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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![3cc17ec6-e608-4f91-88d2-5cb1efc57cb9.png](attachment:3cc17ec6-e608-4f91-88d2-5cb1efc57cb9.png)"
   ]
  },
  {
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    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![7ac9d830-123d-4ef6-837a-19569e5b9de7%20%281%29.jpg](attachment:7ac9d830-123d-4ef6-837a-19569e5b9de7%20%281%29.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8.77496\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "vector = tf.constant([[4,5,6]], dtype=tf.float32)\n",
    "eucNorm = tf.norm(vector, ord=\"euclidean\")\n",
    "\n",
    "with tf.Session() as sess:\n",
    "    print(sess.run(eucNorm))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'list'>\n",
      "<class 'numpy.ndarray'>\n",
      "<class 'tensorflow.python.framework.ops.Tensor'>\n",
      "<class 'tensorflow.python.framework.ops.Tensor'>\n",
      "<class 'tensorflow.python.framework.ops.Tensor'>\n",
      "<class 'tensorflow.python.framework.ops.Tensor'>\n"
     ]
    }
   ],
   "source": [
    "matrix1 = [[1.0, 2.0], [3.0, 40]]\n",
    "matrix2 = np.array([[1.0, 2.0], [3.0, 40]], dtype=np.float32)\n",
    "matrix3 = tf.constant([[1.0, 2.0], [3.0, 40]])\n",
    "\n",
    "print(type(matrix1))\n",
    "print(type(matrix2))\n",
    "print(type(matrix3))\n",
    "\n",
    "tensorForM1 = tf.convert_to_tensor(matrix1, dtype=tf.float32)\n",
    "tensorForM2 = tf.convert_to_tensor(matrix2, dtype=tf.float32)\n",
    "tensorForM3 = tf.convert_to_tensor(matrix3, dtype=tf.float32)\n",
    "\n",
    "print(type(tensorForM1))\n",
    "print(type(tensorForM2))\n",
    "print(type(tensorForM3))"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![1a2fb421-cc3f-486b-afc9-71149dcd8b66.jpg](attachment:1a2fb421-cc3f-486b-afc9-71149dcd8b66.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[28 40 54]\n",
      " [30 22 12]]\n",
      "[[122 167]\n",
      " [ 46  64]]\n"
     ]
    }
   ],
   "source": [
    "mat1 = tf.constant([[4, 5, 6],[3,2,1]])\n",
    "mat2 = tf.constant([[7, 8, 9],[10, 11, 12]])\n",
    "\n",
    "mult = tf.multiply(mat1, mat2)\n",
    "\n",
    "dotprod = tf.matmul(mat1, tf.transpose(mat2))\n",
    "\n",
    "with tf.Session() as sess:\n",
    "    print(sess.run(mult))\n",
    "    print(sess.run(dotprod))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "12.0\n"
     ]
    }
   ],
   "source": [
    "mat = tf.constant([\n",
    " [0, 1, 2],\n",
    " [3, 4, 5],\n",
    " [6, 7, 8]\n",
    "], dtype=tf.float32)\n",
    "\n",
    "mat = tf.trace(mat)\n",
    "\n",
    "with tf.Session() as sess:\n",
    "    print(sess.run(mat))"
   ]
  },
  {
   "attachments": {
    "271f30e3-0c44-4a6d-87a2-8041d25c0ea8.jpg": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![271f30e3-0c44-4a6d-87a2-8041d25c0ea8.jpg](attachment:271f30e3-0c44-4a6d-87a2-8041d25c0ea8.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1 4]\n",
      " [2 5]\n",
      " [3 6]]\n",
      "[[[1 6]\n",
      "  [2 5]\n",
      "  [3 4]]\n",
      "\n",
      " [[4 3]\n",
      "  [5 6]\n",
      "  [6 3]]]\n"
     ]
    }
   ],
   "source": [
    "x = [[1,2,3],[4,5,6]]\n",
    "x = tf.convert_to_tensor(x)\n",
    "xtrans = tf.transpose(x)\n",
    "\n",
    "y=([[[1,2,3],[6,5,4]],[[4,5,6],[3,6,3]]])\n",
    "y = tf.convert_to_tensor(y)\n",
    "ytrans = tf.transpose(y, perm=[0, 2, 1])\n",
    "\n",
    "with tf.Session() as sess:\n",
    "   print(sess.run(xtrans))\n",
    "   print(sess.run(ytrans))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.  4.  8.]\n",
      "[[1 0 0 0]\n",
      " [0 2 0 0]\n",
      " [0 0 3 0]\n",
      " [0 0 0 4]]\n"
     ]
    }
   ],
   "source": [
    "mat = tf.constant([\n",
    " [0, 1, 2],\n",
    " [3, 4, 5],\n",
    " [6, 7, 8]\n",
    "], dtype=tf.float32)\n",
    "\n",
    "diag_mat = tf.diag_part(mat)\n",
    "\n",
    "mat = tf.diag([1,2,3,4])\n",
    "\n",
    "with tf.Session() as sess:\n",
    "   print(sess.run(diag_mat))\n",
    "   print(sess.run(mat))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 1.  0.  0.]\n",
      " [ 0.  1.  0.]\n",
      " [ 0.  0.  1.]]\n"
     ]
    }
   ],
   "source": [
    "identity = tf.eye(3, 3)\n",
    "\n",
    "with tf.Session() as sess:\n",
    "   print(sess.run(identity))  "
   ]
  },
  {
   "attachments": {
    "ae11fd78-8944-4aac-b997-c404330050d0.jpg": {
     "image/jpeg": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![ae11fd78-8944-4aac-b997-c404330050d0.jpg](attachment:ae11fd78-8944-4aac-b997-c404330050d0.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x**2 + y**2 + -2.0x + -6.0y + 5.0 = 0\n"
     ]
    }
   ],
   "source": [
    "# x2+y2+dx+ey+f = 0\n",
    "# dx+ey+f=−(x2+y2) ==> AX = B\n",
    "# d, e, f\n",
    "\n",
    "points = tf.constant([[2,1], [0,5], [-1,2]], dtype=tf.float64)\n",
    "X = tf.constant([[2,1,1], [0,5,1], [-1,2,1]], dtype=tf.float64)\n",
    "B = -tf.constant([[5], [25], [5]], dtype=tf.float64)\n",
    "\n",
    "A = tf.matrix_solve(X,B)\n",
    "\n",
    "with tf.Session() as sess:\n",
    "    result = sess.run(A)\n",
    "    D, E, F = result.flatten()\n",
    "    print(\"x**2 + y**2 + {D}x + {E}y + {F} = 0\".format(**locals()))"
   ]
  },
  {
   "attachments": {
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     "image/jpeg": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![f0cbc0e3-ad8d-4001-b91b-a4a62be2ddfb.jpg](attachment:f0cbc0e3-ad8d-4001-b91b-a4a62be2ddfb.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[  5.24125099e-01   5.72859526e-01   9.54459831e-02   3.83228630e-01\n",
      "    1.76963404e-01  -1.76092446e-01   4.19185758e-01   5.57705015e-02]\n",
      " [  5.94438434e-01  -6.30120993e-01  -1.70207411e-01   3.10038418e-01\n",
      "   -1.84062228e-01  -2.34777823e-01  -1.29535601e-01  -1.36813253e-01]\n",
      " [  2.56274194e-01  -2.74017721e-01   1.59811094e-01   6.53190000e-08\n",
      "    5.78984737e-01   6.36550903e-01   2.14523425e-07   3.05415004e-01]\n",
      " [  2.85637438e-01   2.47912586e-01   3.54610026e-01  -7.31899217e-02\n",
      "   -4.45784628e-01   8.36145282e-02  -5.48721492e-01   4.68012244e-01]\n",
      " [  1.93139389e-01  -3.38499323e-02  -5.00790179e-01  -4.28462535e-01\n",
      "   -3.47110480e-01   1.55483022e-01   4.68663633e-01   4.03576910e-01]\n",
      " [  3.05134684e-01   2.93989092e-01  -2.23433822e-01  -1.91614464e-01\n",
      "   -1.27460942e-01   4.91219610e-01  -2.09592357e-01  -6.57535851e-01]\n",
      " [  1.82489932e-01   1.61027670e-01  -3.97842526e-01  -3.83228838e-01\n",
      "    5.12923360e-01  -4.27574247e-01  -4.19185996e-01   1.18313760e-01]\n",
      " [  2.46898457e-01  -1.57254368e-01   5.92992187e-01  -6.20077193e-01\n",
      "    3.21865566e-02  -2.31065288e-01   2.59071022e-01  -2.37976894e-01]]\n",
      "[ 2.75726414  2.67825031  1.89221346  1.61803544  1.19154644  0.94834018\n",
      "  0.61803478  0.56999254]\n",
      "[[  5.24125159e-01  -5.72859228e-01  -9.54460055e-02   3.83228660e-01\n",
      "    1.76963508e-01   1.76092356e-01  -4.19185847e-01   5.57700843e-02]\n",
      " [  5.94438434e-01   6.30121112e-01   1.70207351e-01   3.10038596e-01\n",
      "   -1.84062287e-01   2.34777778e-01   1.29535690e-01  -1.36813089e-01]\n",
      " [  2.56274074e-01   2.74017692e-01  -1.59811094e-01  -6.79467576e-08\n",
