lyStI8QIn6z/mjs2H6Ea3qNYeWKPXi9KoGAybltqjHy26uj5nJOGLeaIddPiiiW8vpU7nugDQ8/en7U+RYt3EHPK7/D7zcQQmCaNvXql2PC5D5UqJgUcb5hWGzbdoTSpX2UKZPfjmtFR8fzP2fx4viLt5KSdHbuy1+75MIkGDQZ8/0qxoxexeFDAXbuTGfr1jSEgCpVU3jplc5cfmX9k7K2UMgiFLJITj7ZLiUuLi7/dlwR68CpKmKllPitx7IKqrIN2zXCW/JlgAM4Rxh9pOpL89UIIGh+QcB+ntyiWEcRtUjWJkd1BUgP3YzFtLjncaY8CqXQlPYIUY6g9S4QbSs4e9tVRROdSFDfwGImllyLtHUs+QcWSxHo6KIPPu1WDHsmfutewsVcBfvVN01B17Y9WLs6dxRY1xX2HroDi1+x5UE0cSaqUvhbqytX7GFzlk9s/QblY54rpeTeu6fxxafLAbBtmbM9//34XlFzTDMzDerVepcjR4K5clR1XaH1uVX5YVq/QrufomTFn7u5oM3nUX16nWjQsDwLlgwpwlXFx+bNh2h91nD8fiPiMxg1piedu9QutrVs35bGg/f9zA9T1mFZknr1y/Hci53oevGJFQa6uLi4RMNtdvAvwpJLMewx5BaW2QVK+2JcGUByGEHFuOaRMkTAfp3IqK6BLTdjyl+y/GIjEUIrqC48hn3Y7CNkbyXsaBCrVa6d8/+m/JUjZhvCxVU24eIyQZL2KZrSOucKj9odRVQkaL2LJf8GEpHsJN4mEJalM292ZUcBe+XVDVCUBBQujfNeC0aTphVp0jS+z1MIwRtvdWXQdc2ZOH4NwZBFl4tq075DjZjNH8aPW41hWBFFVoZhM2/uthLbKhfg8OEAY75bxZbNh5k7dxsiHxkkXq/K3fe1zvvEYuD9dxZimrbjZ/B/T88qNhF76FCAjheMYN++zBwXirVr9tO39xi+Ht3DFbIuLi4nDVfEniIY9mQKlsuZmFW0FR+23Ej0yGcQ056PrkSKWFsewpQ/5zF6fvJRQ4CJ4AwkGwjn+RocbWfrdP6xLUXD4jfDvIFUfT5CHN3+1pRWaMqI8FXW9/itpwj7usZCAAoetStff9oSn293rpzF0qV9PPtcwQqPioMWZ1bOlyPCqr/3Egg6uzh4vRpbNpdMEfvH3G1cedkoJJJQ0MK2paPbQTaapoQr7AUEAya33HYO1/ZtAoR9aT/5eAnfjfob25b06NWQoTefTenSxZMqMXvWVkIh54er5ct2F8saAEaO+JNDhwMRjSYMw+bxR2a4ItbFxeWk4YrYUwRJgPy3jPXiUQY6tmSNhhDJMebRETgX6oTTHGKj0ASblYQFYTz3YiNZS5I2BcMeiy23YspZRBfZzmMY9o941J6OR1XRiNziNxoJJGtTUJUajPjKZuz3q/jqyxVkZhpc0q0u199wJooCH32wmKVLdlK1Wir9BjSldu0y+VhryWDb1jQ++2RZ1EKoQMAslvanx2Pbkl9nbGLihDUAXHZ5PTpdWCun0CkQMOl19XdkZsaK3h+lYsUk5i++gZ9+2oBtSTpdWIvTqiTz5/Ld7NmTwQP3TGfHjvSch5VXXpzLJx8vZeCgZpQpm8DlV9Qr0m5f5ctH96xNTim+nNTp0zYe0wY4N2tW7yc9PeTmyLq4uJwUXBF7iqAr7bMM9eOp/PcCBhodAR+Zxr0o4gw8ak8UEdvqSRHVUERDbLmayKipja5e5nidJdcRWwwKvOp1aMq52PZWMqz+xE4VyEaiitPRtEcByDBuxLB/RYjca5MyXFgViY1N9KiVqjRCFS2w5J95rD+TdLMjCvVI0B6n9zXn0/uaxjlHV6/ax0UXjiQYCHfT8nhU3nj1D97/+FKuubZJHPdZcnjqiZlkZsby0pVcN2A8j/7vAjpdWKtY1mQYFtf2GsNvMzfnRCe//nIFF7Q7nVFjeqLrKlN/WB81cnk8Xp/KHXe3pFz5RPr2awrAvDlb6dLxS3btSs+quM8dwg0GLXbtTOfVl+fi9Wo8/sgMHn+iHfc92KZwbzaLwUPOZN7cbZFFeV6VgYOaF8mcTqSmehHCuR2uqooCed66uLi4FAauT+wpgiYuRBH1gLwiHl58ynMkqK9iMoOQ/QGGHE/QfocjRntMe0HEFVJKbLkdW+5ESkmi+hrh1rTZxWAqoOFV7kIVdR1nVUQ1wjmsUe8AyR4UURlNbYlPeSTr/Nh2QYLKuTxvvert2HZ+LIYEqojtVZqkfYIm2ua5FgCbtWSYgyPex0H9x5N2OIA/K2IVClmYps2tQ3845frITxy/NmLr+FhsO+yN2+uq74rUU/VYhg9byqzfthAMhvN0pQyLyt9nb2XYR0sA2L07I+YYXq9KYqKOqgp69mrE7Xe2yjm2efMhrug+iq1b0zAMO6onL4Tv3+83sSzJ88/N5reZmwrlHo/niqvq07N3IzRN5DS60DSFevXL8cjj0V0lTpRlS3fx6stzeev1+WzYcJB+A5o6ClVNU+h+WT1XxLq4uJw0XBF7iiCERrL2NR5lAOF2rBApujx4lfvwqJfit/5HOLKYHbkNAAEyzZuR8mgE1LR/54jRiSNGO44YbUk3LkJymBR9Bl7lDjTRDl25miRtND7t9qjr8yg9iV3VJVBEw5yfvNp1JGofo4pWCMoT7hgWuTEg2U+G2ZMMYzBSBtGU5jz/v2vYvi0J0xSYpmDH9iQWzKtEIODUKawimugQY10gRCpJ+nCStZkoNCPvBwWLgHXU93XN6n2sXbsf20H36brC98Uk9AoLw6E9q/N5Ng/cNx3LOjHf3XgYPmypY4vTQMDkk4+XAtC8eSXMKGtRFHj0iQt4/qVOLFo+lA8+7oaqHv3z9/EHS7ALYNRiGjYfvr8439fFgxCCl1/rTMOGFQCBqgoURbBmzX5+mb6x0OczTZtB/cbTqd0IXnp+Ds89O5tzmn/MH3O3clWPBni9as5uhy9Bo0KFRF56tXOhr8PFxcUlXtx0glMIIZJI0B4jgceQMp2A9RIh+3sgiKASPvUePGpvDHsq0XJOJX5MORddtM/yU72BY7f1bTaQYQ4gWZuAT7sVuDWutSmiEonaR2SaQ4gUswoK1bKinUfRlfboSvvwumQaAesdQvYo4NjIZXhtppxHwHqLBO1Bdmw9kzZNEqlzxiGEgPVrS+P1Wbz63ky6XfEPmuYj7NHahETtXYSIL1KkKtVJ1sdgypkY1hQMOQNwaucqseSynJ8OHgigayqWGSmyDMPOs1tUSWLhgh35sqM6dDDA6lX7OL1GKaQMbz0XBQdjvIeHDoXb/bZuU5XGTSry98q9udIKvF6VjhfW4p57z406xqKFOwgF85tzHo4Ib950Yr7DsXjwvp+zHpDCn4llhdc4eNBEFp9ZmZo1SxfaXO+/u5AffliHadoc+6v87juLGPHVlfTo1YivvlxB2uEAXbrWof/AppQqVbAit+nTNvLGa/NYt/YAtWqV4a57WtHtsnp5X+ji4uJyDK6IPQWQ0sKSKwkLs6YI4UOIZBK0Z/HJJwlHWZNyLJOkPEz0ILuKlIcACFpv4Sx2bYLWByQqb8VYk4HkIIJSOR60QkYrctFJ1L5EiOiBfyFSSdAeQxqHMOR4h3UFCdkj8cn7GTykBdOmbmD92qNFUwG/xn23dOWfNbV47IkqCFEZVeTfgkgIFV1ciK5cSLpxDZaMTL+wbfhyeFM+evt9du5Ip0rVlJjRy6Zx2mGVBB64d1rMav7jsaXNTUMm8+fyPQCcfc5pvPxaF1q2qlKo6zq3TTWmTF6XY/GUjaoKWreuCoQjl+Mm9uHG6ycy45dNeDwqhmHR7bJ6vPfhJTHHr356Kgvmi4jx80LXFc4629n1QUrJH3O3Mf+P7ZQq7ePyK+tHbUrhREZGiFHf/oXp0DZYUQQjPlvOE0+3z9d6Y/HBu4sIBiJ/j42QxYfvLWLiD9cWihPBRx8s5rGHf8lp27x7VwZLFu/kkcfOL7L8YhcXl38nbrODEo5hz8Zv3o/kEGFhquBTHsSrDYp6jWWvId3sjrNAPdraNS10JjJK9ypBJVI98yJel9IiaL1N0P4UyAA8eJRe+NTHSDPaQ5R2rz71cbzq4OPGCmLKX5HyMKpogarUJ93ogyUXRr23VP1vwMtjj8zgw/fC27imaePzqTRoWIEpP11LSkrhRAND1nj81iMcX0z3vwfO55svGhIMHk3nUBQbIcCyjhXqEiEE1aqn8uusQVSsFNnlqiRx+HCA6pXfzNc12dvL2X9FhAi3wp35+yAaNyk88b582S4ubP9lROGWriv8PHMgZ56VW0hu35bGtm1HqFWrdK733TRtfpi8jlm/bSY52UOvPo1o3KQi8+dt49KuX2McJxgV5eg2figU6Zur6wpz5g+mQcPcTSeOHAnS44rRLF60E1VVUBSBYVh89El3evaOrwHGls2HadLgg6jHe/RqyGcjrohrrHioUPqViCKybOqeUZYlfw494TkOHw5Q5/R3HAvwNE1hzYbbHLvBubi4/PeIR6+5ObElGEuuI9McgmQv4W31IOAnYD9PyJoc9TpVqY8mLuBoYVY2XjTRFVXUyPo5uogXOFtDBaynCNofExawACFC9vccMa4nmoANX/cqpj0352fDnk2a0ZJM81781rOkm93JMAaj0JBoOanhhg1ehBA8/+KFzPx9ELff1ZKhN5/F519eya+zBxaagAXQlcvQRDvC72NYrW3fWo4Rn+QWsAC2rWDbkJBooCg2imJzfoftSCnZtTOdRx76pdDWVVTEan4A5BQXQVhwCBEWeccKOynDQvHF5+cU6tqat6jM2Im9qXtGWYQIi+U6dcswdmLvCAELULVaKq3PrZpLwB46FOCCNp8x5PpJfPzhEt55awEXtPmc/3tmFq3bVOOJp9uhqgKfT0PXw/6xbc+vzrbd97D30AP83wsd8fk0fD4Nj1elfIVEvv2+Z4SAhXAawNIluzAMm0DAJDPTwDDCUesNGw7Gdc+VKieRmOhcLOnzaTRtVrgR/nr1yzm+rmmK43tcEGbO2ISmOX/teLwq06YVfq6vi4vLvxc3naAEE7SG41wsZRC03sKjdo96baL2Hn7rmSz/VhPQ8Si98amP5pzjUfoStN8k0rbLi0eNbCtqy72E7G9x2uqXRI+ehgmQYV6PV3kAj3o5meaNHG9pZcp5aCJaFMaDV7ktl9Bq1rwSzZpXymPegiOESqL2Aab8FcOagCTAgtmt8fkOOlpQJSRYPP/GbM5quYcyZQMkJpr0uORyli2uyPixq/l4ePdcxUQnmz/mbuOpJ2Yy/4/t+Hwafa5tTPMWlRyN9H0+jetvaMGypbvYvTudVq2r8cvPG9m7J7JJhGVJZv+2pdDX2659DRYvv5FtW8N5ytWqp+YpvI/lsYdnsG7tgZwoYHbU9Y1X/8Dn1Rjx+XIsS2JZJrVql+aJp9tzdY8GOXPccVdrBg85k8WLduL1apzT8jTHzzNWGoAQ4TSAp/+vQ57r9Xo1br71bN5/dyGBY7b5sx8eBgxsFve9x8PDj7bl+oETCIVyr1sIuOuewulilue+339rY9DFxeUEcUVsCcay/+Roa9nc2PwT81ohEkjUXkDKx7HZh0IFhEjMdY5XvR5TzsaSizjaDUtDE+fjUfpErkcuJxwldSqy0cnbw9YgaL+I5ADOdlZBTDmNRPUD/NbDSNIIbxZYeJWb8Kj98xi/8BFCycmRBUjw/gVMdTxXSkhMMqlVJyyy0tM1qp1+hGWLK2IYNoZhlxgRO3vWZq7sPipHyGVkGIwc8SflKyTh9SpYFjk2Wz6fyplnVeb/XuiIrh8tkjunxTBHEQuQnBzLbq3gCCEK1GDANG1GffOX4za2Zdk8+/SsXPppy+bDPHDPNDp0rJkrjzUpyUO79jUixjiWgwcCjgIWwtZrmzYdinvdjz/ZjoMHA4z4fDlen4Zp2pQrl8DIb64u9G33y66oz0uvduHxR2ZgWRLblqSmennvo0sL7WGxfceaUfPHgwGz2Frp/hcxDItJE9YybeoGfAkaPXo15PwLTs/Xg6CLS0nDFbElGEVUwZZrcIrGxttKVogkVJy/7ITwkKSNwJSzMOyfAAWPcgmqaOv4hy3crStaAVO8Nks2hj2D6ILXQlFqk6LMw5JLkfjRRHOEKBn5yxddXCfql7CUgnYdt+X87PNarFsdTsto2Kg8Pl/J+Oe2fVsad902NSL/MxQKOyncc18bNmw4yKyZm0lJ9XL94ObcePPZuQQswHWDm/PMk7MirK+8XpVBg1sU9W3ki0DAjNoIwckazbIk6ekGIz5fzj33RXc1cKJipSSSkz2kp0c2z/AlaDRvERaEBw8GOJIWpErVlKhb7Jqm8Na7F/Po4+ezZMkuypT20ercqjldygqbG248k779m7Bk8U50XeXsc5yjzQWlTBkfTzzdjmefmh3hIHHXva2pVDk5xtUuBeXIkSCXdPmatWv2EwiYKIpg5IgV9OjVkA+HdXOFrMspS8n4VnVxxKMOwjRnE9nZyotHua5Q5ghHGjugKx3yPFcV5yBIRbLP4Wh8rT6BrEisF2chG/Z2FUJFE+fEPWZxUaaMj1de78ID907PiVapqo1QJC++NZuk5LCgCwYVli2uyJpVZdF1Ja7t46Jm/34/Q66byIxf/om6axvwmyxcsINxkyIj8cdz401nMXniWpYs3pUjZH0JGo0bV+C2O1oW5tJPmKQknWrVU3NSEeIhEDD5ZfrGfItYj0fl1jvO4a035ueq9hcCVEXQ5aLa9LhiND9P34iUULZsAo89cQFDhp4ZVUxUqpzMJZc6NxopbBISdNqef3qRjX/XPedSp05ZXntlHhs2HKRGjVLcfe+5XN0zdlMSl4Lz/LOzWbN6X07hnm1LQiGLsd+v4uJL6nJVD/e9dzk1cUVsCUZXLkATXTDlD7leF1TDq95U7OsJ54i+S4Z5HeHocJBwGoEkWtqDMybO6QRePEovhEhEynRC9gQsuRKF0/CoV2d1BTv5DB5yJo0aVeDdtxewdu0BGjRM5obbJtLinH+QdgK2DLJkYSWG9u9C7TpleP7FTlx8SfEIkGhIKbnq8lH8tXJPnmmHvoT4/ix4vRqTp/Zl4vg1jP1+FbaUXHlVA668ukGJ6+IkhOCJp9tx200/RESgo18DZcrGb4l1LI88dj6HDwUZPmwpHo+KadpUrJTEsE8vo3eP79m9KyPnczhwwM8jD/6ClJKhN58dc1zLsjl8OEhKiiciMn4q0f3yenS/3PWFLS5Gjljh6DwRDFp8NnypK2JdTllci60SjGWvIN3sQaRA9JCgvoJHvexkLAtb7iJkfYslV6GImuhKHzLMKzjqWBAbhQYkaE+Fu4fhJ9zWNoAmupKovY7NNjKM3lnHAoTzcG0S1FfxqJcX2X2dKJa9CpttKKI2gczqBIMWZcr4SsRW3R9zt9Htkq8xQrEFnM+nMuzTy7jiqhP7UpNSMvXHDXz8wWK2bz9Cy1ZVuOOuVo6V/MWFlJL6dd5l1874fk+9XpWvRl3NRV0L7o26b28mS5fuonRpH+e0PI2RI/7k/num57QnPpYyZXxs2HKnY2qBbUveeO0P3npjPocOBkhICBfaPfVshxKTpuJScimT/FJUD+QmTSsyd8Fgx2MuLieTePSa+9evBBO0huHsThAiaL1z0kSsIirj0+7Gstci2YciUvAo/QjZX5B3cZcHrzoITWlFij4fU85FykOoSnNUUROAzNAdWf612YIrnFvot+5DU9qgiApFdGcnhqo0xDbqcSgtROnSGklJebWvLT7+/HM3mqbEFLE+n0aHjjVyImRSSpYs3sW2rYdp0LA89RvEL0CfeGwmH7y/CCPLW3XD+gOM+uYvvh/fiw4da57o7RSIZUt3s39ffN3TPB6VPtc2pstFJ1ZoVL5CYq4x5vy+1VHAQtgCbMuWw9SuHWlv98hDv/DpsKU50TS/32T4sKWsW3uAMRN6n9AaXf79NG9RiSWLd0W87vGqtO8Qu1DRxaUk44rYEowlVxGtkMqm8C2M4sWSm8k0b8WWawmnExho4jJU0QpLziMcWVUIR1HJ+u9wNFIXXdGVXgAIoaOL9seNvQGbdTgXimn4zccBgSIq4lF6oypNkDKIYU/HZjMKNdCVLjldxIqLQMDkqf/N5LPhy/D7TUqX9nLnPa259/42RVaEkx8qVUpyfh7Kolmzitx2Vyt69W6Eqips2nSI3ld/x4b1B/F4VAIBkzbnVWPkt1dT9pgt9v37Mvlhyjr8fpOOnWpyRr1yrFm9j3ffXpAr8pO9hX/LjVP4a+2tJ+U92b4tLauLV3QhryiCZs0r8uzzHWnXvkahR9HLlUtE15Woayjl0LZ3395Mhn24JMctIptg0OLXGZtYtnQXLc4sHB9Xl38nTzzdnl5XfZfr904I0DWFW28vebUHLi7xUmJF7K+//spdd93Fpk2baNu2LR988AE1a9aMer5t29SvX5/169cD0LhxY1auXFlMqy0aFFEdW27E2Z3g5GzLShnM2urfT1hohkW2KX9EV67Ep36XJWQT0URXJNsx7Z8BgaZchCqaxRQGpj2b6E4H4Q5fYILUCNnfoosBmHICksys6xQCVgJJ2leoSvHlefW7ZiyzZm7OiZQdOhTk5RfmsntXBq+83qXY1hGNiy+ti9erRkQBFQWqVSvFrHnX5whLy7Lp1vVrdmw/gmXJnC++BfO3M7DvOCZP7QvA8GFLeeDe6Xg8KhJJKGjRs3cj6tQtg6opWFbkA9iePRn8tXIPTZsVnb9vNOo3LB/hpHAsuq7Q4szKTJ56LQkJRWMR1rd/Ez54b1HE65omaHv+6ZQrnxhxbOHCHTl5tU5rnvP7VlfEusSk04W1GPHVlTx0/89s2RIubjzr7NN4+72LC2RZ5+JSUiiRInbHjh08+uij3H333WRkZPD000/TrVs3li9fjqY5L3ncuHF069YtR+i2bFmyqqMLgke9HtOcg5M7gVe94YTGllJiyaWYcj6CJHTlkri26Q37RyRHiBSaQQz7e3zqQ2hK82Ner4SmnBUxji13ErS+wLTnoIiyeNRrsGWAgPU8MUOGOfnB4f835GeR90aQDPN6UvTfEaLoi1+WL9vFr79sihAZgUB4y/fBh8876a00vV6N78b24srLRmHLsOD0eFQSEnVGj+2ZKzI6fVq4icHxOXShkM2c37eybt0BDh7w8+B90zFNO9d9jx+3mtatqyJt589QCBG1temxBIMmH76/iM+GLyctLcj5F1TnwYfb0qRpwbtUnXFGWdp3qMHvs7fmsncSAhITdV576yJ69mpUpEVpjZtU5PEnLuD/npkNhP1rExI0SpXy8f5Hlzpek5LiwbKcH+yEEKSklJy0FZeSS7fL6nFp9zPYvu0IXq960v8mubgUBiVSxM6YMYNJkyZRvnw42linTh26devGX3/9RfPmzR2vGT16NN988w2KUjLM5AsDXbkAr3I3Qfs1wpZUEjDQRXc8yqACjytlgAzzBiy5kPBWv0LAehaf+ixe9ZqY11pyNcd32jqKhi03oYgWscew15Bu9iQszkPYEkxzPmFhnB+Xg2hIJIcw5Vx0cUEhjBebOb9vRdcVx0iZx6OyaOEOLul2RpGvIy9at6nGmo23M/b7VWzedJgz6pflqqsbREQd163ZH3UMn09j/dr9jB71N7aDUA0GLJYvj+z4dez1eRnnm6bNVZeNYtHCnTmR00kT1vLjlPVM/vFaWrcpuEvFF19dyfUDJvDrjE14fRrBoEnz5pX5etTVVKmaUuBx88O9D7ShS9fafPXlCvbuzaTt+dXpfU1jkpOdxWib86qRmupl797IxhKGYblV/i5xI4SgWvWSXdDs4pIfSqSI7d27Nx7P0T/oHTp0AMDrdc5znD17NqNHj2bBggX079+f//3vf7muP5XxabfgkVdh2NMBA01phypOzK4pYL2EJZdwvGAMWE+gieaoSsOo1yqiMmG3gIDDUSOuaK7feoxw169jRV80YVxQVKSMLGQoClJSPFFTJCzLJrkERcpSU71cl0cjgtNrlHJ2QCOch3l6jVJsWH8warXz4UNBOl9Um99nbc7VLlX3KDz3Ysc8I50/TlmXS8ACWe1gLe67Zxq//1HwSupSpXyMndiHf/45xLq1+zn99FInxTGhabNKvPhKfCkVqqrw+cgruPry0UD4M9B1BSnh3Q8vzZWj7OLi4vJfokSGLY8XoLt27aJx48Y0aOCc41i+fHm++OILOnTowIsvvkibNm3IzHRuh5lNw4YNqVatGtWqVeP1118vtLUXBYqojFcdgFcdfMICVkqTkD2KaC4CQXtk7LVQJcq1GqpoiSKqxrzelgeyBHS8Hb4gXDyW30KtEIqon89rCkb3y+tH7eKVkuqlzXnVi2UdhcUl3c4gOUnneF2uaQqNm1agcZOKNG1WEV13/vNRrVoq337Xg/sfOo+KFcOFTI2bVOCLL69k0PUt8px//Lg1UXNX/1y+h/37Yv/bjodatUpzUdc6J9XyKz9c0K4GS/4cym13tOTCLrW4/oYWzJl/Pdf2bXKyl+bi4uJy0jgpkdj77ruP5cuXRz1+9913071795yfR44cySuvvBL1/IYNG9KwYUMGDhzIrbfeSpcuXXjuued47rnnol6zatWqEu8TWzRk4BxFBTCRcluUYxCyxuK3HiYyZ1VFoTqJ2ltxzF+QiKuFRxlCyB5+3PU64ZDh8WkIOopohKY0K8Bc+cO2JR99sCii2t7rVRECPv/yiqgtRUsqHo/KhCnXcGX3UeHWqQJsS3L66aX4dnQPAG69/Ry+/TqycNLrVbn/oTZ4PCoPPtyWBx9uG3Mu25YsWbyT9PQQLc6sTOnSviK5p38D1U8vxVPPdjjZy3BxcXEpMZwUEfvaa6/Ffe6WLVsIBoNccsklcZ3fsmVLnnrqKb755puYIva/SwqCMkgOOhzzooimjldJGcRvPYlzzqpNgvYxisi76EZQCUE1JE5iWScsSG2OCuVwFy+fej8KVQjab2Y5IyhoojNe9T4C1pNZjgheIIQqziFReyfPtRQGzz0zi7ffWpCrWEkISEjQ+G3OddRy8Pw8FWjarBKrN9zGtKkb2Lo1jQYNy9OufY0csd64SUW+GHklN984mZBhowhBKGRx+50tuf6GFnHNMf+P7VzXfzx79magqQqmZXPnXa244sr6TJqw1jEa26x5JccKfhcXFxeX/x4lumOX3+/nmWee4ZlnnkHX47e8WbFiBQMGDGDZsmURx06ljl3xYsn1SHkQVdRHiLzvKWAOJ2i/QmRU1EeK/jOKqBJxjWnPI8McjHMqgQ+fep+jY4KUNob9HUHrcyT7UEUTVNGaoP06uQWxB0XUwqc8QtD+CFuuQVAJr3oDunJVTs6plBaS/QiSEeKomLHkZmy5BUWcjiqKx7w7PT1E7epv5cr7zMbn0/jks8u4/MriSWk4WQSDJr/P3krAb3DuedUpVy6+/Mwd24/QoulHBI6z/PJ6VR574gKm/7SRhQu257y3qirQNIXJU/vS+tzYKSsuLi4uLqc+p3THLsuyePHFF3n44YdzBGxGRgZJSXnbgmzdujVXOsK/FUuuJ9O4HZsNhD9KG48yCJ/6UExrKa86GMkBQvawrOssBGVJ1N52FLBh8nrWcT7uN+/HkD+SLX5NOQtTzsGr3IohZ2DLv4BEPEoPfOq9CJGKrraLOosQKoLIiK8qahSbeM1mzer9RHGSIhQyWbhgR7GJ2I0bD/LDpHVYlqTrJcWX6+n1alzYuVa+r/ts+FJweH4OBi3efG0+f6+7hU+HLePT4ctIOxzg/HY1eOChNjRuUnCLLRcXFxeXfxclUsRalsXQoUM5//zzmTdvHgB79uxh9erVPP/886xevZr+/fszbdo0ypYtyxNPPEHLli257LLL2Lx5M1988QWff/75yb2JIkbKI1lNB9I4tulAyP4SgQ+fdm/Ua4UQJGgP4JNDMeWfCFKymhBEz91UxVmEO3E5EUJTLox41bT/xJCTyR1xlYBJyP6aFH0eoBR6V6Tiomy5BEdbLQCPRyuWqnEpJU88NpN3314Qbjog4aknZtK3f1Peef+SEtEtzInFi3Y6RrABDhzw4/db3H5XK26/q1Uxryzc/vX1V+fxzciVBIMWnTrX4pHH2uar7a6Li4uLS9FTIkXs4MGDGTFiBJ9++mmu18eMGQNAeno6mzZtIhAIFygdPHiQPn36UKtWLTp37swnn3xCQsK/23YmZI9HEsCp6UDQHo5X3pZn61UhSsXtoyqED5/6JAHrccKiNDuK5sGjXIMqIqNxpv1L1PEkh7DlalSlcVzzl0Rq1SpNs2YVWfHnngi7KcOw6NWnUZGvYeL4NXz4/iIsS+bqxvXdqL84+5zTGDzkzCJfQ37ZuPEgC+Zvj3rc59NOmoF/enqIC9uNYMuWwzl5zhPGrebHKeuYMWtgsUSCDxzw8+knS5n6w3oSE3X6DWhGj14NT7kCQRcXF5eipkTnxBYF/5ac2EzjQQz5fZSjCsn6NFRRu9DnNe3fCVjvYct1jjmrxxIw3yBof4BzMZiCR7kej3I5quJcTHYqsH79AS7q+CUZGQZ+v4nHo2Lbkrfe7cqAQc6NOQqTizqN5I95zo4Sdc8oy5I/hxb5GvKDZdk0b/wR27alYTv4zHq9KgMGNeP1t7qehNXBB+8t4snHZ0YUlSkKdOxUi3GT+hTp/Nu3pdHhgi84fCiQE6n2+TTatT+dUWN6oqqukHVxcflvcErnxLrERojKID1Es6wSlC2SeTXlfJKV8+M898IsEeuETcgeScj+Ak20IVH7CCFOPXulunXLsvzvmxn97d8sWbyTSpWT6D+wGbWLyZVg27a0qMd2704vljXkh5m/bmb3rnRHAQvQoGF5nn2+Y5Gu4Y+523j26VksXLCDpCSdAdc148GH25Kc7GHcmFWOrgi2Db/O2IRty5wUDb/fIDPDoEzZhEJL23jskV/Zv8+fK00lEDCZ9dsWxn6/ulii+y4uLi6nCu5j/SmKV+2Fc8MAHU1ciCJKF/OKItGUZuiiG9EbFQQBE1POJ2C9VIwrK1xSUrzccOOZvPfhpTzxVPtiE7AATZtVJFqn5QYlMIdz44aDUaOJPp/G3fe1Jimp6FIJfp2xiW4Xf83sWVsIBEz27/fzwbuLuLjzV4RCFkqMSKdQwvZp+/dlMnjQBKpWfINa1d+mQZ13GfF5dN/reLFtyaQJaxzzrAMBk69HrjjhOVxcXFz+Tbgi9hRFEdVJUF8mXGzlIxxU96KImiRoL5zcxR1DgvYaCeqTKNQjLGadIlYhQvYopDSKeXWnPvfed66jKPR4FB58JHajgZNB7TplsCznYjjLsqldu2h2ECBcBPfAvdMxjNzzB4MWa9fsZ/zY1fTu0wifL3KDSlUFl1xSF8OwuajTSCaOX5sjNnftyuDeu6Yx7KMlJ7Q+25YRazuWjIzCbs3s4uLicmrjithTGI96JSn6XHzq/XiVm0nU3iNZ+wFFFJ0QyC9CKHjUa0jxTEUTbYhu1RVAcqQ4l/avoHWbagz79DJKlfLi9ar4fBpJSTqvvN6