      "    5.78984618e-01  -6.36551082e-01  -4.66618303e-07   3.05415034e-01]\n",
      " [  2.85637468e-01  -2.47912437e-01  -3.54610145e-01  -7.31899291e-02\n",
      "   -4.45784658e-01  -8.36143941e-02   5.48721075e-01   4.68012899e-01]\n",
      " [  1.93139389e-01   3.38499658e-02   5.00790358e-01  -4.28462505e-01\n",
      "   -3.47110569e-01  -1.55482844e-01  -4.68664140e-01   4.03576523e-01]\n",
      " [  3.05134803e-01  -2.93988943e-01   2.23433807e-01  -1.91614270e-01\n",
      "   -1.27461076e-01  -4.91219521e-01   2.09592968e-01  -6.57535553e-01]\n",
      " [  1.82489961e-01  -1.61027580e-01   3.97842586e-01  -3.83228868e-01\n",
      "    5.12923419e-01   4.27574426e-01   4.19185996e-01   1.18314140e-01]\n",
      " [  2.46898443e-01   1.57254472e-01  -5.92992127e-01  -6.20077193e-01\n",
      "    3.21866684e-02   2.31065273e-01  -2.59070873e-01  -2.37977147e-01]]\n",
      "[[ -5.24124920e-01  -5.72859168e-01   9.54463035e-02   3.83228481e-01\n",
      "   -1.76963374e-01  -1.76092178e-01  -4.19185609e-01  -5.57702743e-02]\n",
      " [ -5.94438076e-01   6.30120635e-01  -1.70207784e-01   3.10038358e-01\n",
      "    1.84062332e-01  -2.34777853e-01   1.29535481e-01   1.36813134e-01]\n",
      " [ -2.56274015e-01   2.74017543e-01   1.59810841e-01   2.80462111e-16\n",
      "   -5.78984618e-01   6.36550903e-01  -4.85726385e-16  -3.05414885e-01]\n",
      " [ -2.85637408e-01  -2.47912124e-01   3.54610324e-01  -7.31901303e-02\n",
      "    4.45784479e-01   8.36141407e-02   5.48721075e-01  -4.68012422e-01]\n",
      " [ -1.93139315e-01   3.38495038e-02  -5.00790417e-01  -4.28462476e-01\n",
      "    3.47110212e-01   1.55483231e-01  -4.68663752e-01  -4.03576553e-01]\n",
      " [ -3.05134684e-01  -2.93989003e-01  -2.23433599e-01  -1.91614240e-01\n",
      "    1.27460942e-01   4.91219401e-01   2.09592804e-01   6.57535374e-01]\n",
      " [ -1.82489842e-01  -1.61027774e-01  -3.97842437e-01  -3.83228481e-01\n",
      "   -5.12923241e-01  -4.27574426e-01   4.19185609e-01  -1.18313827e-01]\n",
      " [ -2.46898428e-01   1.57254755e-01   5.92991650e-01  -6.20076716e-01\n",
      "   -3.21868137e-02  -2.31065080e-01  -2.59070963e-01   2.37976909e-01]]\n",
      "[ 2.75726271  2.67824793  1.89221275  1.61803401  1.19154561  0.94833982\n",
      "  0.61803401  0.56999218]\n",
      "[[ -5.24124920e-01  -5.94438076e-01  -2.56274015e-01  -2.85637408e-01\n",
      "   -1.93139315e-01  -3.05134684e-01  -1.82489842e-01  -2.46898428e-01]\n",
      " [  5.72859168e-01  -6.30120635e-01  -2.74017543e-01   2.47912124e-01\n",
      "   -3.38495038e-02   2.93989003e-01   1.61027774e-01  -1.57254755e-01]\n",
      " [ -9.54463035e-02   1.70207784e-01  -1.59810841e-01  -3.54610324e-01\n",
      "    5.00790417e-01   2.23433599e-01   3.97842437e-01  -5.92991650e-01]\n",
      " [  3.83228481e-01   3.10038358e-01  -5.55111512e-16  -7.31901303e-02\n",
      "   -4.28462476e-01  -1.91614240e-01  -3.83228481e-01  -6.20076716e-01]\n",
      " [ -1.76963374e-01   1.84062332e-01  -5.78984618e-01   4.45784479e-01\n",
      "    3.47110212e-01   1.27460942e-01  -5.12923241e-01  -3.21868137e-02]\n",
      " [  1.76092178e-01   2.34777853e-01  -6.36550903e-01  -8.36141407e-02\n",
      "   -1.55483231e-01  -4.91219401e-01   4.27574426e-01   2.31065080e-01]\n",
      " [  4.19185609e-01  -1.29535481e-01   4.44089210e-16  -5.48721075e-01\n",
      "    4.68663752e-01  -2.09592804e-01  -4.19185609e-01   2.59070963e-01]\n",
      " [ -5.57702743e-02   1.36813134e-01  -3.05414885e-01  -4.68012422e-01\n",
      "   -4.03576553e-01   6.57535374e-01  -1.18313827e-01   2.37976909e-01]]\n"
     ]
    }
   ],
   "source": [
    "xMatrix = np.array([[0,2,1,0,0,0,0,0],\n",
    "              [2,0,0,1,0,1,0,0],\n",
    "              [1,0,0,0,0,0,1,0],\n",
    "              [0,1,0,0,1,0,0,0],\n",
    "              [0,0,0,1,0,0,0,1],\n",
    "              [0,1,0,0,0,0,0,1],\n",
    "              [0,0,1,0,0,0,0,1],\n",
    "              [0,0,0,0,1,1,1,0]], dtype=np.float32)\n",
    "\n",
    "X_tensor = tf.convert_to_tensor(xMatrix, dtype=tf.float32)\n",
    "\n",
    "# tensorflow \n",
    "with tf.Session() as sess:\n",
    "    s, U, Vh = sess.run(tf.svd(X_tensor, full_matrices=False))\n",
    "    \n",
    "print(U)\n",
    "print(s)\n",
    "print(Vh)\n",
    "\n",
    "# numpy \n",
    "la = np.linalg\n",
    "U, s, Vh = la.svd(xMatrix, full_matrices=False)\n",
    "\n",
    "print(U)\n",
    "print(s)\n",
    "print(Vh)"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![24dcd97d-ded6-4b1e-87b5-5dbb5d5362aa.jpg](attachment:24dcd97d-ded6-4b1e-87b5-5dbb5d5362aa.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[array([  4.15949494e-01,   2.08390564e-01,   1.90929279e-01,\n",
      "         8.36438537e-02,   5.55494241e-02,   2.46047471e-02,\n",
      "         2.09326427e-02,   3.57540098e-16], dtype=float32)]\n"
     ]
    }
   ],
   "source": [
    "xMatrix = np.array([[0,2,1,0,0,0,0,0],\n",
    "              [2,0,0,1,0,1,0,0],\n",
    "              [1,0,0,0,0,0,1,0],\n",
    "              [0,1,0,0,1,0,0,0],\n",
    "              [0,0,0,1,0,0,0,1],\n",
    "              [0,1,0,0,0,0,0,1],\n",
    "              [0,0,1,0,0,0,0,1],\n",
    "              [0,0,0,0,1,1,1,0]], dtype=np.float32)\n",
    "\n",
    "def pca(mat):\n",
    "    mat = tf.constant(mat, dtype=tf.float32)\n",
    "    mean = tf.reduce_mean(mat, 0)\n",
    "    less = mat - mean\n",
    "    s, u, v = tf.svd(less, full_matrices=True, compute_uv=True)\n",
    "\n",
    "    s2 = s ** 2\n",
    "    variance_ratio = s2 / tf.reduce_sum(s2)\n",
    "\n",
    "    with tf.Session() as session:\n",
    "        run = session.run([variance_ratio])\n",
    "    return run\n",
    "\n",
    "\n",
    "if __name__ == '__main__':\n",
    "    print(pca(xMatrix))"
   ]
  },
  {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![download.jpeg](attachment:download.jpeg)"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![download%20%281%29.jpeg](attachment:download%20%281%29.jpeg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From <ipython-input-11-26cc2a526593>:2: read_data_sets (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Please use alternatives such as official/mnist/dataset.py from tensorflow/models.\n",
      "WARNING:tensorflow:From /anaconda/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/datasets/mnist.py:260: maybe_download (from tensorflow.contrib.learn.python.learn.datasets.base) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Please write your own downloading logic.\n",
      "WARNING:tensorflow:From /anaconda/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/datasets/mnist.py:262: extract_images (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Please use tf.data to implement this functionality.\n",
      "Extracting MNIST_data/train-images-idx3-ubyte.gz\n",
      "WARNING:tensorflow:From /anaconda/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/datasets/mnist.py:267: extract_labels (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Please use tf.data to implement this functionality.\n",
      "Extracting MNIST_data/train-labels-idx1-ubyte.gz\n",
      "WARNING:tensorflow:From /anaconda/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/datasets/mnist.py:110: dense_to_one_hot (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Please use tf.one_hot on tensors.\n",
      "Extracting MNIST_data/t10k-images-idx3-ubyte.gz\n",
      "Extracting MNIST_data/t10k-labels-idx1-ubyte.gz\n",
      "WARNING:tensorflow:From /anaconda/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/datasets/mnist.py:290: DataSet.__init__ (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Please use alternatives such as official/mnist/dataset.py from tensorflow/models.\n",
      "WARNING:tensorflow:From /anaconda/lib/python3.6/site-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Colocations handled automatically by placer.\n"
     ]
    }
   ],
   "source": [
    "from tensorflow.examples.tutorials.mnist import input_data\n",
    "data = input_data.read_data_sets(\"MNIST_data/\", one_hot=True)\n",
    "\n",
    "x = tf.placeholder(tf.float32, [None, 784])\n",
    "y = tf.placeholder(tf.float32, [None, 10])\n",
    "\n",
    "numNeuronsInDeepLayer = 30\n",
    "w1 = tf.Variable(tf.truncated_normal([784, numNeuronsInDeepLayer]))\n",
    "b1 = tf.Variable(tf.truncated_normal([1, numNeuronsInDeepLayer]))\n",
    "w2 = tf.Variable(tf.truncated_normal([numNeuronsInDeepLayer, 10]))\n",
    "b2 = tf.Variable(tf.truncated_normal([1, 10]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From <ipython-input-22-b9ae71f36cf2>:3: div (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Deprecated in favor of operator or tf.math.divide.\n",
      "138.0\n",
      "829.0\n",
      "872.0\n",
      "881.0\n",
      "901.0\n",
      "912.0\n",
      "909.0\n",
      "915.0\n",
      "919.0\n",
      "916.0\n"
     ]
    }
   ],
   "source": [
    "def sigmoid(x):\n",
    "    sigma = tf.div(tf.constant(1.0), tf.add(tf.constant(1.0), tf.exp(tf.negative(x))))\n",
    "    return sigma\n",
    "\n",
    "# wx+b, sigmoid \n",
    "z1 = tf.add(tf.matmul(x, w1), b1)\n",
    "a1 = sigmoid(z1)\n",
    "z2 = tf.add(tf.matmul(a1, w2), b2)\n",
    "a2 = sigmoid(z2)\n",
    "\n",
    "loss = tf.subtract(a2, y)\n",
    "\n",
    "# дериватив(sigmoid)=sigmoid*(1-sigmoid)\n",
    "def sigmaprime(x):\n",
    "    return tf.multiply(sigmoid(x), tf.subtract(tf.constant(1.0), sigmoid(x)))\n",
    "\n",
    "dz2 = tf.multiply(loss, sigmaprime(z2))\n",
    "db2 = dz2\n",
    "dw2 = tf.matmul(tf.transpose(a1), dz2)\n",
    "\n",
    "da1 = tf.matmul(dz2, tf.transpose(w2))\n",
    "dz1 = tf.multiply(da1, sigmaprime(z1))\n",
    "db1 = dz1\n",
    "dw1 = tf.matmul(tf.transpose(x), dz1)\n",
    "\n",
    "eta = tf.constant(0.5)\n",
    "step = [\n",
    "    tf.assign(w1,\n",
    "              tf.subtract(w1, tf.multiply(eta, dw1)))\n",
    "    , tf.assign(b1,\n",
    "                tf.subtract(b1, tf.multiply(eta,\n",
    "                                             tf.reduce_mean(db1, axis=[0]))))\n",
    "    , tf.assign(w2,\n",
    "                tf.subtract(w2, tf.multiply(eta, dw2)))\n",
    "    , tf.assign(b2,\n",
    "                tf.subtract(b2, tf.multiply(eta,\n",
    "                                             tf.reduce_mean(db2, axis=[0]))))\n",
    "]\n",
    "\n",
    "acct_mat = tf.equal(tf.argmax(a2, 1), tf.argmax(y, 1))\n",
    "acct_res = tf.reduce_sum(tf.cast(acct_mat, tf.float32))\n",
    "\n",
    "sess = tf.InteractiveSession()\n",
    "sess.run(tf.global_variables_initializer())\n",
    "\n",
    "for i in range(10000):\n",
    "    batch_xs, batch_ys = data.train.next_batch(10)\n",
    "    sess.run(step, feed_dict={x: batch_xs,\n",
    "                              y: batch_ys})\n",
    "    if i % 1000 == 0:\n",
    "        res = sess.run(acct_res, feed_dict=\n",
    "        {x: data.test.images[:1000],\n",
    "         y: data.test.labels[:1000]})\n",
    "        print(res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting MNIST_data/train-images-idx3-ubyte.gz\n",
      "Extracting MNIST_data/train-labels-idx1-ubyte.gz\n",
      "Extracting MNIST_data/t10k-images-idx3-ubyte.gz\n",
      "Extracting MNIST_data/t10k-labels-idx1-ubyte.gz\n",
      "WARNING:tensorflow:From <ipython-input-12-8c0074d69e6b>:17: div (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Deprecated in favor of operator or tf.math.divide.\n",
      "126.0\n",
      "704.0\n",
      "775.0\n",
      "854.0\n",
      "888.0\n",
      "895.0\n",
      "901.0\n",
      "910.0\n",
      "910.0\n",
      "907.0\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "\n",
    "from tensorflow.examples.tutorials.mnist import input_data\n",
    "data = input_data.read_data_sets(\"MNIST_data/\", one_hot=True)\n",
    "\n",
    "x = tf.placeholder(tf.float32, [None, 784])\n",
    "y = tf.placeholder(tf.float32, [None, 10])\n",
    "\n",
    "# weights, biases [w1,b1][w2,b2]\n",
    "numNeuronsInDeepLayer = 30\n",
    "w1 = tf.Variable(tf.truncated_normal([784, numNeuronsInDeepLayer]))\n",
    "b1 = tf.Variable(tf.truncated_normal([1, numNeuronsInDeepLayer]))\n",
    "w2 = tf.Variable(tf.truncated_normal([numNeuronsInDeepLayer, 10]))\n",
    "b2 = tf.Variable(tf.truncated_normal([1, 10]))\n",
    "\n",
    "def sigmoid(x):\n",
    "    sigma = tf.div(tf.constant(1.0), tf.add(tf.constant(1.0), tf.exp(tf.negative(x))))\n",
    "    return sigma\n",
    "\n",
    "z1 = tf.add(tf.matmul(x, w1), b1)\n",
    "a1 = sigmoid(z1)\n",
    "z2 = tf.add(tf.matmul(a1, w2), b2)\n",
    "a2 = sigmoid(z2)\n",
    "\n",
    "loss = tf.subtract(a2, y)\n",
    "\n",
    "def sigmaprime(x):\n",
    "    return tf.multiply(sigmoid(x), tf.subtract(tf.constant(1.0), sigmoid(x)))\n",
    "\n",
    "cost = tf.multiply(loss, loss)\n",
    "step = tf.train.GradientDescentOptimizer(0.1).minimize(cost)\n",
    "\n",
    "acct_mat = tf.equal(tf.argmax(a2, 1), tf.argmax(y, 1))\n",
    "acct_res = tf.reduce_sum(tf.cast(acct_mat, tf.float32))\n",
    "\n",
    "sess = tf.InteractiveSession()\n",
    "sess.run(tf.global_variables_initializer())\n",
    "\n",
    "for i in range(10000):\n",
    "    batch_xs, batch_ys = data.train.next_batch(10)\n",
    "    sess.run(step, feed_dict={x: batch_xs,\n",
    "                              y: batch_ys})\n",
    "    if i % 1000 == 0:\n",
    "        res = sess.run(acct_res, feed_dict=\n",
    "        {x: data.test.images[:1000],\n",
    "         y: data.test.labels[:1000]})\n",
    "        print(res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From /anaconda/lib/python3.6/site-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use tf.cast instead.\n",
      "Epoch is: 0050 loss= 0.090110049 W= 0.183315 b= 1.2795\n",
      "Epoch is: 0100 loss= 0.088540092 W= 0.187182 b= 1.25168\n",
      "Epoch is: 0150 loss= 0.087150715 W= 0.19082 b= 1.22551\n",
      "Epoch is: 0200 loss= 0.085921161 W= 0.194242 b= 1.2009\n",
      "Epoch is: 0250 loss= 0.084833018 W= 0.19746 b= 1.17774\n",
      "Epoch is: 0300 loss= 0.083870046 W= 0.200488 b= 1.15596\n",
      "Epoch is: 0350 loss= 0.083017766 W= 0.203335 b= 1.13548\n",
      "Epoch is: 0400 loss= 0.082263514 W= 0.206014 b= 1.11621\n",
      "Epoch is: 0450 loss= 0.081595927 W= 0.208534 b= 1.09808\n",
      "Epoch is: 0500 loss= 0.081005126 W= 0.210904 b= 1.08104\n",
      "Epoch is: 0550 loss= 0.080482215 W= 0.213133 b= 1.065\n",
      "Epoch is: 0600 loss= 0.080019400 W= 0.21523 b= 1.04992\n",
      "Epoch is: 0650 loss= 0.079609774 W= 0.217202 b= 1.03573\n",
      "Epoch is: 0700 loss= 0.079247192 W= 0.219057 b= 1.02238\n",
      "Epoch is: 0750 loss= 0.078926228 W= 0.220802 b= 1.00983\n",