FrhfXOdnLi6BDxxpUqpyMquZ+mNF1hUaNK9DizEpFNvf+fX7WrtnveCwQMJkyaR19+zelQcPyuYSsriskJXl45vmOTBy/hq1b0wiFcjsrhEIWzz49K2r74bzYueMIb78xn4oVnRs5+Hwal3Y/o0Bju7i4uPxbcXNiT1Gk9GPYP2DJdSiiCh51cIlIIYiFIhqDnIdzw4RUBKWKe0mFipSZmHImUmagKq2Kzbf26p4N6X55PRYu2I5lSVq2qkJCQvzNQYoTVVWYMOUarr5sFDt2HEHTFEKGxRlnlGP0mJ5FaremxqjuFwK8vvBDwNSf+zHso8WM/GIF/oDJJZfW5c67W1H99FK89/ZCx5xZgCNpQf7ZeIh69cvla11TJq1lYL/xqKriOLauK5Qt6+O6wS3yNe6/ESklK1fs4dChAE2bVXLbFLu4/MdxRewpiCU3kGH0QZJJuLDLQ8B6gSTtEzSl5G0hZ+NVryVkf+J0BK9yY8wGDSUdw55KppntzauAFUAXl5OgvYwQRf/PzONRaXv+6UU+T2FQp04Zlq68iTm/b2HL5sPUPaMcrVpXKXK/4DJlfLQ6tyoL52+P6LPg8aj06BUumkpM1LnrnnO5655zI8ZILeVF1xXHbX/bliQn5y+f9+DBAIP6T8AwbMcxPR6Vq65uwDPPdfjPC7bly3YxqP8Etm45jKYpWJbNrbe35KlnO5RYP2QXF5eixU0nOMWQUpJpDEVyCHJ8YgNAkAxzKFJmnIQ1WRj2TILWcAz7J6R0zt1TRBWStM8RlAc8QAKg4lGuxaveUihrsSybjz9cTIvGH1Klwut0aj+CaT9tKJSxo84pN5Bp3kX4cwgAmYCNIX8kaL1TZPPatmTRwh388vM/7N/vL7J5igJFEVzQrgb9BjSj9blVi63hxZtvdyUxUcfjOfrA5PNpdO5Smy4X5W1J1+eaxk6NxlBVwdnnnEaVqin5Ws+4MatQNed7VzXBjFkDGPbZZZxWJX/j/tvYvy+TS7p8xT8bD2IYNn6/SShk88F7i3j9lXkne3kuLi4nCTcSe4phy5XYbMPZmcAkw7wFXemMR7kSIYreB9eW20g3+iLZS3bRliCJJG0EqtIw4nxNaU2KPg9LLkZyBFU0RxGFV0V/05DJTBy/NmdbdtGCHVzbewxvvl10vq0h68soR4IE7c/wyrtidkMrCAsX7GBQv3Hs2ZOJqgmMkM3QW87i+RcvdKNSMWjStCLzFt3Ae28v5NcZ/1C6tI/rb2jBNX2bxPW+NWpcgYcebcvLL8zBtiWWJfElaPh8Gh8Oy3+r6/37/Vimc56416Ny4EAg32P+GxnxxZ+Ylox4gAgGLd58fT533dsaXT91d3JcXFwKhitiTzFs9gI64FTJb2DJ37GsRQSsV0jSRqIpRWe4L6Ukw7gByU6y294CSIJkmINI0ecgRGRuphAqmij8dqIr/tzNmO9XRYgCI2Tz8IO/0Puaxni9hf8rb8n1OH8eAOlABlB4kbQ9uzO47JJv8PuN8Jd6VuB7+MdLKVsmoUS6EpQkatYszSuvdynw9Q890pZOF9ZixOfL2bUznbYXVGfAoOaUK5f/LoFnnX0a0YLQoZBNk2LoEHYqsGTxTgJ+51zktLQge3ZnULXaqdu8xsXFpWC46QSnGKpoQHjLOhbhLe1McyhSFqxaOh4suQKbfzhWwIaRSI5gyplFNrcTP03dgBbF5zMUtFiyaGeRzKuKeoQfLJxIBZIKdb4vPl+ObTtHpd5+c0GBK+Rd4qdlqyq88/4lfDeuF3ffe26BBCxAx041qVO3LLon9++tz6fSf2BTyldwdiv4r3H66akR71E2mq5Qusx/O1/YxeW/iitiTzEUUQVNXEL0BgLZSCRpWPKPIluLZDvh3FYnBLbcUWRzO6EqStTcSgkxjexPBI/aP8oRL17lhkJPJVi2ZFfUCvm0tCD7951a+bH/ZRRFMGXqtVx4YS0UVaDrCh6PyvVDzuS1Ny862csrMQy6vgXSIYPK41Hp2athkTbIcHFxKbm4IvYUJFF7FV3pTrjRQaztcRVbOvtiFgaKqIuzXRaAjSqK16e0++VnRI1CpiR7OPuc04pkXlXUJlF7D0gk3HgiEVDQlcvxqrcW+nw1a5XCEyUq5fGolCqd1wOOS0miXPlERo/txbqNtzNr7nX8s+1OXnqls5vjeQz16pfjnfcvRtMUEhI0dE9Y7DdpWoFX33DFvovLfxUhpVOt7b+XtLQ0SpUqxeHDh0lNPbVzqGx5ENP+Fb/1EJFb+gAqyfpPqCLvquuCkm5cgyWXkjsnVEOhOsn69EKPQubFIw/+zCcfLyUYDL8fqipQFMHnX17BZVfUL5Q5tm1NY87vW0lO1unUuVaOJ6uUAUw5Gykz0JSWKKJqocx3POvW7qf1OcMxj7Nk8npV+lzbmHc/uLRI5nVxOdns3pXO2DGrOXw4wLltqtG+Q41ic7ZwcXEpXuLRa66ILaFIaWPJP7DlblRRH1VpFPXcsJBcRk6FDwBeNHE+SfqwIl2nLQ+Rad6CJRcRTnEIoYh6JGkfo4gqRTq3E1JKxo9dwwfvLWL79jRanFmZe+47l3NanvhaLMvmnjt/YsTnf+JL0JC2RFEFw4ZfRvfL6xXC6uPn229WcutNP6DrCrYtsS3J2S2rMHZC73x7lf7XWLhgB2+/OZ9Vf++ldu0y3H5XK9q1L57GFC4uLi4u8eGKWAdOBRFr2WvJMAcj2Uc4XSCEKpqTqA1z7Mol5REyzUcx5VTCGSI2uriCBO1ZhChYwUm+1yw3YMuNKFSNKbhPZV59eS4vvzCHQCB31FvXFeYtvCHfnZpOlP37Mhk/bg1ph4O0Oa8ardsUn9/qqcrob//ilqFTcuyxhAgXBj37XEduvb3lyV6ei4uLi0sWroh1oKSLWCmDHDHaZjUzOHa7WEcTrUnSR0S91pYHkXIXiqiCEKd2C9eShpSSmlXf4uDBSGcIXVe4bnCLQi/ECQRMFi7YjhCClq2qFIk92H+JzEyD2qe/TWZGpB2apims3Xi76wbgwuHDAZYu2UVSUjiP3vVddnE5OcSj19xvxRKGYU/Paid7fCmugSnnYsutKKK647WKKAOiTJGv8b9IZqbhKGABDMNm2bJdHDjgp2zZwol8fzVyBQ/cMx3TtJCEC7beeKsrva9pXCjj/xeZ9dtmpO38zO7xqEz9cT39BzYr5lW5lBSklDz3zGzefP0PVFXBsiTlyyfw2YgraNPW+W+ui4vLycV1Jyhh2GzCuUgLwIstNxfjalyySUjQKR2j6n/h/B3UrPoWXTp+yd9/7T2huWb88g933voj6ekhAgGLYMDiSFqIW4ZO4ffZW05o7JOBZdlYllOHueLFCFkx0y1CIddf97/MRx8s5q035hMKZbe1tdixI50ruo9i65bDJ3t5Li4uDrgitoShcDph6ywngogoUViXokVRBLfd0RKfL7bt0cIF27mwwwi2bU0r8FyvvDQX04wUfaZp89rLp06f+D+X76b7xV9TNuVlyqW+Qs+rRrNubdFZvuXFeeefHlWoBoMmnTrXKuYVuZQUpJS8/OLcHFeT4499MmzpSViVi4tLXrgitoShK10RJADHR4x0VNEaVbhV1CeL+x48j6t6NERVBYlJOk7uYbYNpmHz/rsLCzzPqr/2RXTjApASVq7ck/PzXyv30POq0ZRLfZmKZV5l8KAJJSZitHrVPjp3+JLZs7YgJdi25Odp/9Dh/C/YsvnkrLFcuQQeePg8vN7cDyI+n8p1g5tTs2bpXK9LKfl5+kYG9htPt65f8+rLc9m/L7MYV1yysG3JsI+WcGbTj6ha8XU6d/yS6dM2nuxlFQppaUH27XX+bINBiyWLi6bbn4uLy4nhitgShhBekrSRCCoQtqxKBDQU0ZBE7Z2TvLr/Npqm8NEn3Vn851Befb0LIuJBI0wwaDHz14KnfZxWJTnqsSpVUgBY9fdeOrYbwc/TNmIYNoGAyfixa2h33ufs3pVe4LkLi+f/bzaGYeUS47YtCQRN3ny96LrI5cXDj7blrfcu5owzyuLxqJxeoxTPvXghr73ZNdd5UkruvXsa1/Qcw4Rxq5k9awsvvzCXs5sPY8OGgydp9SeXm2+czGMPz2DD+oMcORJiwR/buabn94wc8efJXtoJk5TkISHBuURE05SIBxwXF5eSgStiSyCq0pAU/XcStQ9JUP9HkvYdydo4FFH2ZC/NBahduwz9BzaL6cdapmzBe7nfdkfLiGghhJsZ3HZH2Abq/56eTShoYR+TdWCaNunpIT54b1GB5y4sZs7YhGVFhpONkM20n05e9E4IQd9+TVn851D2HX6Alatv4cabzoqoQJ83Zxtffv4nodBRIR4ImBw+HOCu2348CSs/uaz4czffjf47ot2xYdg89MDPBIPObZDzQkrJ77O3cPONk7m21xg++mAxR45E6wJYdGiawnU3tHD8dwcwZOiZxbwiFxeXeHBFbAlFCA1daY9H7YOmNHf9P0sg/Qc2dfzS8/lUrh/cosDj9hvQlP4Dm6KqAp9Pw+fTUFXB4CEt6NUn7ME745d/sB0q7YNBi0kT1xZ47sLC64tufBIt4lWS+PablY55yZYlmTVrC4cOOTtV/Fv5aeoGNNX56yIUtFiyKP/b7VJKHrzvZ67s/i3ffv0XUyav44nHfqVli2Fs31bwnPKC8tQz7Tm3TTV0XcHrVUlICP+7e+X1LjRvUbnY11McmKbN7Fmb+WnqhqjuKy4uJZmS/23i4lJCefR/F/DbzM1s3HAQv99EUUDTVbpdVo+rezYs8LhCCN54+2Juua0lU39YjxBwSfczqFv3aCRe11Vyt/o9Sknwk+3XvynvvbMwolDG59MYdF3zk7Sq+ElLCzk+JAAgwZ9pULp0waPtpxqqokR9kJaAEkXgxuL32Vv4bPhSQqGjDwt+v4lpZnLfPdP49rueBV1ugUhI0Jn4wzUs+GM7v/++leRkD1deVZ9KlaOn95zKTJ+2kRsHTyIjPYSqKhiGxd33tubxJ9u5QROXU4aT/23n4nKKkprq5bc51zF+7Gp+/GE9Pp9Grz6N6NipZqF8CdSrXy5qF7BefRrxxWfLcgkACIvEfgOanvDcJ8o995/LlMnr2LzpcM4WtM+n0bhJBW6IsTW7bWsaU39cj2VJLrq4DrVqlS6mFeemc5da/DhlHX5/5DZ5teqpVD7t3ylsotH98jN45qnfHI8lZzUFyC9ffbkC03RIOTFspv6wgcxMg8REPd/jnghCCFq3qUbrNtWKdd7iZt3a/Vzba8wxbh3h/3/7zQVUqZrKDTe66RMupwZuxy4Xl1OQfXszaX/+5+zZk0Ewqw2uz6fRsFF5pv7cj4SE4v3ydyIjI8Q3X61k7JjVqIqg9zWN6H1N46iR4ueenc0rL87F61NBhn1bhww9i5df61zskSG/36BNy+Fs3ZKGYRx9UNB1hU8+u5yrejQo1vWUBB5+4GeGD1uaE11XFIGqCj4bcQWXX1k/3+P16fk9P05ZH/X4P9vuoly54mmb/V/j3rt+4ovPluf63c7mtCrJrNlw+0lYlYtLbty2sw64Itbl38KhQwE+G76M8WNXo+sK1/ZrSr8BTfHFyEctqUyeuJbrBk4gdFz6gdcX7lR2Mjpp7dubySMP/cLY71dhGDZ1zyjLM//Xge6X1yv2tZQEpJSMG7OaD95bxPbtR2jRohL370sE8wAAIIxJREFU3N+Glq2qFGi8D99fxJOPz3SMdp9+eilWrL7Z3dYuIjp3GMGC+TuiHt+f9kBWypKLy8nDFbEOuCLWxaXk0fXCkcybu83xWIOG5VmwZEiRzOv3G3z84WJGfPYnGRkhOnWuxb0PtMmVf2yaNqGQVexb2/920tKCtGwxjL17M3MV0em6wrBPLzuhvHKX2Nw4eBLfj/7b0UGkdGkvm3fc7T5AuJx04tFrrjuBi4vLSWdLjCYNO7YXTaV6KGTR/eJveO6Z31m37gA7dqTz7dd/0bbVp6xccbSphKYproAtAlJTvfzy20A6X1Q7x+Ls9NNTXQFbDNx0y9kRtnIQ3vm46dZzXAHrcspw6u07uri4/Oto1KgCO7YfcexUdka9cHFbenqINav3I4H16/ajCMGFXWrHnTcppWTO71uZNnUDmqbg8ais+HNPLu9T07SxLJuHH/iZyVP7FsatucSgWvVURo/pSUZGiIDfpGy5BFdAFQPntKzCS6925sH7fsbjUZFSEjIsLrqoDg8+fN7JXp6LS9y46QQuLi4nnd9nb+GKbt9GFJp4PAqff3klSxbv5N23FxAybGxLoijg8WqYhs1Tz7bnzrtbxxzfMCz69h7LrzM2YVk2Qggsy3YUzQBCwO4D95+S+cUuLvGyd08GkyauJTPToH2HGjRtVulkL8nFJQc3J9YBV8S6uJRMvv5qBffeNQ1pSxAgbckzz3Xk4MEAr78yL8JzNhuPR+WrUVfT9eI6Ucd+8/U/eP7Z3yM6TsVi94H7SoTLg4uLi8t/kXj0mhtmcHFxKRH07deUq65uwJzft2LbkvPaVkfTFGpVeyuqgIVwlPXN1/+IKWI//nBJ3AJWCGhzXrUTErAHDvj5aeoGjJBF+441qFGjdIHHcnFxcXFxxhWxLi4uJYaEBJ3OXWrn/Lxu3YE8xaeUsHH9wZjnHDzgj2t+VRXousILL3eO63wnhg9byoP3Tc+xKAoETK4f0oLX3rjIsZjGxcXFxaVguCLWxcWlxFK2bELUvNVshIA6Z5SJeU7T5pX4w8HCS1UF9RuU40haiIwMgw6davLQI+fRsFGFAq133pytPHjfdAzDzpXfO/L/27vz6KjKg4/jvztrFkjIAiIGDQQkbKIiLkgBAUEEgbDoS0W0VFtRZCnGpSpFKrVaCJW6UIqCogKiKGh4KbK7IrKpbFFkE6SyBrJMklneP3hNDZmwJnPnZr6fc3I0986d/HK4zPn5+Nznee0rpacn6/dDW5/2PQKBgNZ8sU+LFn4nGYZu7tFIV7U5t7VYAaA6Y04sgLA2IGOuli3dEXR3IenEnNhZc/vpxq4Ng56XpBXLd6pf77eCPDhm14qP71SLlnUqJesdA9/V+wty5PeX/1hNSYnT5m/vO+X1Pp9fQ+5coA8W5JSWd8OQMvqla+rLt5zRSG5eXrH8/oDi4tzn9DtEir0/HNOSD3fIZpO6dkvTBXUjaythINyxTiwAy3thys265JL4cisFuFx2OZ02PflUx1MWWEnqeEOqpk3vpdp1YuRw2GS3G6p/cZzmvjug0gqsJOXkHApaYCXpxx+Pn/b66S9v0P9mf6eSEr+83hNfJSV+LXhvm15/7atTXvv1V/9Rt86vq17tLKVcMEkdrp+h1Z/vPaffozoLBAL60xMr1CL9JT384BJl/mGJ0hu9oGf/+onZ0QCcJUZiAYQ9r9evhR98qzVf7FNUlF21a8cqKTlGnbo0UEJC1Bm/j8/n19YtB2W329QkPanS1yT9zeD5em/e1qA7IaU2qKWvNt97yuuvuvxfytl2KOi5Fi1r69Mvfhv03PbtR9S2zcvyeLxlpl+4XHYtWzVYl7Vi6aSfzZm1ScOGLiz3sKDLZddrb/TRzT0bm5QMwC+xOgGAasHhsKlXnybq1afJeb2P3W5T8xaVN/J6smHDr9aC97aVK7Fut12jM6877fUHDxRUeO7ATxWfmzThM3m95de99Xr9+sufP9Lst/uf9mdHiucmrQ662kVxsU/PTVpNiQUshOkEAFBJWl91oV6a2kPR0Q5FxzgUE+uUw2HTsOFtNPiuy057/RVX1lWwwWGbzVDrqy6s8Lrly3YGnTPs9wf08cd7zup3qO72nGKL4507joYuCIDzxkgsgEpVWFiieW9v0coVuxRfK0oDf91CV7auuIBVN7f+T3P1uKWxVi7fpaIin37V/mIl1445o2sffvR6rVq5q1whtdsNPfhwxduBxtWs+CGuGrFs2PBLjRonau2XP5Y7bhhSk/QkExIBOFeMxAKoND/9J19XXzlNfxixWLPf3KSXp65Tl44z9eSYFWZHC6nYWJdu7tlYGf3Sz7jAStK1bVP06ut9VOeCWDkcNjkcNtWtG6vXZ/c95TJbd/328qBb5Lrddg2+q9U5/Q7V1ejM6+Ry2csddzhtGvXg6ad8AAgfPNgFoNLcMfBdLcz+ttxIotNpU/aiX+vatikmJbMWn8+vzZsOyDAMNWte+7RLaxUX+9S31xx9sXpf6eYQUVEONUlP0qIltys21hWK2Jbxj+dW68kxq+Rw2BRQQAF/QE8/20W/vecKs6MB+H9n0tcosQAqRWFhierVzgr6ZL7dbujXg1rqhSk3n9fP8Hr9+uTj3co7Xqw2V1+kOhfEntf7VSder18fLMjRO3O3yOv1q3ffJsromy63m1ljweTmevTRyt0yDKl9x0tU8xRTMgCEHqsTAAiZgvySoAVWkny+gA4cyD+v91+5YqfuHDRf+XnFstttKiry6u7fXalnJnRhO1edWMGhT9909embbnYUS4iPj1LPXpeaHQPAeWBOLIBKkZgUrXoX1Qx6LjraofYdLjnn9969K1f9+8zV4UOFKiryqaDgRGF+dfpGZU347JzfFwBgXZRYAJXCMAyN/XOHcg/N2O2GYmOdGjT49EtMVWTav9YFPe7xeDV50mr5fMG3pAUAVF+UWEQMX2CHCkqGK7e4lY4VX6lC75/kDxw0O1a18j8DW+jv/+im2nViStc7bXt9fS1ddadq1TrznbVO9tXGn4IuUC9JR48WKTe36JzfGwBgTcyJRUTwBb5XXkkvSUWSfApIKvbPVon/Q9VwZstmJJicsPoYNPgyDby9hfb+cFyxNVxKSoo+7/ds3DhRHwVZP1WSYmKciovjoRwAiDSMxCIieLwT9XOB/a8SBXRYxb6ZJqWqvux2my6+JL5SCqykCpc+ckfZ9dt7LpfDwUcZAEQaPvkREbyBFSpbYH9WrBJ/dojT4GylN03WS1N7yOWyKybGqehoh+wOQzfckKoxT3YwO14pvz+geW9vUa+bZ6ndtdP1+B+Xae8Px8yOBQDVEuvEIiLkFl8mKS/oOZvSVdO1MLSBcE6OHvUo+/0cHTtWrHa/qq+Wl11gdqRSgUBAd//mfS2Yv01FnhP/weR22+V02rV05R1q2qy2yQkBwDpYJxb4f07bTSrxvyfJe9IZt1z2viYkwrmoVStKt99x7qscVKUVy3dp/nvbVPyLB9CKinwqKfFpxLBFWrzsDhPTAUD1w3QCRIQo+x9kqJakX26/6ZbNuEQu20CTUqE6mTtnk7wl5aes+P3S55/t1eHDhSakAoDqi5FYRASbUVc1nNkq8k2X179IklNOW4bc9jtkGGxdivNXWOiV/xTL1RZXsEQYAODcMBKLiGEzaiva8ZBqupappuvfinLcS4FFpenWPU1RUcHHBRo0rKUL6nKvAUBlosQCQCXI6JuuBg1rlduxzOm06ZkJXWT8vPsDAKBSUGIBoBK43Q4tXjZIv7n7ctWs6ZLNZqj1VRfq7fdu1U3dG5kdDwCqHZbYAgAAQFg5k77GSCwAAAAsJ6xL7Lhx42QYRunXmjVrKnzt6tWrNXDgQN1333364x//qAgbYAYAAIgoYbvElsfj0bp16zRp0iRJUmxsrNq0aRP0tXv37tXAgQO1du1aJSQk6MEHH9QzzzyjRx55JJSRAQAAECJhOyd2ypQpatSokbp06XLa1z7wwAPKy8vT9OnTJUnr169X+/bttX//fsXGll3WhjmxAAAA4c2yc2L9fr+ysrLUp08f9evXT9u2bTvl6xcsWKAWLVqUft+yZUsVFBRoxYoVVZwUAKRAIKBVK3dpzGPLNW7sKm3csN/sSABQ7YVliS0sLNT48eOVmZmpNWvWqHXr1lq6dGnQ1+bn52v37t1KTk4uPeZwOFSjRg3l5ORU+DOaNm2qlJQUpaSkKCsrq9J/BwCRobjYp4xb5qhvr7f0j+e+0HNZn+uGX72mUSP+zdx8AKhCpsyJHT16tDZu3Fjh+ZEjR2rAgAGSpMzMTPXu3VtDhgzR999/L7u97ELiubm5kqTExMQyx91utwoKCir8GVu2bGE6AYDz9tyk1fr0kz0qLj6xrazPd6K4vv7qV+rQ4RL16ZtuZjwAqLZMKbETJ04849fGxMRo5syZatCggXJyctS0adMy538ur0VFRWWOFxYWKiEh4fzDAsAp/Ouf6+Tx+ModLyryaeqUtZTYs5CXV6wvVu+Vy2XXNddeJKfTfvqLAESssF2d4Jfq1q2rZs2alSuqkhQVFaV69erp4MGDpccKCwuVl5enJk2ahDImgAh05HBhhef2788PYRJre37yFxr3p5UyDEP+QEAx0U69MOVm9ex1qdnRAISpsJwTezKfzyeXy6WWLVsGPd+/f/8ya8hu2bJF8fHxuv7660MVEUCEanFZnaDHnU6brrn2ohCnsaZ35m7R2CdWyuPxqbDQqyKPT0eOeHTnoPe0YT0PyQEILixL7JIlSzR27Fjl5+fL6/Xq0Ucf1VNPPVU6H3br1q266qqrdPjwYUknlthavny5PB6PJGnmzJl6/PHHFRUVZdrvACAy/PHxX8npLP9RahiGRoy6xoRE1vPs05+Uzin+pUBA+sdzX5iQCIAVhGWJlaSpU6cqNTVVGRkZGjBggDp37lx6Li8vTzt37iwtrY0aNdKLL76ou+++W8OHD1dSUpIefPBBs6IDiCA3dm2ol6b2UFJytJxOm+x2QxdfEq95C25VetPk078B9N13h4Me93r9+mrDf0KcBoBVhO1mB1WFzQ4AVAWv168tmw/I5bLr0iZJMgzD7EiW0bTRC9q793i544Yhdbmxod6Zf6sJqQCYybKbHQCA1TgcNrW87AI1SU+mwJ6l+4e3UVRU+ZUInE67hg67yoREAKyAEgsAMNXvh7ZW9x6NZbNJUVEORUc7ZLMZeujRtupyY0Oz4wEIU5ZYYgsAUP14vX5NePZTvTB5jXJzi1SzpktXX3ORbuzWUL16N1FKfaZ8AagYI7EAAFMMG7pQWX/7TLm5J9YAP368WB9/vFubvjlAgQVwWpRYAEDI7dhxVHNmbSq321mRx6c3Zn6t3btyTUoGwCoosQCAkPv0kz2Kigo+oy062qFPPtkT4kRVJxAIaOarG9Wq+RQl1nxWzS99UVOnrJXfH1GLAwGVjhILAAi5GrFO+StY4dHvD6hGrDPEiarOU0+u0h9GLNaO74/K6/Vrz55jeuzRZRo9arHZ0QBLo8QCAEKuS9eGMhR8KTKbzVDnarIqwcEDBZo0cbWKispPm5jx8gbt2nXUnGBANUCJBQCEXGysS/+c1kNOp610216n68S/T325p2JiqsdI7Mcf7ZbLVX4NXElyux1avnRnaAMB1QhLbAEATNE7I12fNk3W1CnrtHXLQTVrXlv3/P5KXdokyexolcblsutUG2O63MELLoDTo8QCAEzTJD1ZE//e1ewYVaZjp9QKd3ArLvap202NQpwIqD6YTgAAQBWJiXHquedvktNpk91+oszabJLTadMzE7ooKSna5ISAdTESCwBAFbptYHOlNUrQ8899oc2bD6pR4wQNe+BqtW1X3+xogKUZgVNN1qmGjh07pvj4eOXm5ioujh1hAAAAws2Z9DWmEwAAAMByKLEAAACwHObEAgDO2Yb1+/XB+zkKBKRuN6WpzdX1KnwaHwAqEyUWAHDW/P6Ahg1dqNlvbpJhSIGA9PeJn6vHLY01/bXestv5H30AqhafMgCAszbrzW80963N8nr9Kinxl/5z0cLvNG3qerPjAYgAlFgAwFn754tfqsjjK3fc4/FpyotfmpAIQKShxAIAztpP/8mv8NyhgwUhTAIgUlFiAQBn7crWF8pmK/8Al2FIl7W6wIREACINJRYAcNZGP9S2dBvVX3I4bHrksXYmJAIQaSixAICz1vqqC/XGnL6qWzdWTqdNTqdNycnRenlGL7X71cVmxwMQAdh2FgBwzvz+gDZ985P8/oBatKzD0loAKsWZ9DXWiQUAnDObzVDLy5gDCyD0+E9mAAAAWA4lFgAAAJZDiQUAAIDlUGIBAABgOZRYAAAAWA4lFgAAAJZDiQUAAIDlUGIBAABgOZRYAAAAWA4lFgAAAJZDiQUAAIDlUGIBwGLy8oo15vHlalh/suokTFDPm97U6s9+MDsWAISUEQgEAmaHCKVjx44pPj5eubm5iouLMzsOAJyV4mKfOrV/Tdu2HlRRkU+SZBiSw2HTO/NvVccbUs0NCACV4Ez6GiOxAGAh783bqpxth0oLrCQFAlJJiV8PjV5iYjIACC1KLABYSPb738rj8QY9t3XLQR06WBDiRABgDkosAFiIy2WXYVR83u7gYx1AZODTDgAspN+tTeVy2csdNwzpmmsvUq1aUSakAoDQo8QCgIV07ZamTp0bKCrKUXrM5bIrOtqpSZO7mZgMAELLcfqXAADChc1m6I05fTX7zW80/eUNOnrUoxs6pWrYiKuVmlrL7HgAEDIssQUAAICwwhJbAAAAqJYosQAAALAcSiwAAAAshxILAAAAy6HEAgAAwHIosQAAALAcSiwAAAAshxILAAAAy6HEAgAAwHIosQAAALAcSiwAAAAshxILAAAAy6HEAgAAwHLCssSWlJSoTp06MgyjzFe/fv0qvMbv96tx48alr23RokUIEwMAACCUHGYHCCY7O1udO3dWp06d5HQ6JUmzZ89Wr169Krzm3XffVY8ePZSamipJatOmTSiiAgCA87R+3X59uHi7nA67eva+VI0bJ5odCRZgBAKBgNkhTrZy5Up16NChzLE2bdpo8eLFSkhICHrNbbfdplmzZslmO/Xg8rFjxxQfH6/c3FzFxcVVWmYAAHB2vF6/htw5Xx8s+FY2uyGbYaikxKdhw6/WuPEdZRiG2RFhkjPpa2E5neDkArtjxw4lJCRUWGA/+ugjvfXWW0pLS9MTTzyh4uLiUMQEAADn4aUX1mjRwu/k9fpVXOSTx+OVzxfQlBe/1MIPvjU7HsJcWJbYk82bN08ZGRkVnk9OTtarr76qjh076q9//auuu+46FRQUnPI9mzZtqpSUFKWkpCgrK6uyIwMAgNN46YW18nh85Y4XFfn00gtrTUgEKzFlOsHo0aO1cePGCs+PHDlSPXv2LP2+ffv2mjNnji688MLTvveaNWt044036v7779f48ePLnWc6AQAA4aFOwgR5PN6g5xqmJWjDN78PcSKEizPpa6Y82DVx4sQzfu3+/fsl6YwKrHRi7uzYsWM1a9asoCUWAACEhybpSdq44T/ljjscNl3Zuq4JiWAlYT+dYP78+erdu/dZXdO5c2cVFRVVUSIAAFAZHn2snZyu8lXEMKQRo64xIRGsJOxL7Lvvvqu+ffue1TV79uwpMx0BAACEn5t7NtbESV1Vs6ZLbrddLpddtWvH6PXZfdXqckZiw8H27Ud0/70LlZ72glpfNlXPTfpchYUlZseSFKZLbP3s6NGj6tatm1avXl3m+NatWzVo0CAtXrxYiYmJGjNmjNq0aaNbbrlFu3bt0kMPPaQZM2YoOjq63HsyJxYAgPBSVOTV+rX75XDadMWVdWW3h/0YW