      "Epoch is: 0800 loss= 0.078642152 W= 0.222444 b= 0.998019\n",
      "Epoch is: 0850 loss= 0.078390740 W= 0.223987 b= 0.986914\n",
      "Epoch is: 0900 loss= 0.078168169 W= 0.225439 b= 0.976469\n",
      "Epoch is: 0950 loss= 0.077971138 W= 0.226805 b= 0.966644\n",
      "Epoch is: 1000 loss= 0.077796713 W= 0.22809 b= 0.957403\n",
      "optimization done...\n",
      "Training loss= 0.0777967 W= 0.22809 b= 0.957403 \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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JOOZeSy99thuOaSsNwZ738FhjsANAXFwdd2ZR9WEsuqqfNX8HyAQM9xrad+gY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\ndyIiG2K4ExHZ0P8HW+W64qusMCwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Testing... (Mean square loss Comparison)\n",
      "Testing cost= 0.0850498\n",
      "Absolute mean square loss difference: 0.00725305\n"
     ]
    },
    {
     "data": {
      "image/png": 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ntoTYNwfIAcjIyHC1fe9DXpdRU5bxj7z15bU/nv8Tbuof8u8YEZGEV+twN7NW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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rndm = np.random\n",
    "\n",
    "learningRate = 0.01\n",
    "trainingEpochs = 1000\n",
    "displayStep = 50\n",
    "\n",
    "trainX = np.asarray([3.3,4.4,5.5,6.71,6.93,4.168,9.779,6.182,7.59,2.167,\n",
    "                         7.042,10.791,5.313,7.997,5.654,9.27,3.12])\n",
    "trainY = np.asarray([1.7,2.76,2.09,3.19,1.694,1.573,3.366,2.596,2.53,1.221,\n",
    "                         2.827,3.465,1.65,2.904,2.42,2.94,1.34])\n",
    "nSamples = trainX.shape[0]\n",
    "\n",
    "X = tf.placeholder(\"float\")\n",
    "Y = tf.placeholder(\"float\")\n",
    "\n",
    "W = tf.Variable(rndm.randn(), name=\"weight\")\n",
    "b = tf.Variable(rndm.randn(), name=\"bias\")\n",
    "\n",
    "linearModel = tf.add(tf.multiply(X, W), b)\n",
    "\n",
    "loss = tf.reduce_sum(tf.pow(linearModel-Y, 2))/(2*nSamples)\n",
    "\n",
    "opt = tf.train.GradientDescentOptimizer(learningRate).minimize(loss)\n",
    "\n",
    "init = tf.global_variables_initializer()\n",
    "\n",
    "with tf.Session() as sess:\n",
    "    sess.run(init)\n",
    "\n",
    "    for epoch in range(trainingEpochs):\n",
    "        for (x, y) in zip(trainX, trainY):\n",
    "            sess.run(opt, feed_dict={X: x, Y: y})\n",
    "\n",
    "        if (epoch+1) % displayStep == 0:\n",
    "            c = sess.run(loss, feed_dict={X: trainX, Y:trainY})\n",
    "            print(\"Epoch is:\", '%04d' % (epoch+1), \"loss=\", \"{:.9f}\".format(c), \"W=\", sess.run(W), \"b=\", sess.run(b))\n",
    "\n",
    "    print(\"optimization done...\")\n",
    "    trainingLoss = sess.run(loss, feed_dict={X: trainX, Y: trainY})\n",
    "    print(\"Training loss=\", trainingLoss, \"W=\", sess.run(W), \"b=\", sess.run(b), '\\n')\n",
    "\n",
    "    plt.plot(trainX, trainY, 'ro', label='Original data')\n",
    "    plt.plot(trainX, sess.run(W) * trainX + sess.run(b), label='Fitted line')\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "    testX = np.asarray([6.83, 4.668, 8.9, 7.91, 5.7, 8.7, 3.1, 2.1])\n",
    "    testY = np.asarray([1.84, 2.273, 3.2, 2.831, 2.92, 3.24, 1.35, 1.03])\n",
    "\n",
    "    print(\"Testing... (Mean square loss Comparison)\")\n",
    "    testing_cost = sess.run(\n",
    "        tf.reduce_sum(tf.pow(linearModel - Y, 2)) / (2 * testX.shape[0]),\n",
    "        feed_dict={X: testX, Y: testY})\n",
    "    print(\"Testing cost=\", testing_cost)\n",
    "    print(\"Absolute mean square loss difference:\", abs(trainingLoss - testing_cost))\n",
    "\n",
    "    plt.plot(testX, testY, 'bo', label='Testing data')\n",
    "    plt.plot(trainX, sess.run(W) * trainX + sess.run(b), label='Fitted line')\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xData = np.arange(100, step=.1)\n",
    "yData = xData + 20 * np.sin(xData/10)\n",
    "\n",
    "plt.scatter(xData, yData)\n",
    "plt.show()\n",
    "\n",
    "nSamples = 1000\n",
    "batchSize = 100\n",
    "\n",
    "xData = np.reshape(xData, (nSamples,1))\n",
    "yData = np.reshape(yData, (nSamples,1))\n",
    "\n",
    "x = tf.placeholder(tf.float32, shape=(batchSize, 1))\n",
    "y = tf.placeholder(tf.float32, shape=(batchSize, 1))\n",
    "\n",
    "with tf.variable_scope(\"linearRegression\"):\n",
    " W = tf.get_variable(\"weights\", (1, 1), initializer=tf.random_normal_initializer())\n",
    " b = tf.get_variable(\"bias\", (1,), initializer=tf.constant_initializer(0.0))\n",
    "\n",
    " y_pred = tf.matmul(x, W) + b\n",
    " loss = tf.reduce_sum((y - y_pred)**2/nSamples)\n",
    "\n",
    "opt = tf.train.AdamOptimizer().minimize(loss)\n",
    "with tf.Session() as sess:\n",
    "    sess.run(tf.global_variables_initializer())\n",
    "\n",
    "    for _ in range(500):\n",
    "     indices = np.random.choice(nSamples, batchSize)\n",
    "\n",
    "     X_batch, y_batch = xData[indices], yData[indices]\n",
    "\n",
    "     _, loss_val = sess.run([opt, loss], feed_dict={x: X_batch, y: y_batch})"
   ]
  },
  {
   "attachments": {
    "multilayer-perceptron.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![multilayer-perceptron.png](attachment:multilayer-perceptron.png)"
   ]
  },
  {
   "attachments": {
    "1_1JCfvimyyFm1yqWMYmnm2g.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![1_1JCfvimyyFm1yqWMYmnm2g.png](attachment:1_1JCfvimyyFm1yqWMYmnm2g.png)"
   ]
  },
  {
   "attachments": {
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4e8MfD/xHeWJCXL6zPDhLQQuJGkZYxINu1WBJYYBJOMV5WJzPD0YS5JpyS0S1/I/QMl4GzjMcTSWJw06dGUkpTkuSyb3XPa9t7LfZH34rBwCDkHofWoru6isbWa5ncRQQoZHduiqBkk/gK/OT9hL4hfFXU/HNr4Z0XUDqHg61USajFqgaWGyg/wCmTZDI7YIVAdpOSVIBI+4f2g9Sk0b4B/ErUIiVltPDOpzoV6grayMMflW2AxscdR9rGLXr+nc87izhmpwpmLwFWtGo7XTjvZ7cy+y+trvSzufH3/BJnT5/G1h8ZfjJqMeNR8aeKZVG/lkRN07Aeilrorgf88x6Cv0Cr4+/4JQ6bFZ/sTeEJo1VXvL3UZ5CB1YXcseT74jX8K+wa9E+MCsPxl4y0T4e+F9S8R+JNUt9G0PTovOur66fbHCmcZJ9SSAAOSSAMkityvFP2wNE0jW/gRrC6v4jj8LGzurLULHUZbZrpftsFzHLbReQoLzeZKiJ5aAs27CgnAoA0fBn7UPw/wDHHi6x8MW97qmj69qKPJp1j4i0O90l9QVF3SG2+1RR+btByQmSByRjmoPFf7U/gfwZ4iv9E1C38VyXtlKYZmsfCGqXcJbA+5LFbsjjnqpIzXimh+PvFfxb+Nnwqg+MXhIfCSTRriXU9DtWka6TxBqRgmi2R3O1VgVYZGkFvJiZ2OCAIzu+gf2ifix/wpT4P+IvFMFv9u1aGJbXSrEAk3d/M4itYQBk/NK6A+gyegJoAt/C746eDfjF4U1XxJ4a1Kd9I0q9n0++n1KynsDbTwqrSq63CIwCBhk4wCGBOQQMXwd+1D4B8fa9YaZoU2u3y6hI0VnqY8Naimm3JAY5jvGgEDKdp2uH2txtJyM+CfHH4eXfwO/Yn8K+BFguPEep6v4g0ey19LecJNrNzd6jHLfJvdgMTyNImHYLtk2khcivUdT+PnjL4WeJ/CFh8QPh3pfh3wf4i1WHw/p+q6Brj6g1ndS5W1juYDaxCNHK7N6MyqxUcg5AB6x8UPij4X+DPgnUvF/jHVotF8P6eqm4u5EZ8FmCqqooLMxZgAFBJJ6VoeDPF+lfEDwlovibQrk3mi6xZxX9lcNG0ZlhkQOjbWAZcqQcEAivnjx/qNt8b/FvjPUWvI28FfDqyv7SyRZcJqGum3dJ5SON62qMYlxkedJNkbolx6D+x1Kkv7KPwg2Or7fCemKdpzg/ZY+KAPYq+Qf+Cqvw+j8c/sb+JrwIGu/Dl3a6zb8cgrJ5Uh/79zyH8K+vq8g/a/s0v/2U/jDE6gqvhLVJRuHdLWRwfzUUAbH7Ofj2T4pfAX4e+LJ333eraHaXVy2c/vjEvm/+Phq8n8Q/tv2X9t3uieD/AAF4j8WataTPbyRJD5ah1YqcbBIx5HdRTP8AgmTevqH7DnwxlkJZlivouTk4TULlB+iivpu3torZWWGNIlLFiEUDLE5J+pNd2Fq4ek269Ln7LmaXztq/vRwYujiKySw9Xk7vlTfyvovxPlj/AITL9p/4igjSfC2j+ArKT7l1qBVpl+quXP8A5CFH/DJPxB8dfN8QvjBql5C/+s07SgwhP0yVQf8Afuvq6ivQ/tirT/3anCn6RTf3yuzzv7GpVP8Aeqk6nk5NL7o2R4X8P/2Nvhl8PdTsdTttNu9T1WxmS4t73UbtmaORGDK21NqEggHla6f47/Cy/wDidoGhS6Ff2+meKfDWtWuv6PdXqM8HnxbleKUKc7JYZJoieSvmbgCVFem0V5eIxVfFy5683J+bueth8JQwkeTDwUV5Kx4p4Q+HfjfxV8WdK+IfxFh0LR7nQNLutL0