0TY9M1P6txhpkpKfCop8UuSoqIcatGythYtGSSXy15lPzts58Seqezs7KAjqnl5edq5c6c8Ho8k6ciRI7rtttvUoEEDdenSRdOmTQtaYAEAQPhxux26tm2K2TFwkkcyl6qwsES/HO70eLz65usDenvuZv369pbmhVOYj8RWBUZiAQAATq242Kfatf6milrijV0b6p35t1bZz7fsZgcAAAAwTyAQqLDASpLfb/4YKCUWAAAAZbjdDl3frr6C7fwbFeVQ3/7poQ91EkosAAAAynn62c5yux2y2//bZN1uuxpfmqgBtzU3MdkJlFgAAACUc/kVdbXq07vUOyNdiYnRSqkfpz9kXqd/Lx2kqCjz1wbgwS4AAACEFR7sAgAAQLVEiQUAAIDlUGIBAABgOZRYAAAAWA4lFgAAAJZDiQUAAIDlUGIBAABgOZRYAAAAWA4lFgAAAJZDiQUAAIDlUGIBAABgOZRYAAAAWA4lFgAAAJZDiQUAAIDlUGIBAABgOZRYAAAAWA4lFgAAAJZDiQUAAIDlUGIBAABgOZRYAAAAWA4lNsxlZWWZHQEm4x6IbPz5g3sA3APBGYFAIGB2iFA6duyY4uPjlZubq7i4OLPjnFZKSop++OEHs2PARNwDkY0/f3APIBLvgTPpa4zEAgAAwHIcZgcItZ8Hno8dO2ZykjMTCAQskxVVg3sgsvHnD+4BROI98PPve6oJAxE3neCHH35Q/fr1zY4BAACA09izZ49SUlKCnou4Euv3+7Vv3z7VrFlThmGYHQcAAAAnCQQCOn78uOrVqyebLfjs14grsQAAALA+HuwCAACA5VBiAQAAYDmUWAAAAFgOJdYixo0bJ8MwSr/WrFljdiRUsaefflr33HOPbr/9di1btszsODDBqlWryvy9/9vf/mZ2JFSxgwcPKjMzU/fdd1+Z4wUFBbrnnns0fPhwDRo0SLt27TIpIapaRfeARBc4WcStE2tFHo9H69at06RJkyRJsbGxatOmjcmpUJWef/55ffvtt3rllVfk8Xh0+eWXKzs7W2lpaWZHQwjNmDGj9O+9JN15550mpkFVKykp0ccff6z58+erbdu2Zc4NHjxYvXr10uDBg/X111/rlltu0dq1a+V0Ok1Ki6pwqnuALlAeqxNYwJQpU9SoUSN16dLF7CgIgeLiYtWrV0/vvPOOOnToIEkaMWKEjh8/rldeecXkdAiVLVu2aNasWRo3bpzZURBit99+u5xOp2bMmCFJWrt2rdq1a6ejR4/K7XZLklq1aqXRo0dr8ODBJiZFVTn5HpDoAsEwnSDM+f1+ZWVlqU+fPurXr5+2bdtmdiRUsU8++USHDh1SixYtSo+1atVKH3zwgYmpEGoTJkzQX/7yF7Vv314LFy40Ow5C6OTR1QULFqhRo0alBVY68Znw/vvvhzoaQuTke4AuEBwlNswVFhZq/PjxyszM1Jo1a9S6dWstXbrU7FioQps3b5bNZlNCQkLpsYSEBB04cEBHjhwxMRlCqX///powYYKKiorUo0cPPf3002ZHgkk2b96s5OTkMscSEhKUk5NjUiKEGl0gOObEmmz06NHauHFjhedHjhypAQMGSJIyMzPVu3dvDRkyRN9//73sdnuoYiKEcnNzVatWrTI7lPw8AlNQUFCm3KL66t69u7p3764RI0boiSee0JgxY5SRkaH09HSzoyHEcnNzlZiYWOaY2+1WQUGBSYkQarGxsXSBICixJps4ceIZvzYmJkYzZ85UgwYNlJOTo6ZNm1ZhMpglMTFRRUVFZY4VFhZKEgU2AhmGoT//+c/Kzs7W8uXLKbERKDExUXl5eWWOFRYW8nkQoegC/8V0AoupW7eumjVrVq7koPpIS0tTfn6+PB5P6bEDBw4oJSVFMTExJiaDWQzDUKdOnfh7H6HS0tJ08ODBMscOHDigJk2amJQIZqMLnECJtRifzyeXy6WWLVuaHQVVpGPHjkpOTi6z/t/mzZvVo0cPE1PBbD/++KNuuukms2PABP3799dXX31VprDwmRDZ6AInUGLD3JIlSzR27Fjl5+fL6/Xq0Ucf1VNPPRXRc2CqO6fTqVGjRmnevHmSpPz8fH344Yd65JFHTE6GUNm9e7ceeOAB7d69W5I0Z84cNW/enKkEEcLn88nv95d+f8UVV6hdu3ZatGiRJGnDhg2y2WylcyRR/Zx8D9AFgqPEWsDUqVOVmpqqjIwMDRgwQJ07dzY7EqrYww8/LIfDoREjRuj+++/XtGnTlJqaanYshIjD4dDKlSvVrFkzdejQQV6vV4899pjZsRACc+bM0apVq/TRRx9p7ty5pcfffPNNvf3223rooYc0efJkLVy4MOILTHVV0T1AFyiPzQ4AAABgOYzEAgAAwHIosQAAALAcSiwAAAAshxILAAAAy6HEAgAAwHIosQAAALAcSiwAAAAshxILAAAAy6HEAgAAwHIosQBQjX322Wfq3LmzVqxYYXYUAKhUlFgAqKa2b9+uL7/8UsuWLTM7CgBUOkosAFRTaWlpuvfee82OAQBVghILAGFs4cKF6tKli6ZPn67hw4erZs2a6tixo/bs2SNJWrt2rYYMGaKhQ4eqXbt22rRpU5nrnU6nGbEBoMpRYgEgjF100UX6/PPPNXfuXPXs2VNz5szR+vXrde+99+rw4cO64447NHnyZL300ktKSEjQ7373O7MjA0BIOMwOAACoWKtWrZSUlKTevXura9eukqQHHnhA48eP1/PPP6927dqpRo0akqRx48Zpx44dZsYFgJBhJBYAwpxhGHK73aXfd+zYUZK0cuVKJSYmlh6/4oor1Ldv31DHAwBTUGIBwGJq164tSYqLi9P27dvLnCsoKJDf7zcjFgCEFCUWACzgl8V0//79io+PV3p6urKzs3XgwIHSc2+88YZsNj7aAVR/fNIBgAX8ctWB2bNna9SoURo6dKj8fr+6d++u119/XZmZmfJ4PGWu8/l8ksToLIBqhxILABawadMmPfbYYxo6dKiSkpL0+OOP6+KLL9bcuXN16NAhjRw5Um63W8OGDSu9Zt++fRo/frwk6ZVXXtHGjRvNig8Alc4IBAIBs0MAACqWmpqqsWPH6q677jI7CgCEDUZiAQAAYDmUWAAIcz6fT16v1+wYABBWKLEAEKaKi4uVlZWlffv2aebMmdqwYYPZkQAgbDAnFgAAAJbDSCwAAAAshxILAAAAy6HEAgAAwHIosQAAALAcSiwAAAAshxILAAAAy/k/p5bu/Pk7WHIAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.scatter(x[:,0],x[:,1],c=breast['target'],cmap='plasma')\n",
    "plt.xlabel('pc1')\n",
    "plt.ylabel('pc2');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "3aafbbbe-2f71-45d1-bf26-9d88e76f837e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "score = principal.fit_transform(Scaled_data) ; coef=np.transpose(principal.components_) ; labels=list(data.feature_names)\n",
    "xs = score[:,0]\n",
    "ys = score[:,1]\n",
    "n = coef.shape[0]\n",
    "scalex = 1.0/(xs.max() - xs.min())\n",
    "scaley = 1.0/(ys.max() - ys.min())\n",
    "plt.scatter(xs * scalex,ys * scaley, s=5, color='orange')\n",
    "for i in range(n):\n",
    "    plt.arrow(0, 0, coef[i,0], coef[i,1],color = 'purple', alpha = 0.5)\n",
    "    plt.text(coef[i,0]* 1.15, coef[i,1] * 1.15, labels[i], color = 'darkblue', ha = 'center', va = 'center')\n",
    "plt.xlabel(\"PC{}\".format(1))\n",
    "plt.ylabel(\"PC{}\".format(2));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "87efb70b-3ca3-4e6c-9115-6fb45f45d253",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# import relevant libraries for 3d graph\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "fig = plt.figure(figsize=(9,9))\n",
    " \n",
    "# choose projection 3d for creating a 3d graph\n",
    "axis = fig.add_subplot(111, projection='3d')\n",
    " \n",
    "# x[:,0]is pc1,x[:,1] is pc2 while x[:,2] is pc3\n",
    "axis.scatter(x[:,0],x[:,1],x[:,2], c=data['target'],cmap='plasma')\n",
    "axis.set_xlabel(\"PC1\", fontsize=10)\n",
    "axis.set_ylabel(\"PC2\", fontsize=10)\n",
    "axis.set_zlabel(\"PC3\", fontsize=10);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "ff8f4af4",
   "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>sepal length (cm)</th>\n",
       "      <th>sepal width (cm)</th>\n",
       "      <th>petal length (cm)</th>\n",
       "      <th>petal width (cm)</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>6.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     sepal length (cm)  sepal width (cm)  petal length (cm)  petal width (cm)  \\\n",
       "145                6.7               3.0                5.2               2.3   \n",
       "146                6.3               2.5                5.0               1.9   \n",
       "147                6.5               3.0                5.2               2.0   \n",
       "148                6.2               3.4                5.4               2.3   \n",
       "149                5.9               3.0                5.1               1.8   \n",
       "\n",
       "             target  \n",
       "145  Iris-virginica  \n",
       "146  Iris-virginica  \n",
       "147  Iris-virginica  \n",
       "148  Iris-virginica  \n",
       "149  Iris-virginica  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# another example, Iris type, three classifications\n",
    "\n",
    "# https://pub.towardsai.net/principal-component-analysis-pca-with-python-examples-tutorial-67a917bae9aa\n",
    "\n",
    "from sklearn.datasets import load_iris\n",
    "\n",
    "t = load_iris()\n",
    "data = t.data\n",
    "data_labels=t.target\n",
    "labels=np.reshape(data_labels,(150,1))\n",
    "final=np.concatenate([data,labels],axis=1)\n",
    "df = pd.DataFrame(final)\n",
    "\n",
    "targets = ['Iris-setosa', 'Iris-versicolor', 'Iris-virginica']\n",
    "features = t.feature_names\n",
    "features_labels = np.append(features,'target')\n",
    "df.columns = features_labels\n",
    "df['target'].replace(0,targets[0],inplace=True)\n",
    "df['target'].replace(1,targets[1],inplace=True)\n",
    "df['target'].replace(2,targets[2],inplace=True)\n",
    "df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "d88a6d4a",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "features = ['sepal length (cm)', 'sepal width (cm)', 'petal length (cm)', 'petal width (cm)']\n",
    "\n",
    "# Separating out the features\n",
    "x = df.loc[:, features].values\n",
    "\n",
    "# Separating out the target\n",
    "y = df.loc[:,['target']].values\n",
    "\n",
    "# Standardizing the features\n",
    "x = StandardScaler().fit_transform(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "25fc5018",
   "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>principal component 1</th>\n",
       "      <th>principal component 2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-2.264703</td>\n",
       "      <td>0.480027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-2.080961</td>\n",
       "      <td>-0.674134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-2.364229</td>\n",
       "      <td>-0.341908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-2.299384</td>\n",
       "      <td>-0.597395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-2.389842</td>\n",
       "      <td>0.646835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>1.870503</td>\n",
       "      <td>0.386966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>1.564580</td>\n",
       "      <td>-0.896687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>1.521170</td>\n",
       "      <td>0.269069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>1.372788</td>\n",
       "      <td>1.011254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>0.960656</td>\n",
       "      <td>-0.024332</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     principal component 1  principal component 2\n",
       "0                -2.264703               0.480027\n",
       "1                -2.080961              -0.674134\n",
       "2                -2.364229              -0.341908\n",
       "3                -2.299384              -0.597395\n",
       "4                -2.389842               0.646835\n",
       "..                     ...                    ...\n",
       "145               1.870503               0.386966\n",
       "146               1.564580              -0.896687\n",
       "147               1.521170               0.269069\n",
       "148               1.372788               1.011254\n",
       "149               0.960656              -0.024332\n",
       "\n",
       "[150 rows x 2 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "pca = PCA(n_components=2)\n",
    "principalComponents = pca.fit_transform(x)\n",
    "principalDf = pd.DataFrame(data = principalComponents\n",
    "             , columns = ['principal component 1', 'principal component 2'])\n",
    "principalDf\n",
    "#pca.explained_variance_ratio_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "144ba89d",
   "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>principal component 1</th>\n",
       "      <th>principal component 2</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-2.264703</td>\n",
       "      <td>0.480027</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-2.080961</td>\n",
       "      <td>-0.674134</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-2.364229</td>\n",
       "      <td>-0.341908</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-2.299384</td>\n",
       "      <td>-0.597395</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-2.389842</td>\n",
       "      <td>0.646835</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>1.870503</td>\n",
       "      <td>0.386966</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>1.564580</td>\n",
       "      <td>-0.896687</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>1.521170</td>\n",
       "      <td>0.269069</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>1.372788</td>\n",
       "      <td>1.011254</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>0.960656</td>\n",
       "      <td>-0.024332</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     principal component 1  principal component 2          target\n",
       "0                -2.264703               0.480027     Iris-setosa\n",
       "1                -2.080961              -0.674134     Iris-setosa\n",
       "2                -2.364229              -0.341908     Iris-setosa\n",
       "3                -2.299384              -0.597395     Iris-setosa\n",
       "4                -2.389842               0.646835     Iris-setosa\n",
       "..                     ...                    ...             ...\n",
       "145               1.870503               0.386966  Iris-virginica\n",
       "146               1.564580              -0.896687  Iris-virginica\n",
       "147               1.521170               0.269069  Iris-virginica\n",
       "148               1.372788               1.011254  Iris-virginica\n",
       "149               0.960656              -0.024332  Iris-virginica\n",
       "\n",
       "[150 rows x 3 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "finalDf = pd.concat([principalDf, df[['target']]], axis = 1)\n",
    "finalDf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "b0c2fb0c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x640 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (8,8))\n",
    "ax = fig.add_subplot(1,1,1) \n",
    "ax.set_xlabel('PC1', fontsize = 15)\n",
    "ax.set_ylabel('PC2', fontsize = 15)\n",
    "ax.set_title('2 component PCA', fontsize = 20)\n",
    "\n",
    "targets = ['Iris-setosa', 'Iris-versicolor', 'Iris-virginica']\n",
    "colors = ['r', 'g', 'b']\n",
    "for target, color in zip(targets,colors):\n",
    "    indicesToKeep = finalDf['target'] == target\n",
    "    ax.scatter(finalDf.loc[indicesToKeep, 'principal component 1']\n",
    "               , finalDf.loc[indicesToKeep, 'principal component 2']\n",
    "               , c = color\n",
    "               , s = 50)\n",
    "ax.legend(targets)\n",
    "ax.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "aa2d73e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# unused but required import for doing 3d projections with matplotlib < 3.2\n",
    "from sklearn import datasets\n",
    "\n",
    "iris = datasets.load_iris()\n",
    "\n",
    "import mpl_toolkits.mplot3d\n",
    "\n",
    "from sklearn.decomposition import PCA\n",
    "\n",
    "fig = plt.figure(1, figsize=(8, 6))\n",
    "ax = fig.add_subplot(111, projection=\"3d\", elev=-150, azim=110)\n",
    "\n",
    "X_reduced = PCA(n_components=3).fit_transform(iris.data)\n",
    "ax.scatter(\n",
    "    X_reduced[:, 0],\n",
    "    X_reduced[:, 1],\n",
    "    X_reduced[:, 2],\n",
    "    c=iris.target,\n",
    "    s=40,\n",
    ")\n",
    "\n",
    "ax.set_title(\"First three PCA dimensions\")\n",
    "ax.set_xlabel(\"1st Eigenvector\")\n",
    "ax.xaxis.set_ticklabels([])\n",
    "ax.set_ylabel(\"2nd Eigenvector\")\n",
    "ax.yaxis.set_ticklabels([])\n",
    "ax.set_zlabel(\"3rd Eigenvector\")\n",
    "ax.zaxis.set_ticklabels([]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "f0256619",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "4818e8cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = pd.read_csv('data/wine.csv')\n",
    " \n",
    "# distributing the dataset into two components X and Y\n",
    "\n",
    "X = dataset.iloc[:, 0:13].values\n",
    "y = dataset.iloc[:, 13].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "a3accb6c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Splitting the X and Y into the Training set and Testing set\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    " \n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "974c3471",
   "metadata": {},
   "outputs": [],
   "source": [
    "# performing preprocessing part\n",
    "\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "sc = StandardScaler()\n",
    " \n",
    "X_train = sc.fit_transform(X_train)\n",
    "X_test = sc.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "08b564ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Applying PCA function on training and testing set of X component\n",
    "\n",
    "from sklearn.decomposition import PCA\n",
    " \n",
    "pca = PCA(n_components = 2)\n",
    " \n",
    "X_train = pca.fit_transform(X_train)\n",
    "X_test = pca.transform(X_test)\n",
    " \n",
    "explained_variance = pca.explained_variance_ratio_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "247293e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {\n",
       "  /* Definition of color scheme common for light and dark mode */\n",
       "  --sklearn-color-text: black;\n",
       "  --sklearn-color-line: gray;\n",
       "  /* Definition of color scheme for unfitted estimators */\n",
       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
       "  --sklearn-color-unfitted-level-3: chocolate;\n",
       "  /* Definition of color scheme for fitted estimators */\n",
       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
       "\n",
       "  /* Specific color for light theme */\n",
       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-icon: #696969;\n",
       "\n",
       "  @media (prefers-color-scheme: dark) {\n",
       "    /* Redefinition of color scheme for dark theme */\n",
       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-icon: #878787;\n",
       "  }\n",
       "}\n",
       "\n",
       "#sk-container-id-1 {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 pre {\n",
       "  padding: 0;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-hidden--visually {\n",
       "  border: 0;\n",
       "  clip: rect(1px 1px 1px 1px);\n",
       "  clip: rect(1px, 1px, 1px, 1px);\n",
       "  height: 1px;\n",
       "  margin: -1px;\n",
       "  overflow: hidden;\n",
       "  padding: 0;\n",
       "  position: absolute;\n",
       "  width: 1px;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-dashed-wrapped {\n",
       "  border: 1px dashed var(--sklearn-color-line);\n",
       "  margin: 0 0.4em 0.5em 0.4em;\n",
       "  box-sizing: border-box;\n",
       "  padding-bottom: 0.4em;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-container {\n",
       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
       "     so we also need the `!important` here to be able to override the\n",
       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
       "  display: inline-block !important;\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-text-repr-fallback {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       "div.sk-parallel-item,\n",
       "div.sk-serial,\n",
       "div.sk-item {\n",
       "  /* draw centered vertical line to link estimators */\n",
       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
       "  background-size: 2px 100%;\n",
       "  background-repeat: no-repeat;\n",
       "  background-position: center center;\n",
       "}\n",
       "\n",
       "/* Parallel-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item::after {\n",
       "  content: \"\";\n",
       "  width: 100%;\n",
       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
       "  flex-grow: 1;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel {\n",
       "  display: flex;\n",
       "  align-items: stretch;\n",
       "  justify-content: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:first-child::after {\n",
       "  align-self: flex-end;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:last-child::after {\n",
       "  align-self: flex-start;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:only-child::after {\n",
       "  width: 0;\n",
       "}\n",
       "\n",
       "/* Serial-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-serial {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "  align-items: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  padding-right: 1em;\n",
       "  padding-left: 1em;\n",
       "}\n",
       "\n",
       "\n",
       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
       "clickable and can be expanded/collapsed.\n",
       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
       "*/\n",
       "\n",
       "/* Pipeline and ColumnTransformer style (default) */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable {\n",
       "  /* Default theme specific background. It is overwritten whether we have a\n",
       "  specific estimator or a Pipeline/ColumnTransformer */\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "/* Toggleable label */\n",
       "#sk-container-id-1 label.sk-toggleable__label {\n",
       "  cursor: pointer;\n",
       "  display: block;\n",
       "  width: 100%;\n",
       "  margin-bottom: 0;\n",
       "  padding: 0.5em;\n",
       "  box-sizing: border-box;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
       "  /* Arrow on the left of the label */\n",
       "  content: \"▸\";\n",
       "  float: left;\n",
       "  margin-right: 0.25em;\n",
       "  color: var(--sklearn-color-icon);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "/* Toggleable content - dropdown */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content {\n",
       "  max-height: 0;\n",
       "  max-width: 0;\n",
       "  overflow: hidden;\n",
       "  text-align: left;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content pre {\n",
       "  margin: 0.2em;\n",
       "  border-radius: 0.25em;\n",
       "  color: var(--sklearn-color-text);\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
       "  /* Expand drop-down */\n",
       "  max-height: 200px;\n",
       "  max-width: 100%;\n",
       "  overflow: auto;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
       "  content: \"▾\";\n",
       "}\n",
       "\n",
       "/* Pipeline/ColumnTransformer-specific style */\n",
       "\n",
       "#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator-specific style */\n",
       "\n",
       "/* Colorize estimator box */\n",
       "#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  /* The background is the default theme color */\n",
       "  color: var(--sklearn-color-text-on-default-background);\n",
       "}\n",
       "\n",
       "/* On hover, darken the color of the background */\n",
       "#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "/* Label box, darken color on hover, fitted */\n",
       "#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator label */\n",
       "\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  font-family: monospace;\n",
       "  font-weight: bold;\n",
       "  display: inline-block;\n",
       "  line-height: 1.2em;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label-container {\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "/* Estimator-specific */\n",
       "#sk-container-id-1 div.sk-estimator {\n",
       "  font-family: monospace;\n",
       "  border: 1px dotted var(--sklearn-color-border-box);\n",
       "  border-radius: 0.25em;\n",
       "  box-sizing: border-box;\n",
       "  margin-bottom: 0.5em;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "/* on hover */\n",
       "#sk-container-id-1 div.sk-estimator:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
       "\n",
       "/* Common style for \"i\" and \"?\" */\n",
       "\n",
       ".sk-estimator-doc-link,\n",
       "a:link.sk-estimator-doc-link,\n",
       "a:visited.sk-estimator-doc-link {\n",
       "  float: right;\n",
       "  font-size: smaller;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1em;\n",
       "  height: 1em;\n",
       "  width: 1em;\n",
       "  text-decoration: none !important;\n",
       "  margin-left: 1ex;\n",
       "  /* unfitted */\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted,\n",
       "a:link.sk-estimator-doc-link.fitted,\n",
       "a:visited.sk-estimator-doc-link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "/* Span, style for the box shown on hovering the info icon */\n",
       ".sk-estimator-doc-link span {\n",
       "  display: none;\n",
       "  z-index: 9999;\n",
       "  position: relative;\n",
       "  font-weight: normal;\n",
       "  right: .2ex;\n",
       "  padding: .5ex;\n",
       "  margin: .5ex;\n",
       "  width: min-content;\n",
       "  min-width: 20ex;\n",
       "  max-width: 50ex;\n",
       "  color: var(--sklearn-color-text);\n",
       "  box-shadow: 2pt 2pt 4pt #999;\n",
       "  /* unfitted */\n",
       "  background: var(--sklearn-color-unfitted-level-0);\n",
       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted span {\n",
       "  /* fitted */\n",
       "  background: var(--sklearn-color-fitted-level-0);\n",
       "  border: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link:hover span {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link {\n",
       "  float: right;\n",
       "  font-size: 1rem;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1rem;\n",
       "  height: 1rem;\n",
       "  width: 1rem;\n",
       "  text-decoration: none;\n",
       "  /* unfitted */\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "#sk-container-id-1 a.estimator_doc_link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LogisticRegression(random_state=0)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;&nbsp;LogisticRegression<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.4/modules/generated/sklearn.linear_model.LogisticRegression.html\">?<span>Documentation for LogisticRegression</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>LogisticRegression(random_state=0)</pre></div> </div></div></div></div>"
      ],
      "text/plain": [
       "LogisticRegression(random_state=0)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# fitting logistic regression To the training set\n",
    "\n",
    "from sklearn.linear_model import LogisticRegression  \n",
    " \n",
    "classifier = LogisticRegression(random_state = 0)\n",
    "classifier.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "ea6eb165",
   "metadata": {},
   "outputs": [],
   "source": [
    "# predicting the test set result using predict function under LogisticRegression \n",
    "\n",
    "y_pred = classifier.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "bd2b2176",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# making confusion matrix between test set of Y and predicted value\n",
    "\n",
    "from sklearn.datasets import make_classification\n",
    "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.svm import SVC\n",
    "\n",
    "clf = SVC(random_state=0)\n",
    "clf.fit(X_train, y_train)\n",
    "predictions = clf.predict(X_test)\n",
    "cm = confusion_matrix(y_test, predictions, labels=clf.classes_)\n",
    "disp = ConfusionMatrixDisplay(confusion_matrix=cm,display_labels=clf.classes_)\n",
    "disp.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "b4408a71",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# predicting the training set result through scatter plot \n",
    "\n",
    "from matplotlib.colors import ListedColormap\n",
    " \n",
    "X_set, y_set = X_train, y_train\n",
    "X1, X2 = np.meshgrid(np.arange(start = X_set[:, 0].min() - 1,\n",
    "                     stop = X_set[:, 0].max() + 1, step = 0.01),\n",
    "                     np.arange(start = X_set[:, 1].min() - 1,\n",
    "                     stop = X_set[:, 1].max() + 1, step = 0.01))\n",
    " \n",
    "plt.contourf(X1, X2, classifier.predict(np.array([X1.ravel(),\n",
    "             X2.ravel()]).T).reshape(X1.shape), alpha = 0.75,\n",
    "             cmap = ListedColormap(('yellow', 'white', 'aquamarine')))\n",
    " \n",
    "plt.xlim(X1.min(), X1.max())\n",
    "plt.ylim(X2.min(), X2.max())\n",
    " \n",
    "for i, j in enumerate(np.unique(y_set)):\n",
    "    plt.scatter(X_set[y_set == j, 0], X_set[y_set == j, 1],\n",
    "                c = ListedColormap(('red', 'green', 'blue'))(i), label = j)\n",
    " \n",
    "plt.title('Logistic Regression (Training set)')\n",
    "plt.xlabel('PC1')\n",
    "plt.ylabel('PC2')\n",
    "plt.legend();"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