bRPD97NfRqbl4muLmWeWGEliLeJFjVMKNxLMWAXqYH+KNp4J1mSW18Jap4vGoz/2Zbi7ubSwNkZ/3PnS+VLIJRDy21CpfgEA5HoVFcp1Hz7+zN8Pvit8NLvxLY+MbDwcui6zruq+IvtOh6xd3NxFPeXRmEPly2kSlF3sN+7JwPl5OLfjXwR8UPjPYap4J8W2fhjw54D1Bmg1HUNE1a4utQ1Cy3jdbrFJbRrb+agKO/mSFQzBMnDj3eigCNEWFFRFCKoACgYAFSUUUAFFFFABRRRQAVj+JvDGl+MtDu9H1qxi1HS7tCk1vOMqw/mCDggjBBwR0rYoqoycWpRdmiZRU04yV0z4yvtJ8Y/sSa9JqOki68V/CK8m3XNmx3TaazH7w9DyAG4VujYO019VeBfHmh/Ejw3a694ev01DTrkfK6n5kbujr1VhnkHkVtXdlBqFrNbXUMdzbzIY5IZVDI6kYIIPBB9K+SPHPwk8Vfsu+JLvx98Kkk1HwrKfM1nwq7MyrGOSyAZJUZOCMsn+0m4D6NTpZwuWq1Gv0lsp+Uu0uz69T5l06uTPmopzw/WO7h5x7x7rddD7AorgPg/8AGbw58avDCaxoNz86YW7sZSBPayH+Fx6HBww4I6dCB39fP1aU6E3Sqq0lumfRUa1OvBVaUrxezQUUUVkbBRRRQAUUUUAFFFZHiTxPpPg/R7jVtb1G30vTYBmS5uZAiD0GT1J6ADk9qqMXJqMVdsmUlFOUnZI168d+Nf7TfhL4LxG0uJjrPiRwBDoli4MpJ+75h5EYOR1ySDwprybXv2gPH37Q+rXPhr4MabLpmjRv5d54tvlMQQf7GQfLz1AAMhHIC4Nen/BT9lnwx8IpRq1yz+JPF0pLza1qA3Mrn7xiU52ZOfmJLHJy2DivfWBoYFc+Yv3ulNPX/t5/ZXl8XofOyx9fHt08uXu9aj2/7dX2n57ep5ZpXwX+JH7Tmowa58WL6fwx4TVvNtPCtifLkYdt4Odh/wBp8v1ACAjH1F4R8GaH4C0ODR/D2mW+ladCPlgt1wCe7MerMccsSSe5rdorhxeYVcWlB2jBbRWiX+b83qehg8uo4RuoryqPeT1k/wDJeS0CiiivMPUCiivlT4w/HrXvib4sk+Fvwfb7TqcuY9U8RRPiGyjzhwjjpjODIOQflTLEEd+DwdTGz5YaJatvaK7tnn43G08FT556t6JLeT7Jf1Y0fjr+0Tq+o+Jf+FY/CeM6t4zuiYrvUYCGi05f4sN0Dj+JjwnTluB3P7P/AOztpHwQ0eSZ5Bq/iu+G7UdYlGWdiclEzyEzznqx5PYDR+BXwG0D4GeGvsenL9s1e5AbUNWlXEty/oP7qAk4UdOpySSfUK7cXjKcKf1PBaU+r6zfd9l2Xzepw4TBVZ1frmO1qdF0guy7vvL7tAooorwz3gooooAKKKKAMnxH4W0Xxhpr6dr2kWGt2D/ftdRtkuIm+qOCD+VeFeKP+Cef7Ovi+QyX/wAKtHgJOcaW8+njP0t5Ixj2r6LooA+Vl/4Jd/sxowI+GQ4PfXdTI/8ASmvR/BP7HvwT+Hk0U2g/C/wza3URzHdT6elzOnuJJQzA+4NexUUARoixIqIoRFGFUDAAqSiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigArzf4h/H7wl8NNfg0LUP7Y1XXZbb7adL8O6Ld6tcwW+4qJpUtonMSFgwDPjcVbbnacekV4J8CjHc/tCftFTznzNSi1zSrMM/LJarpNtJEg9E3yzuAON0jnGWOQD2Dwf4x0bx/4bsdf8P38ep6Pep5lvdRAgMASDkEAqQQQQQCCCCBiuS+Ifx+8JfDTX4NC1D+2NV12W2+2nS/Dui3erXMFvuKiaVLaJzEhYMAz43FW252nHnv7FbaiPDXxViulhXTovib4mTSxCWP8Ao325id2eM+aZvu8Y2981f+BRjuf2hP2ip5z5mpRa5pVmGflktV0m2kiQeib5Z3AHG6RzjLHIB3Or/HnwTovwwh+IUmryXnhW4kgigutPs57qSWSadYI41hjRpC5ldU2hdwPBAwasfDr4w6H8T7i9h0ey8RWj2aq8h1zw7faWrbiQNhuYYw54OQuccZxkZ+bfhB8OPEfxU+DXxV0Cy1PTtEktPjFqmpaFdT2sl1CsVnrcd2FljEiFgZoplwjKNpXkHJr2PwV8TPGui/GG1+G/j+HQtRvNS0e41rTdd8OQzWsMiQTRRSxS20skrRsPtERDCVg3zfdIAIB7TXg3xn/a/wDBnwouX0eyZ/Fvi0t5UejaUd5WQ8BZHAIQ5/hAZv8AZrQ/aJ+HHxA+Kf8Awj2heEvFH/CJ+H5vtB127jOJnX90IkTbhjkGbIDKpH3ieBV74MfszeBvgfbJJoumi71griXWL/Ety/HO04xGvsgHvk15taeKqTdKguVL7T/RdfV6H22XYfIsHhYY7M6jrTle1GF1s2v3k/sp2vyxvJpp3Vzw+3+DHxf/AGo7iPUPipq8vgjwczCSLwtpvyTSL28xTnacd5NzA5wi5r6K8L/AjwJ4O8GXfhXS/DVlFot9EYbyJ03vdAjrK5+Zj6EnjtjAr0Giro4KlSbk/ek929X/AMBeSOfM+KMfmMY0KbVGhB3jTp+7BNbPTWUuvNJt3PiLTr3Wv2EfiMNN1CS51b4Na/ck290QXfTJT1yB/EAOQPvqNy/MCtfaGnaja6zYW99Y3EV3ZXEaywzwsHSRGGQykdQRiszxv4K0b4h+GNQ8P6/ZpfaXfR+XLE/buGU9mBwQRyCAa+SfAHjDXP2LfiDH8P8AxtdS3/wz1WVm0PXpORZktyrn+FQSN6/wk7xwTnii3ls1F/wns/5X2f8AdfR9D6SrGPG2HdekrZjTXvR/5/xS+KK/5+xXxL7a1Wt0fa1FQwzR3ESSRusiONyupyCD3FTV7h+WhRRRQAUUUUAFFFFAHzv8cP2RtJ+IGp/8JX4PvW8E+PoG86LU7EmOO4k9ZQnIYn/lovPJyG4Fct8PP2r9b+H/AIji8C/HXTj4e1sHbbeIlQCzvF6B3K/KMn+Nfl5wwTBr6xrk/iJ8M/DfxW8OS6J4n0uHU7F+V3jEkL/343HKN7gjjg5BIryqmDlCbrYV8suq+y/Vd/NH3uB4jpYjDxy3P6brUFpGS/i0v8EnvH+5K8e1jo7W6hvbeO4glSaGRQ6SRtuVlPIII4II9Ks18V3Hh34o/sVXMl34ee4+IfwnDs8umzE/atOQnJYYB2Y5JZQUPzFlUkGvpT4R/G3wn8bdBGp+GNRWdkVftNjKNlxase0iZ47gMMqcHBOK1oYyNWXsqi5Jro/zT6o4s24cq4GiswwVRV8K9qkej/lqR3hLyej6NnoFFFFegfHhWN4q8U6X4K8PX+ua1ex6fpdjEZp7iU4CqP1JJwABySQByRVzUdRtdGsLm+vbiO1sreNpZp5mCpGgGSzE8AAAmvh3xV4xH7Y3xAMN9rMXhT4IeHbjM97fXK2v9pzL6FyPmIPA/gVtxwzAVwYvFfVkox1nLZfq+yXVn13DuQSzmrOrXbhh6WtSdru3SMV1nLaK+eyNXwh4e1n9t/4jJ4w8TW8+m/CbQ52XStIclTqEgPJb1B/jYdB8i87mH2lbW0VlbxwQRpFDGoRI0UBVUDAAA6DFeFX37WXwQ+GOlW2kWPiaye1sohDb2WiW8lxGiLwFVkUpx7tXDXH7flt4jleDwB8NPFHi6cHb/qvLGfpEJTj64rz6GIwmDT56qlOW7Wrb9FfRdEfW5plHEPEcoLC4CdHC0lanGXuRjHu5TcU5S3lK+r8rH1tRXyQPiF+1R4+x/Y/gTRPBdlJ9251N1MyfVXcn/wAhU0/sz/HPx2CfGvxun0+Nvv22gI6ow9CE8hcfVTXT9flP+DRlL1XKvxseJ/qpRw2uY5lQpd1GTqyXypqS/wDJj6h1/wAW6H4Ug8/W9Z0/R4MZ8zULqOBcfVyBXknin9tT4P8AhUuj+LI9UnX/AJZaXBJcZ+jquz/x6uQ0D/gnr8NrO4+169e674pu2OZWvr3y0c/9swr/AJsa9Z8L/s5/DHwaE/srwPosUifdmntRcSr/ANtJdzfrRzY+ptGMPVuT/Cy/EFR4Rwek61fEP+7GFKP3yc5f+So8Sf8Ab2/4SaVoPh/8L/FHi2XO1WaPy1z6/ullOO/OPfFM/wCE6/as+IGP7K8F6H4Isn+7cagytMv1Dux/8hD8a+tIYkt41jjRY0UYVVGAB7Cpaf1OvP8Ai13/ANupR/zf4h/rFlWF/wBwyqmn3qynVf3XjH/yU+R/+GYPjZ45JPjb433VrG/MtpoKOsb+3ymFQP8AgJHtWx4e/wCCenwy0+YXOt3GueKLpjulN9e+Wjn/ALZBW/8AHifevqCinHLMKneceZ/3m3+ZnU44z5xdPD11Rj2pRjTX3wSf4nnfhf8AZ7+G3gzYdI8EaLbyJ92eS0WaYf8AbSTc36112vaDb6/4b1LRZlVbS9tJbN1A4COhQjH0Na1Fd8aVOEeWMUl5HyVbH4vE1VXr1ZTmtbybbv6s82+BPwW0j4FeArTw/pgE10f3t/flcPdzkfMx9AOir2AHU5J3Pi14ek8XfCrxloUKh5dU0W9skU92kgdB/wChV1tFOnTjSgqcFZIjGYyvmGIni8VNyqTbbb6t/wBfLofFf/BIrxHDrf7G2lWUbEvo+s39jIM9GZxcfhxcLxX2pX54f8E8ZT8Ef2ov2g/gTeZtoYdSOvaLbt8oNvvwWHqWhmtDgdlPpx+h9aHGRyb/AC22ECTHy7hxmvnXxv8ABD4mfGT4F+E7Hxnr3hrT/iv4c1+28TWt7pENxLoz3VrcO9ukkbFJHjaJlVxxhvmAOBn6OooA+bvEfwo+J/x317wMvxIsfCHhjw94U8QWviQQ+H9QuNSur67tg/kqHlt4BboGcMSu9mAK8AknsPip8HdU+Kvxh+Gep6jJpz+BPB9zPrj2EpZ7m61YJ5do2woUEcSvK4beG37OOM17DRQB5r+0J8IpPjf8LNT8L2uryeH9VM1vf6Zq0cSym0vLeZJ4JCjZDrvjUMp6qSODg15zd/Cr4r/GnX/BP/C1R4U0Hw74V1e3157HwpqF3dPq99bgmDzDLFCIoEkPmeX+8LMEBI25b6QooA8L8cfsY/B3xZY+IJ1+GXhQ6/qcVw41CfTYy5uZAx81m2k53tuJ5Petr9mD4Fad+z38G/Dfha30zSrDWYbC2GtXOjoRFfXyQoks5YqrOWK53MASMZAr1qigArw79uDX4vDf7Ifxcu5m2pJ4cu7MHdj5p0MCj/vqQDHevca+FP8Agrh42uV+CPhf4Y6NuuPEXj7X7eygsk+9NFE6uR9fOa1GP9r2oA9b/wCCdOgSeGv2KvhXaTLteXT5b0DGPlnuZp1P5SDnvX0hXBacmh/AD4NaZbXtyLfQvCmj29n5oXJMcMSxKAO7NgADuSK1fAnxJ8M/EzSRqXhjWbbV7bjf5DYeInoHQ4ZD7MAa1VKo6bqqL5U7XtpftcxdamqipOS5nra+tu9jqKKKKyNgooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAPlv4v/ALOmt+CvE7fEz4OP/ZniGHMl9oMQ/cX6ZywROhJxkx9GOCpVgM+jfAP9orRPjdpbwBP7I8U2QI1DRZyQ8ZBwWTOCyZ49VPBA4J9er57+Pf7M7eMdUTxx4Eu/+Ea+IdkfOjuYT5aXpA+7IRwHI4DkEEfKwI5H0NLFUcfBYfHO0lpGfbyl3j57r0Pm6uEq5fUeJwKvF6yh0fnHtLy2fqfQlFeAfAL9pdfHeoy+DPGtn/wjXxDsSYprKdfLS7K9Wjz0bHJTnI+ZSRnHv9eTisLVwdR0qys/wa7p9Uz2MLi6OMpKrRd1+KfZro0FFFFch2BRXO+NfHmgfDrQptY8SapBpWnx/wDLSc8sf7qKOXb2UE+1fL9/8V/id+1TfT6R8NLOfwb4JVzFdeJbwlJphnkIw+6f9iMlumXUHFephMvq4pOppGmt5PRL/N+S1PKxeY0sI1Ts5VHtGOrf+S83oem/Gr9q3w58Lbo6HpMT+K/GUrCKLR9PO/y5D0ErKDg5P3ACx9ADmvPfDn7OfjX476zb+KPjbqkkVijebZ+E7GQxxxKez7T8gxwQCXI6uCMV678Ff2bvCPwStRJp1udR16RcT61eqGncn7wT/nmp54HJ7lsZr1qu14+jgk6eXLXrN/E/8K+yvxOCOX18c1UzJ+70pr4V/if2n+HkZmg+H9M8L6Rb6XpFhb6bp9suyK2towiIPYD8606KK+fbcndu7PooxUVaKsgooopFBTHdY0Z3IVAMkseAKhu7yDT7Wa5uZo7a2hQySzSsFRFAyWJPAAHOa+Q/G/xF8Tftb+KrrwF8OZZNL8CWz7Na8SMpAnTONq9CVODhMgv/ABbVzXo4LBTxkm78sI6yk9kv1b6LdnmY3HQwcUrc05aRit2/0Xd7It/E/wCMXiP9ojxVcfDL4SSlNJX5Nb8UqSIlj6FY3H8BwRkcucgYUEn3v4N/Brw98FPCsejaHBulfD3d/KP311Jj7znsBk4UcAfUk3vhj8L9A+EfhS30Hw9aC2tY/mllbmW4k7ySN/Ex/IDAAAAFdjXRjMbCUFhcIuWkvvk+8v0WyOfBYGcan1vFvmqv7or+WP6vdhRRRXjHthRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUV8m/tJf8FFvh/wDA3WW8J+H7a5+JXxEeTyI/Dvh9t4im7JNKoYK2eNiK7g9VGc149b+Bf22/2p40u/EPi2x+AXha5+dNO0lWTUQp+6TsYyg46h5ozn+AdgD9BNW1zTtAtTc6nqFrptsODNdzLEn5sQK45/2gvhdG7K/xJ8IqwOCDr1qCD6f6yvkjQ/8Agj78N7u6GpePvHHjLx5rbf666uLxIEl+oKvJ6/8ALU9a7f8A4dP/ALNv/Qoah/4O7v8A+OUAfVOgeLND8VQtNous6frESjmSwuknUfipPtWvXwp4l/4I9/Bm9mN34Y1jxb4N1GM7reWw1FZUibnnEiFz1xw4PvXMTfs5ftjfs2f6Z8M/i5D8XNFgGToPind5zqOiIJ3YAY4+SeMnjA9AD9EqK+Jfgl/wU08Oa34nXwL8Z/Dt58G/H0ZEbprCtHYSv0GJHAaHdyR5g2Y/5aHIz9rRSpPEskbrIjgMrqcgg9CD6UASUUUUAFeVeOPgHb+KPGs/i3Q/F/iPwF4ivbSHT9RvfDslsRfW8TSNEskdzBMm5DLJtdVDAMRkgAD1WqGrazYaBptxqGpXtvp9jbqXlubqURxxr6szYAFJtJXZUYynJRirtnCj4E6FYfDDT/Amh6jrfhjSrK5hu1u9H1Bo72WRLgXEhlnYM0hmfd5pbJcSPyM5FPxx8A7fxR41n8W6H4v8R+AvEV7aQ6fqN74dktiL63iaRolkjuYJk3IZZNrqoYBiMkAAO8E/tLfDr4j6+2jeGdcn1rUFOHW10q8aNOcbml8rYq8feLAH1r1Os6dWnVXNTkmvJ3OzGYHF5fU9ljKUqct7Si4u3ezS0POLf4I6VoXw307wd4W1jW/B9tp0jT2+o6RdhrszNvMkkrTLIs7O8ru/mqwZzuIyAQz4ffBDT/BPia48VajrmseNPGE9mNObX/EEkLTR2vmeZ5MUcMccUSF9pYIgLFV3Ftox6VRWpwhRRRQAUUUUAFcf8UfhjoPxd8HXvhvxDai4srgZSRcCWCQD5ZY2/hYZPPcEg5BIPYUVE4RnFxkrpnRh8RVwtaGIoScZxaaa0aa2aPjf4LfE7Xf2Z/HcXwf+J1z5uhyNjw54jkyIjGThY2Y9E6Dn/Vt8pJQqR9kV538bPgroXxz8FXGga0nlyDMllfRgebaTY4dfUdivQj0OCPD/ANnf40a78NvGH/Cl/irJ5Ot2pEeh6zK5MV9CeI495+9kDCMeT9w4YYPkUpywE1Qqu8H8L7f3X+j+R+i4/D0uK8LPNsDFRxVNXrU19pda0F/6citn72zPrSiiivaPzIKKKztY17TfD9obnVNRtdNtx1mvJ1iQfixApNpK7KjCU5KMFds0aK8X8Uftg/CDwoHFx41sr6VcgR6Wr3m4+gaJWX8SQK81u/8AgoFo2tXD2vgf4feJ/GF0DtCxwiNWPbGzzWx9VB9q4KmYYSm7SqK/lq/uR9fhODuIMbHnpYOaj3kuSP8A4FPlX4n1lRXyOPin+1B4+H/Eg+G+leELN/8Al41d/wB8n4SOp/8AIRo/4Z4/aA8dc+MPjT/Y0Mgy8Hh6N1wP7v7sQD2PX8e+P19z/g0ZS+Vl97sd/wDqnTw2uY5jQpd0pupJfKmpL8UfUmt+ItJ8N2v2jWNTstLtv+et9cJCn5sQK+EP2gp/g/4Y8RP41+FvxHs/Cfjq3Jf7NoaST2V4epGYkZELY56o3deS1et6J/wTz8ARXH2zxJrPiDxXet/rHu7sRo3/AHyN/wCbmvWPC/7M3ws8HbDpngXR1kT7kt3B9qkU+oeUswPvmuavRxeNjyzhGPq22vNWtZ/M9vKcy4f4ZrOth8VXrt6SUYQhTmv5ZKbnzRfnHzVmfLXhX/gpZdx+HLa21jwUdX8S5ERexuvIhuDwAdpR2Vj/AHRkE9MZwO7f4nftQ+PEY6L8P9G8F2DAsLvVpF82Me4kf/2l+Ve7fFL4E+Dfi/4aXRdf0mIxQqRaXNqointD6xMBwPVSCp7g1+evxA+Ifjr4dWnir4R6R42ufFfgjTnSK71WytWllsrbIV4d+flXLKhXdtJG0MoLA+dipYrBW+s1ZSi9nGyd+z0v80z7XIqGQ8Tyk8ky+lSrp3nGt7SpBQbS5oWko3V/glFX2Tdjd8PWXxi/av8AHmpeDL34gSap4bsnA1bVNPXZpoUNkBURYxMSy/KCACVLD5Rur6G8L/8ABOf4aaPsfVr3WvEEgGCk9ysER+gjUMP++jXpv7MVv8PLH4U6dbfDi9hv9IjGbifpcvcEDe1wvVZDxwQABjHy4r16u/B5ZQlTVWv+8k9bt3Xou6PkuI+Oc0o4ueAyi+DoU/d5YxVOTa0cpJJNN9laysvN+Z+Fv2bfhf4NVP7L8DaMkkfKTXNsLmVfcSS7m/WvRbe3jtoUihRYo1GFRAAoHsKnor3adKnSVqcUvRWPynFY7FY6fPi6sqj7yk5P8WwooorQ4gooooAKKKKACiiigAooooAKK/OT9vibwzF8TbS58Ja7ct4tKN/bGnac7NHF5a5WVmU4SQKp3KOcKGO3q3Zf8E3YdY16+8aeIdU1O+vobeO3sLcXVw8i7mLPJgMTgjZH/wB9V4MM158Z9TUOu6d1tft+B+tYjgL6vwyuJJYlpWT5JU3F3clFJPm1TeqlbVa2Of8A+ChHh/Vv2e/jd8N/2o/DFrJcRaTPHo3ii2gH+ttXLKrN/vI8kW5uA3kY5r7v8H+LNK8eeFdI8R6HeJqGj6rax3lpcxn5ZInUMp9jg9OoPB6VB4+8DaN8S/BeteFfENot9ousWr2d3A3G5HGCQezDggjkEAjkV+e/7PnxI1//AIJ5/G7/AIUF8T797r4X63O0/g/xVcfLFb73/wBW7dEUswDr0jc7/uSbq94/JT9KaKQEEAg5FLQAUUUUAFFFFABRRRQBG7rEjO7BEUZZicACvzk+C0zftzft9618U2LXXww+F4Gn+HmwfKu7vLbJV9ct5k+eoAtwRXS/tvftF+Jfip47t/2YvgnKLvxfreYPEmsQORFpVqR+9iLr907eZCMlVOwAu+F+rP2c/gLoH7Nfwk0XwL4dBlgslMl1eyLtkvbluZZn9CxGAMnaoVc4AoA9D1DTrXVrKazvbaG8tJl2SQTxh0de4ZTwRXzn44/Yx0+HVj4j+GGuXXw/8RplljtpHNpIeu3AO5Ae4GVxxsr6XoruwuNxGDbdCVr7rdP1T0ZwYrA4fGpKvC9tns16Nar5HyVpn7Tvj74LX8Oj/GrwpMbNm8uLxNpMYaKT3YL8jHuQu1gP4DX0n4L8daB8RdCj1jw3qtvq+nO2zzrdj8rAAlWU4KMAQdrAHBHHNa2paZaaxYTWV9aw3tnMuyW2uIxJHIvcMpyCPY1z/wAP/hr4d+F9hqFh4a08aZY3169/JbI7MiysiI2wEnaMRr8o4HOMdK6MTiMJiafPGlyVP7vwvvo9Yv0djmwuHxeFqckqvPT/AL3xLtqtJL1VzrKK8Gvfjj498UeI/FifDjwLpHiPw54Uvn0u+v8AVtdexmv7uJA1xDZIltKj+WWEZeR0HmrImBsLH1D4Z/EHS/iv8PvDvjHRGdtK1yxivrfzBh1V1ztYdmGSCPUGvJPYOporw341fF74lfC3TfEfiqy+H+jap4F8OWz319NPr7w6ncW8Sb5pYLdbZ4/lUMQHlUtt/hyDWz8RvjdcaBaeB7DwjoieJfFnjVi2j6be3Zs4UgSETT3NzKqSNHFGhQEqjEvLEmBvyAD1mivKvhd8Wta8Q+M9e8C+NNCsPD/jTR7O21JotJ1Br2zu7Od5UjmikeKJ+HhdGVkBBAOSCDXqtABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFAHjnx9/Zy0b41WEV5FJ/Yvi6xw2n63ACrqynKpIRyVzyD95Typ6g8F8HP2jNY8L+Jk+Gnxhi/sfxRDiOy1mYgQagucJufpubs44Y5BwwwfqCvEf2q9J+Guq/DyQfES8i03ywx068iAa8SbHSFRy+eMr93GM4wCPoMDiViIxwOJi5wfw21lF/wB3uu8fu1PncdhXh5Sx+FkoTXxX0jJf3uz7S+/Q9ur54+L/AO1xpfhXVR4W8DWTeOfGszmJLSxDSQQv6Oy/fYf3U6YO5lxXyRpXxd+IWt+GvDfgzxF4s1Lwv4B1C4a3j8R3Ni6yTWw+Xa0gOXReAQGIG7DMVAx95/Bf4I+C/hDocY8LWsc8tzEpl1iRhLPdKQCD5g42nggLhe+O9dtfLaGTvnxn7xu/LFXUXbrKX/tq17nBQzOvnN6eC/dpW5pOzkr9Ix/9uenY8f8ABX7K+v8AxI16Lxh8cNXk1vUB81t4dglxbWq5zscrxjP8CcHHLNkivqDT9OtdJsobOyt4rS0gQJFBAgRI1HQKo4A9qt0V4OLx1bGte1ei2S0ivRf0z6HCYChgk/ZL3nvJ6yfq/wCkFFFFcB6AUUUUAFUdW1ey0LTLnUNRuorKwtYzLNcTsFSNR1JJ6Cq3iXxNpfg7QrzWNYvYtO0y0TzJ7mY4VB/Uk4AAySSABk18kSP4q/bi8UGOM3fhn4PadcfM+Ns2pOp/Jmz9VQcnc2K9TBYF4m9WrLkpR+KX6Lu30X3nk47H/VbUqUeerL4Y/q+yXVjte8T+KP21fFE/h3wtJc+H/hTp8wXUdWZSsl+Qc7QD1zwQnQDDPztUfU/gTwFonw08MWegeH7JLHTrYYCjlnbu7t/ExxyT/SrnhbwtpXgzQbPRdEsYtO0u0QJDbwjhR3J7kk5JJJJJJPWtmqxuOVeKoUI8lKOy7+cu7f4bInBYB0JPEV5c9WW77L+WK6JfjuwoooryT2AooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAYzBFLMQFAySTjFfnd8Zv2q/iN+158QtS+DH7NSSWej20ht/EPxELFIYY8lWEEq52IcMA65eQg7AFBZui/bx+Oviz4h+PNN/Zg+ED7vGPiOJT4h1RHKrptkw3NGzD7m6P53PXYVVQWkAHyp+yF+yZ4/8AHHxH+OPw/wDBfx98UfDPS/AHiD+z2/sf7QE1JzNdQec8cV1CqNts15+YncBkbeQD9Hv2W/2LPh7+ytoMS6HYJq/iySPF/wCKL+IG7uGP3gnXyo+wROwG4scsff6/P/8A4dxfHD/o9D4gf98X3/yyo/4dxfHD/o9D4gf98X3/AMsqAP0Aor8//wDh3F8cP+j0PiB/3xff/LKj/h3F8cP+j0PiB/3xff8AyyoA/QCivz//AOHcXxw/6PQ+IH/fF9/8sqP+HcXxw/6PQ+IH/fF9/wDLKgD6w+PP7N/gD9pLwo+heOdBh1FVRha6hGAl5ZMR9+GXqpzg4OVbADKw4r4b8NfEr4pf8EwfFVn4P+I/2z4gfAK9n8jR/E0CFp9KzyIyMnbgAkwscEAtE3DKe0/4dxfHD/o9D4gf98X3/wAsq+bP2+/2Zvin+zr8ELPWfEX7R3jD4l6PrGswaRPoWqPdR27BoppxIwe8lV9rW4wpXqQcjGCAfsD4e8Qab4s0LT9a0e9h1LStQgS5tLy2YPHNE43K6nuCCDWgzBASTgDqfSvzi/Zp8ZeJf2Df2g4v2dfiDfyaj8OvEc7TeCvEU5wsTuxxC390O5CMn8MrBgNsm6vt341/CpfjN4Fn8Mya3f6DFNPHJJcae5DOgPzRuMgMrKSMHIB2nBxis6kpRg3BXfba514SnRrYiFPEVPZwbScrOXKurstXbsjzH4tftoeG/Cep/wDCOeCrOX4g+MZHMUVlpWZIEf0aRQd5B/hQHoQStcXpP7NHxF/aB1G31744eIpbHS1fzbbwlpThUjHOAxBKpxxn53ION6kV9AfCb4E+C/gtpn2Xwvo8dvO67Z9Qn/eXU/8AvyEZxnnaML6AV6JXl/U6mJfNjJXX8q+H59X+Xkfdy4jweSp0eG6XJLZ1p2dV/wCBfDTXpeVvtHPeC/Anh/4d6JFpHhrSLXR9Oj5ENqm3cf7zN1Zv9piSa6GiivWjFRXLFWR+fVatSvUlVqycpPVtu7b7tvVhRRRVGQUV4Rrvjr4h/Eb4s+K/B/w61bQfDGm+D4rWPVNY1rSZdTe6vriMTrbRRJcQbFjhaJmkJbcZ1UAFGz1vwF+J958V/A1xf6raQWOu6Xq1/oWqQWhYwC7tLh4JWi3c7GKbgDkgNgnINAHpVFeEa746+IfxG+LPivwf8OtW0Hwxpvg+K1j1TWNa0mXU3ur64jE620USXEGxY4WiZpCW3GdVABRs59l+09fp8DLnxLdaJbXHja38SP4JXSIJ2itbjWBqH2BAsjZZYWkKyE/Mypu4ZhggH0PRXnPw50T4oafqslx418ZeGPEOnyQEGy0Xw5NYSQXGVxiZ72begG8YKBiSpyMEHkPjj8HfiN8UPFlo/hz4l3PgbwylkkU1vYq5nkn8yQu/yMhwVaMY3/wnj1wrVJU43hByfZW/U9TLcJQxmIVLE140YWbcpKTWnS0U22+mh7Nqut6foNobnUr+2062HWa7mWJB+LECvlP9rDx38C/if4PfT9T8c6aniKy3S6VqWlK948Mv90tCrDY2ACCR0BHIFX9K/wCCengya7F94s8TeI/Ft+fvvc3QjST68F//AB+vVPC/7LHwn8IBfsHgXSpHXpJfxG8YH1zMWIP0ry6scZioOnKnGMX3bf5Jfmfd4Crw3kGJp4yhjK9WrB3TpwjTXpebk2ns7w1WjR8tfCD/AIKBaxZeE7Lw5qvha/8AHHi2F/s9pNYSbWvUA+UuNrOX4IJCnI5IznPo3/C3f2nPHoH/AAjvwu07wpaP/wAt9ak/ep74kdD/AOQzXf8A7RX7Mmm/Frw3a3OgLD4e8ZaMPN0jUbUCEKVO4RMV6LuGQRyjcjqQaH7MX7Rlx8QvtXgnxtD/AGP8SdFLQ3dtOBGbwJwZUHTcP4lHH8S/KcLxQp4inVWGxNdpP4WrK/k203f56n1OKxmTYzA1M7yTK6cpxbdWFRzl7NN6TjBSjFwfVpe69GrWOOHwA/aG8elv+Ev+MyaDbvyYfD0bBgP7p8sQfzP41f0j/gnp4Ge6W98UeIPEXiy/P+se5uhGj/kpf/x+vqmivTWWYa96icn/AHm3+eh8LLjjO4xcMJUjQj2pQhT/ABilL8Tyvwt+y/8ACrwaFOm+BtIMi8rLew/a3B9Q0xcj8DXpdpZ2+n2yQW0EdvAgwkUKBVUewHFWaK9CnSp0lanFL0Vj5DF5hjMfLnxdaVR95Scn+LYUUUVqcAUUV86ftP8A7RF34Ea08B+Bojq3xJ1zENtBbjebJH6SN23kZKg8AZduAN3PXrww1N1J7fn5LzPYynKsVnWLjg8Iryerb0UUt5SfSKWrf62Ri/tLfHTWtX8RRfB/4Xlrzxpqn7rUL6BsLpsJHzDePuvtOWb+BenzEY9R+BXwB0D4I+AR4etIY7+6u1DarfTRgm9kKkEEH/lmMkKnIAJzklicf9mj9ne0+B3hyW5vpRqnjPVv32raq53szE7jEjHnaDySeWb5j2A9srjw1Cc5/WcQvfey/lXb17v5H0ud5thsPh1keTS/2eLvOezrTX2n2hH7Eei956vT5O+In7KGteAfEcnjn4F6kfDuuL81x4dL4s7xepRA3ygHn5G+XP3SmBXU/A/9rjSvH+qHwl4xsm8E+P4H8mXTb0GKKeQcYiLchj/zzbnkYLda+iK8o+OH7OfhH48aUItatDa6vCuLTWLQBbmD0BP8aZ/hbI64wTmonhJ4dupg3bvF/C/T+V/gb0OIMLnFKOC4kTlZWjXjrVh2Uv8An5Bdn7yV7Poer0V8Y6R8W/iV+yTqdtoHxTt7jxh4EdxDZeK7QF5IF6BZCeW4H3HO4c7WcACvrHwj4x0Tx5oNtrXh7U7fVtLuBmO5tmyp9QR1Vh3U4I6ECurD4uGIbj8MlvF7r/Nea0PDzjh/FZRGNe6q4efwVYawl5d4y7xlZr8TdooortPlwooooAKKKKACiiuK+Kfxa8MfB3w1JrfijUVs7YZWGBfmmuX/ALkSdWbp7DqSBk1E5xpxc5uyR04bDVsZWjh8PBznJ2SSu2/JHU6jqVrpFjcXt7cxWlnAhlmnncIkaDkszHgAepr5F8b/ALQ3jH9ojxFc+A/gfDLb6ep2al4wlBiSJDwfLbGUBAOGHzt/CBjccqz0L4i/tx6jFqGvG48DfCGOUSW1jEcT6iAeGyfvn/bI2L/CrEE19ceBvAWg/Dfw5baF4b02HS9Mtx8sUQ5Y92djyzHAyzEk14/NWzD+HeFLv9qXp2Xnuz9G+r5dwf72LUcRjltDelSf99rSc1/Ivdi929Eee/Ar9mTwp8DtHl8iIa14gu4yt9rN7GGlmDfeRQc7EJ/h5J/iLYFdP8Jvg/oXwZ03WNO8PxtDYajqcupCFgP3JdUXy1PdV2cegOPeu+or0qeGo0lFQily7fPf7z4vGZ3mWYSrTxVeUvatOV3o+X4dNly30S0WyCvK/wBor9nDwb+098PJ/CfjKzd4Qxnsr+2O25sZ8ECWJsHnBIKkFWHBB4x6pRXSeIfmn4E+OnxO/wCCcHiex+HfxvW68YfCCd/I0DxvZRNLJaIPuxuOSVUDmFsuozsLqAK/QjwD8RPDXxS8MWniLwlrll4h0W6GYrywmEiE91OOVYZ5VsEdCAaueKvCWi+OPD97ofiHSbPW9HvEMdxY38KzQyr6FWBB9fY818NeMP8Agmjr3ww8T3Pi79mb4l3/AMNdWlJaXQtQmebT5u4XfhjsH92VJeecjGKAPv2ivz2g/ap/a++BuLb4m/AVfiDYQnadY8Is3mSr/wA9GEAmUeuDHH9B1qyP+CyHw40P/R/Fnw58f+H9THLWn2K2fH4yTxH0/hoA/QCivz//AOHznwm1H/R9F8DeP9U1JuIrX7BaLvPplLlz+SmoZ/24f2l/i8TbfCb9mvUNJikG2PV/FrSJCQf4hvEEYIzn77fQ9KAPvbXNc03wzpF3qmsaha6VplpGZbi9vZlhhhQdWd2ICj3Jr4A+M37bXjH9p3xdJ8H/ANleKa9uphs1jx6ytDb2EJOGaFyMoOo84jcekSklWp+nf8E+/i3+0XrNrrX7TnxXuNU0+F/Oh8I+GnEdvGfQsEWNCB8pKIzEf8tM819t/C74R+D/AIK+FYPDngnw/Z+HdHh58i0T5pGxjfI5y0j4Ayzkk+tAHlf7If7G3hX9k3wvcJZTPrvjHVFDaz4kulxLctndsQEnZGGJOMkk8sSQMfQtFFABRRRQAUUUUAfNn7NnjXRPh94T+LeneJNRtNFuvC/jPX73VRdzKnlW89y97DOST9x7eeNgfqOCCBL+xXbwfCP9kz4NeH/FWq/2dq+pWSpaW2sTiO4lmnMlytsitglkjYgIBlVjxjivXPFHwf8AAfjfxFYa94i8F+H9e1uwINpqOpaZDcXEBU7l2SOpZcEAjB4PI5rf1Xw7pOuXOm3GpaXZ6hcabcfa7GW6t0le1m2snmRFgSj7WZdy4OGIzgmgDwj40eKNM+Oer618GtL1uCx0qIRR+NdVMoQQ2r/MdOhY8GeZBtcj/VRvnhnQUfEi603wh+0x8CdYka3tfDNxpWt+HLW88wCCO6lS0nt4g3q8dnOFPQlMZyVB9D8Qfs4/CbxZrV3q+ufC/wAGazq14/mXF/qPh+0nnmfpueR4yzHAAySa6K8+HHhTUvByeErvwxo9x4VSFbdNDlsYmskiX7qCHbsCjAwAMDtQB4t4Xtk8Uft5+MfEemahLdaboXgHTvD96lvLuthey31zchHxwZUi2NjOVW46fOM/R1YXg/wT4e+H2hQ6L4X0LTfDmjwszR2GlWsdtAjMcsQiADJPJPc1qRXkM8s8Uc0ckkDBJURgTGSoYBh2OGB57EHvQJuxZooooGFFFFABRRRQAUUUUAFFFFABUbusSM7sFVRksTgAVwfxZ+N3hL4MaR9s8SaiIp3Utb6fBh7m5x2RM9P9o4UdyK+eI9N+K/7YTiTUHm+HPwxkOVto8/adQj9wcFwR3bCdCFYivXwuXTrw9vVkqdJfafXyit5P0+bPHxWZQoT9hRi6lX+VdPOT2ivX5I6/4m/tcibWz4P+E2lnxx4slzH9ogUvaWxzgtuHEmO5yEHdjyKi+HH7JE2ra6PGPxi1VvGniaQh0sJHL2dtzkKRgB8E/cACDkYbg17R8MvhH4W+EGhjS/DOlx2SMAZrl/nnuGH8Ukh5Y9eOgycAV2tdFTMYYeLo5dHkT3k/jl8/sryXzZzU8tqYmarZjLna2ivgj8vtPzfyRy/jn4deH/iL4Un8O67psN3pcihViA2mEgYVoyPuMvYj6dMivlvTNe8Y/sTa9DpGvtc+KfhLeTFbTUUUtNpzH+Ej+E9Ts+63LJg7lr7MrN13QtP8S6Rd6XqlnDf6fdIYp7adNySKexH+cVzYPH+wi6FePPSlvH9Yvo1+OzOnG5f7eSr0JclWO0v0kuq/LdDPDviLTfF2jWmr6PfQ6jpl2gkhuYG3I6/54I6g5BrVr401zwp4v/Yt1+48Q+EluPEvwru5d+oaNI5aWwJwNwPbsBJ0IwrjIVj9Q/Dv4j6B8VPC9tr/AIcvlvbKb5WXgSQv3jkX+FhkcH2IyCCTGYH2EViKEuelLZ9n2kuj/PdBgsf7eTw9ePJWjvHuu8X1X4rZnVUUUV5J7AVz3jjxxovw58NXmu+IL6PT9NtV3PI55Y9kUfxMegA5Jqn8SviXoHwo8K3Wv+IrxbWzi+VI1wZbh+0ca/xMfToBkkgAkfMvg3wD4n/bA8U2vjjx/FLpHw8tX36P4eRyPtQz99jwdp7vgFhwuByPXweBjVg8TiXy0o7vq3/LHu3+G7PGxuOlSmsNhlzVpbLol/NLsvxeyINH0HxT+2z4pi1zxClz4d+Emnzk2OmBisuosDjcSOp6guOF5VMncw+vtG0Wx8O6Va6bpdpFYafaxiKC2gUKkajoAB0qWwsbfTLOC0tII7a1gQRRQwqFSNQMBVA4AAAGBVus8bjpYvlpwjy04/DFdPN92+rNMDgI4S9Sb5qkvik935Lsl0QUUUV5h6oUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFF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ma5vbYjB6Yhc8P5ktV/iX6r7j2/7NyfiP3soksPiH/wAuZy9yT/6d1Hs30hO3lJn2hRXl/wAG/wBojwV8ctOEvh7UguoIoafSbvEd1D65TPzL/tKSPcHivUK9OnVhWip03dPsfCYzBYnLq8sNjKbhUjupKz/rz69AooorU4gooooAK8b/AGj/ANnrTvjr4Yj8uQaX4s03Muk6smVaJwc7HK87CQOnKnDDoQfZKKxrUYV4OnUV0z0cvzDE5VioYzBz5akHdP8AR901o09GtGfNn7Mn7QupeItQufhr8RI20v4j6LmIi4wv9oRqM71PQuF+Y44ZfnXIzj6TrwX9pz9nMfFywtfEXhuf+x/iFomJdN1GJvLM207lhdu3PKsfuk+hNN/Zk/aLPxWs7rwz4oh/sf4iaLmHUdPmXyzPtO0yovY54ZR90+xFedh6s8PUWFxDv/LLuuz/ALy/Hc+yzfL8Nm+ElnuUQ5Uv41Jf8u5P7UV/z6k9v5XptY98ooor1z88CiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiqeo6ja6PYXF7e3EVpZ26GWaedgiRqBksSeAB61xXwi+L+kfGjS9a1XQkl/suw1STTYriUbTc7IonMgUjKqTJgA84AJxnA2jRqSpyqqPurd9NdjCVanGpGk5e9K9l103PLf2bPGuifD7wn8W9O8SajaaLdeF/Gev3uqi7mVPKt57l72Gckn7j288bA/UcEECX9iu3g+Ef7Jnwa8P+KtV/s7V9SslS0ttYnEdxLNOZLlbZFbBLJGxAQDKrHjHFeueKPg/wCA/G/iKw17xF4L8P69rdgQbTUdS0yG4uICp3LskdSy4IBGDweRzW/qvh3SdcudNuNS0uz1C4024+12Mt1bpK9rNtZPMiLAlH2sy7lwcMRnBNYm54R8aPFGmfHPV9a+DWl63BY6VEIo/GuqmUIIbV/mOnQseDPMg2uR/qo3zwzoK9M8aR6Jqeg6b4SsvG8vgi81CHfpc+i3drHePDAYw/kCdJEdQHjVjsbAkXkEg1W8Qfs4/CbxZrV3q+ufC/wZrOrXj+ZcX+o+H7SeeZ+m55HjLMcADJJra1n4TeCPEXhG08K6r4N0HUvDFoiR22jXWmwyWcCqMII4WXYgUYxtAx2xQB41+y7K3hj4nfFzwFa6inivTtHubHUH8WSIGvry7uYm82C9mQBJp4lhhO5Qu1JY12qAK+kqx/C/hLRPA+i2+j+HdHsNC0m3GIbHTbZLeGP/AHUQAD8BWxQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFcr4w+J/hH4fRF/EXiPTdHONwiurlVlYf7KZ3N+ANXCnOpLlgm35amc6kKUeao0l3eh1VFfMviH9u/wAIfbjp3g3Q9b8cam3+rjsrZoo5PpuBk/KM1ljxT+018VM/2T4f0r4baZJ9251HDXAB7EOHYH/tkv8Ah7UcmxSXNXtSX99pfhv+B4ss6wrfLh71X/cTf4/D+J9TXV3Bp9tJcXM0dvBGNzyysFVR6knpXkHjb9rv4V+BhIk3ieHVrpOlto6m6Yn03r8gPsWFee2n7Et54vuEvPiZ8R9c8VzA7/ssEhjhQ+gLl+P91V/CvXvBP7Ofw3+HwjbRvCOnrcJyLq7jNzMD6h5NxX8MU/ZZZh/4lSVR9orlX3y1/wDJSfbZpiP4dONJd5Pmf3R0+9njh/ay+IPxH/d/C/4UahewP/qtV1nKQEe+CqA/9tTSH4MfH74oYbxn8SYfCenyddP0BTvA7oTHsBH1dvx6V9XdPpS0f2pCjphKEYebXPL75afckH9lTra4yvKfknyR+6Nn97Pz++O/7E58MTeDLfwbcalreo6zqD2N7cai6sA7L5iyfKo2qFSZiTk4HU9D9n/Cr4aaV8JPAum+GdJXMFomZZyuHuJTy8je7Ht2GB0ArsSAcZHSlrPGZvisdQhQrSuo3fq/P02RpgsnwmAxE8RRjZysvRLt67s/O79uYn9nr9tX4FfHr/U6DdP/AMI5rco4WNDvUyP6nybiQgH/AJ9x0xmv0OVg6hlIKkZBBzmvHv2tvgBaftL/AAH8SeCJvKi1GeL7TpV1KOLe9jy0TZ7AnKMRztdq8c/4JtftGXXxK+GNz8NvF5ey+JXw9b+yNRsbpsTy28TeXHKQeSV2+U55wygk/OK8U9w+x6KKKACiiigAooooAKKKKACvnb9v34xw/BP9lTxzq3nrFqepWjaJpqlsM1xcgx5X3RDJJ9IzX0TX5s/Em7X/AIKB/t0aJ4H00jUfhD8LJPtut3Mbb7e/u9w3R5HDBnRYQP7qTspwaAPp3/gn/wDCOX4L/sm+A9FvIvJ1W9tTq98pGGEtyxlCsP7yI0aH3SvomkAAAAGBS0AFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABXIfFL4reFfgv4LvvFfjLWbfQ9Dsx89xOcl2IO2ONRy7tg4VQSfwqD4w/Fzw38Cvh1rHjXxZeiy0fTIt7YwZJnPCRRrn5ndsKB6nJwASPy/+GWseFf26fiTJ8UP2jPiv4W8NeCNNvJE8P/Di78SWtq3lg9ZUaRXVeAGYgPKRnKoFBAPUT8Zf2jv+Cgl7Na/CWCb4N/B8yPDJ4tvSVvr1QcN5br82eD8sJAUgq0vavY/g3/wS3+Cfw0Ed94g0qf4j+ImPmT6j4lcyRPITliLYHy8E8/PvP+0cmvYNK/aa+Amg6Za6dpvxY+HGn6faxrDb2tr4ksI4oY1GFRFWQBVAAAAAAq7/AMNY/BD/AKLJ8P8A/wAKix/+O0AegeHfC2i+D9NTTtB0iw0TT0+5aadbJBEv0RAAPyrVryr/AIax+CH/AEWT4f8A/hUWP/x2j/hrH4If9Fk+H/8A4VFj/wDHaAPStR0yz1iyls7+0gvbSYbZLe5jEkbj0KnIIr5n+MP/AATb+Avxgt5nfwbB4S1Rwduo+F8WLKT3MSjyW55yyE+4ya9O/wCGsfgh/wBFk+H/AP4VFj/8do/4ax+CH/RZPh//AOFRY/8Ax2gD4tu9L/ag/wCCeaG+stRf48fBmzBM1pcbvt+mwDnI+9JGqgdVMkQAJKpkEfZ/7Ov7S3gf9p7wMniTwXqQmMe1L7TLjC3dhKR9yWPJxnBwwyrAHBODhx/aw+B5GD8Y/h//AOFRY/8Ax2vgT9pHwb8P/hp45Pxp/Za+L/gzTPHiSj7d4J0bX7OePWVdxuS3tkkO9mOM24BDnBjCuAGAP1RorxT9k39p/wAO/tV/Ciy8V6OUtNUi22+saQX3SWFzjlfdG5ZH/iX0IYD2onH0oArXl1Dp9rNc3EqQW8KNJJLI21UUDJYk9AACc18Y+IdY1j9ub4kP4a0Oa40z4P6DcBtR1JAVbU5QeAufX+FTnaPnYZKqLfxZ8fa5+1j8QJPhR8PLtrfwdYuG8R+I4uY5FDf6tCPvLkEAA/vGGfuKWP1N8PvAGifDDwlp/hzQLQWmm2abVXGWkb+J3P8AEzHkn/61eJNvMpunH+Et3/M+y8l1fXY/UKEI8GYaOLrK+PqK9OL/AOXMX/y8kv8An5JfBF/CveetkaPhzw7pvhLQrHRtHsotP0yyiWG3toRhUUfzPck8kkk8mtaivOvjN8c/CvwN8OnU/EV6BcSAi006Ahrm6YdkXPT1Y4UdzyAfWnOnQhzSaUUfnuHw+KzPEqjQi6lWb2V223/V2/mzsfEHiDTfC+j3eq6tfQadp1qnmT3Vy4RI1Hck/l718g+JfjD49/a21y78I/CWOfw94IifydT8V3CtG0qd1ToVBH8C/OwxuKKSKi0H4afEH9svWLXxL8RnuPCfw4icT6d4btmKyXS9nOQDgj/lowyQTsVQ2R9feF/C+k+DNDtNH0TT4NL0y1XZDbW6bVUf1JPJJySeTya8m9bMNrwpfdKX+S/Fn6Dy5dwdrLlxOPXT4qVF+fSpUXb4Ivu0cR8EP2fvCnwG0D7FoVr52oTKBearcAG4uW9z/CueiLgDryck+oUUV69OnCjBQpqyR+e43G4nMcRPFYyo51Jatt3b/rotl0CiiitDiCiiigAoorhviH8aPBPwqtzL4p8SWWlPt3LbO++4ceqxLlz9QMVE5xpx5puy8zpw2Fr4yqqOGpuc3soptv0S1O5qJ3SGNndgiqCSxOABXyTffto+KPiVeS6Z8GfhzqPiGUNsOr6qmy2jPuqsFAPYvIvuKij/AGV/in8Z3W5+MPxIuIdOchj4f0IgRgdQDgCMEeu2Q/7VeZ/aCqaYWDn57R+9/pc+5XCE8CufPcTDCr+V+/VfpThdr/t5xPSfiX+2f8L/AIbGS3bWv+Ej1NTt+w6GBcnPoZMiNeeoLZHpXmn/AAtT9oj47jy/BPhKD4b+H5emr61zOVP8Sl15BHOUiOOzdDXuXwy/Zw+HfwmEUnh/w1ax36YP9o3Y8+6J9RI+SvbhcD2r1Cj6viq/8epyrtD/AOSev3WH/bGQ5VplWC9tNf8ALyvqvlSj7vpzOR8q+Fv2ENI1HU11v4n+KdY+IWtHBdbid4oPXbncZGA7YZR/s19GeE/BWgeBdNGn+HtGstFsh/yxsYFiDH1bA+Y+55reorroYShhv4cbPv1+/c+ezTiHNM5tHG13KK2jtBekI2ivkgooorrPnQooooAKKKKACiiigD55+Mf7HXhr4g6kfEfhe5k8C+NYn86LVNKzGkkn96RFIw3X50IbnJ3dK4LQf2lfH/7P2rW3hv45aJLd6YzeVa+L9MTzI5QO7gAB+OTgK4HJRic19h1ma9oGm+J9KuNM1awt9S0+4XZNa3USyRuPQqeteXUwVpOrhpckvwfqv1Wp93g+KHUoRwGd0vrNBaK7tUh/17nurfyyvF7WRX8KeLtF8c6LBrGganbavpk4+S5tZA6k9wfRh3BwR3FbdfIvir9k/wAV/CHW5/FfwG16bTJmO+58L302+2uAP4UL8EY4Ak5HJDjgV03wo/bM0fXtX/4RX4iadJ8PPGcJEUlvqAaO1mfttduUz1AfjGMM2aUMbySVLFR5JdH9l+j/AEepeK4XWJoyx2QVfrFFayja1Wmv78OqX80bx9D6UopqsHAIOQeh9adXqnwIUUUUAFfN/wC01+zzf+Kr61+I3w9lOk/EnRcTRvB8v9oIoP7tuxfGVBPDD5G4xt+kKK569CGJpunP/gp915ns5Tm2JyXFxxeFeq0aesZRe8ZLrFrRr9bHjH7N37Q9h8dfDMizxjS/FumYi1bSXyrRuDgyIDzsJzweVPynsT7PXy1+0h8Cdb0TxNH8YfhYDaeM9OzJqOnQrlNTiA+c7B959vDL/GORhwN3qnwD+O2ifHrwZHq+nEWuowYi1LTHbMlrN/VDglW7j0IIHHhq84z+rYj41s+kl39e6+Z9FneU4athlnmTL/Z5O04bujN/ZfeD+xLqvdfvLX1GiiivUPhAooooAKKKKACivHviX+178GPhDJPD4r+JGg6deQErLYw3P2q6QjsYIQ8g+m2vCdd/4K8/s9aROY7XUPEOtJnHm2OkMqn3/fNGcfhQB9r0V8QaX/wWC/Z/1C5EU8vifTUOP311pIZB/wB+5HP6V7J8Pv27PgH8TpY4dE+KGiJcuQFt9VkbTpGb+6FuFj3H2XOaAPe6KjilSeJZI3WRHAZXU5BB6EH0qSgAooooAKKKKACszXte0/wxo93qurXkNhptpGZZ7mdtqoo9f5Y6k49aq+L/ABho/gPw9ea3rl/Fp2mWqb5ZpT+SgdWY9ABkk8Cvk6ysfFX7cHidL7URdeGvhBp1wfs9qDtm1J1PUnueoLcqnKrltxr1cFgfrCdatLkpR3l+i7t9vvPIx2P+rNUaMeerLaP6vsl3+SC/1LxT+2/4ok03S2uvDXwh06fFzeMpWXUnU5Ax0Y5AIXkJwzZbatfWPg/wdo/gHw7Z6HoVjFp+mWi7YoYx+bE9WYnkk5Jqz4f8Pad4U0e00nSLOHT9MtIxFBbQLtWNR/nr1JyTWpRjcd9YSo0Y8lKO0f1fdvv8kGBwH1duvWlz1Zby/Rdku3zYUUUV5R64UUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUVyfjH4p+EPh/EW8R+JNN0hgMiG5uFErDH8MedzfgDXiGv8A7d/hNr46d4L0DW/HGpH/AFaWds0Mcn0yDJ/5Dr0cPl2LxavRptrvsvveh5uJzLB4R2rVUn23f3LX8D6bqvdXcGn20lxczR28EY3PLKwVVHqSelfLA8S/tN/FMEaXoWk/DbTZOFuL/DXGO4IcOwPv5a/X0mtf2I7nxZcR3fxL+I+veLJs7/s0MhjiQ+gLl+P90L+Fdv8AZtCj/vWIjHyj77/DT8Th/tOvW/3TDSl5y9xfjr+B6F42/a7+FfgYSJN4nh1a6TpbaOpumJ9N6/ID7FhXnB/ay+IPxH/d/C/4UahewP8A6rVdZykBHvgqgP8A21Nex+Cf2c/hv8PhG2jeEdPW4TkXV3GbmYH1Dybiv4Yr0rp9KPrGW4f+DRdR95uy/wDAY/qw+rZliP41dU12grv/AMCl+iPlE/Bj4/fFDDeM/iTD4T0+Trp+gKd4HdCY9gI+rt+PSuo8H/sNfDPw7KLrVLa+8VXxO9ptVuTsLdzsTaD9G3V9D0VE84xji4UpKnHtBKP5a/ezSnkuDjLnqxdSXebcvz0+5GP4e8K6L4Ssvsmh6TZaRaj/AJY2NskKn3woGa2KKK8aUnJ80ndntRjGC5YqyCiiipKCiiigAooooAK+C/26P2bvEvgbxjaftL/BRDZePPD/AO/17TIEJTVbVRh5Cg++wQFZF6unIIZBu+9KKAPFf2Wv2q/Bv7VfgC317w5dxwavDGi6toUkmbjT5iOVI43ITnbIBhh6EMo9qr4W/aS/YP1vQvHJ+M37N98vg34k27me70O3ZYbHVgSC4CnCKz4+ZG/dueTtbLG/8Cf+CmXhjXtZPgn406XL8H/iJaOILiHVkeKwmf1Ej8w564k+XGMO2aAPtqiq9le2+pWkV1aTx3VrMoeOaFw6Op6EEcEe9WKACiiigAorjPih8YvBXwW8OvrnjjxLp/hrTVB2yXs215SOqxxjLyN/soCfavhHxt+1x8V/25dTvPh/+zboGoeHPCLS/ZtX+Impg25jiPDCMj/VZBzhS0zAjCx4JoA6v9tj9rXV/GXiWD9nf4D3X9s/EbX5TY6tqlhJ+70iHH71BKOFk253uD+6UMPvkbfpD9lT9mXw7+yt8KbLwloirdX74uNW1ZkCyX90QNzn0QfdRf4VHckk5n7Kf7Hngj9k/wAJmz0C3/tPxHeIP7V8R3aD7VeN1Kjr5cYPIjU46Elmyx95oAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiivnb9vz41yfAn9ljxlrtlcta63fQjR9LkQ4dbi4ym9T2ZI/MkHvHQB8teI4Zv8AgpX+2HdeHDPO/wABfhlL/pnkOVi1a+3FcAjrvZXUEdIo3IKtKM8H/wAEwf2NPg7+0R8A9f8AEfxB8H/8JBrNr4muNPhuf7TvLbbbra2sipthmRThpXOSCfmxnAGPtz9gH4FwfAT9l7wjpT2vka3q0C61qzEYc3M6htje8cflx+nye5rw7/gip/yax4p/7HO6/wDSGxoA9V/4dcfsxf8ARMv/ACv6p/8AJNH/AA64/Zi/6Jl/5X9U/wDkmvqqigD5V/4dcfsxf9Ey/wDK/qn/AMk0f8OuP2Yv+iZf+V/VP/kmvqqigD5V/wCHXH7MX/RMv/K/qn/yTR/w64/Zi/6Jl/5X9U/+Sa+qqKAPlX/h1x+zF/0TL/yv6p/8k18q/tU/su/DH9mz9qb9kr/hXHhn/hHP7a8Zxfb/APT7q687yb7TvK/18r7cebJ93Gd3OcDH6qV+f/8AwUd/5On/AGL/APsc2/8AS7SqAOX/AGlfCN3/AME/P2k9E+Pfge1mT4beKbz7B4y0G0H7mN3JYyKvQbvmkToFkRlyFk219kfHHQfE3xk+EEVr8OfEVlZRa2IZHv2LbbiwlGW8t15AZWDZx8y5HGa6T44/CbSvjn8JfE/gXWVU2etWb24kIz5Ev3opQP7ySKjj3Wvl/wD4JT/E3VNd+CmvfDXxIZE8T/DfVpNHnglOXit2ZjEpPqjpcRgdljX8MqtNVYOnLZ9juwOMqZfiqeLpJOUGmuZJq67p6M+nvg38INC+CXgm08O6FDlV/eXN46gS3UxA3SP+WAOgAA7V31UdT1S00XT7i+1C5hsrK3QyzXM7hI40AySzHgD3NfInjb9oLxp+0h4iufAvwRhms9HQ+XqfjCcNEqIeP3ZxmMEZwR+8bsFAJPJVr0cFCNOK12UVu/T/ADPoMvyrMeKMTVxdWdop81SrN2jG/WT7vpFavorHe/Hr9rK08B6qPBngiyPi/wCId03kR2NsDLFaOf8Anrt6sP7gIxjLFR1xvg3+ybeXXiP/AIWD8YrweLPGs5EsdjMRJa2PcAgfK7LnhVGxT0B4avR/gN+zX4W+AulH+z4/7U8QTri91u6QedMepCjny0zztByeMliM169WFPC1K8lWxm62j0X+b89ux62Lz7C5TQll3DicYyVp1mrVKndR/wCfdN/yrVq3M90FFFFeufnYUVHJIkEbO7BEQFmZjgADvXDeAvjz8OPilqd1p3g/x34e8UX9su+W20nUorh1X+9hGOV9xx70Ad7RRWLofjHQvE1/qtlpGs2GqXmkzi2v4LO5SV7SUqGEcoUnY2CDg84oA2qwvGOtXPhrwjrmr2dhJq93p9jPdw6fDkPcukbMsS4BOWICjAJ56HpTta8YaF4d1HStP1XWbDTr/Vp/s2n2t1cpHLdy7SxSJScu2AThc8CtulJNppGlOUYTjKceZJ6ra/lp3Pj06X+0x8exm9vbT4ReG5v+WVvkXrIfoTJu9i0X0rtfh5+wv8OfCFyNQ12K58cayx8yS61p98TP3Pkjgg+jl6+jaK82GXUVLnq3nLvJ3+5bL7j7bE8Y5lKk8NgFHC0n9miuS/8AinrOXneWvYp2Gn2mlWUVpY20NnaxLtjgt4xGiD0CgYAq5RRXp7aI+Gbcm5Sd2wooooEFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFef8AxY+B/g741aR9h8UaSl1IilYL+H5Lq3z/AM85MZAzztOVPcGvQKKznThVi4TV0zrwuLxGBrRxGFqOE47NOzXzR8XNonxm/Y8Jk0eWT4ofDOE5NjLn7XYx9TtAyyADuu5OpKrmvf8A4M/tFeCvjjYB/D+oiPUkTfPpF5iO6h9Ttzh1/wBpCRyOh4r1Kvnv4y/se+GfiLqP/CR+HLiXwP40jfzotV0rKJJJ2aRFI+bP8aENzk7uleV7Cvg9cM+aH8re3+F/o9D73+18q4i9zO4exrv/AJf046N/9Paasn5zhaXdM+hKK+PNG/aT+IP7PWqW/hz44aJLfaWzeVa+L9LTekgH98AAPx7K4AyVYnNfU/hPxhonjvRINY8P6nbavpk4ylzaSB1z3U91Yd1OCO4FdmHxdPEXjHSS3T0a+X67Hzub8PY7J1GrVSnRn8NSD5qcvSS2fk7SXY3KKKK7T5kK+Q/j38I9e+CvjWT40/CyDbLHl/EOgxKfKuoScyShF7HGXA5BG8dDX15SEBgQRkehrkxOGjiYcr0a1T6p9z6DJM6rZJiXWppThJcs4P4Zwe8X+j3Ts0cN8H/i7oPxq8FWniPQZ8xyDZcWjkebayj70bj1GevQjBHBruq+Mviv8P8AXP2TfH03xV+HVq1x4NvHUeI/DkZxHGpPMiAfdXJJBH+rY/3CVHeW/wC2p4V8V/ELwL4W8IZ1STX5EN7czKyCxRkLeVjvLkAHGVX1OeOKlj1T/dYr3Zqy9b6Jr1/A+mx3ClTF2x+QRdXCzUpX60uVc0oVOzitn9tWcbt2PpGiivjz9t79sXW/hbq+ifCf4TWsev8Axl8TusVtboglGmRPnbK6n5d55ZQ/yqqs7/KAG9g/OTtf2rP24vA37LVvBpt2k3ijxzfKP7P8K6WwNxIWOEaU8+UjEgAkFm/hVsHHzfZfAz9qT9ttk1P4reL5fgx8PbkF4vCWhq0d3NGegmTcDyMZ89iQeREua9n/AGQv2DtO+B+oS/EDx/qH/Ce/GLU2a4vNdvGaZLKRx8625fksckGVhuI4AUEg/W9AHyn8Lv8AgmP+z78MY7d28G/8JbqEQGb3xNO13vPvD8sP/kOvoLQfhZ4L8K2n2XRfCOg6RbYH7iw02GBOOnyqoFdVRQBzup/D3wtrVo9rqHhrR7+1b70FzYRSIfqpUg9TXh/xJ/4J3fs/fE6KU3vw607RbxgQt34dzprocfe2Q7Y2P+8jV9JUUAfnPffsU/Hz9kmZtY/Zy+JV34o0CHLyeBvFDqVkXOdqZxCzHuV8hvRjnFeu/sw/8FCNB+MXif8A4V74+0S4+GPxXt2EEuh6oGjhu5R1EDOAyuevlON2CNpkwTX13Xz1+1t+xh4M/av8NoNRH9heMrBP+JV4ns0H2i2IOQknTzIt3O0kEZJUqSSQD6For4K/ZN/ak8d/DP4uyfs5/tCzxjxdAiL4d8TSOWTV4zny0aU48xnA+SQgMxVkf94MH71oAK5j4g/ELQvhf4Xu9f8AEV8tlp8AwM8vK5+7HGv8THHAHuTgAkdI5YIdoBbsCcA18o6F8EPGXx9+JM/in4v239m+H9KuXh0vwrHLuicK2CzEcFDgEt1kx2QAH0sFh6NVyqYifLCO/wDM/KK7vvst2eXjsRWpKNPDQ5py2/lXdyfZdt3sjG8L+DvFH7Z3im28W+Mo59C+GFlKW0vREcq17gkbmPcHo0nplUxyw+vtM0y10bT7exsbeKzsrZFiht4ECJGgGAqgcAAdqlt7eK0gjggjSGGNQiRouFRRwAAOgqejG46WLajFctOPwxWy/wA2+r3YYHARwic5PmqS+KT3f+SXRdAooorzT1AooooAKKKKACiiigAooooAKKKKACiiigAoork/GPxT8IfD+It4j8SabpDAZENzcKJWGP4Y87m/AGrhTnVlywTb8tTOpUhSjzVJJLu9DrKK+ZNf/bv8JtfHTvBega3441I/6tLO2aGOT6ZBk/8AIdZY8S/tN/FMEaXoWk/DbTZOFuL/AA1xjuCHDsD7+Wv19Pajk2KS5q9qS/vtL8N/wPFlnWFbccPeq/7ib/H4fxPqa8vLfTraS5upo7a3jG55ZmCIg9ST0rx/xt+198K/A/mJL4li1i6TP+jaMhuiT6b1/dg/VhXn9p+xJceLbhLz4l/EXXfFs4O/7NDIY4UPoC5c4/3QteweCf2dvhz8PfLbRvCWnR3KcrdXUf2mcH1Ekm4r+GKfsssw/wDEqSqvtFcq++Wv4E+1zTEfw6caS7yfM/ujp/5MeMn9q74i/Ej938MPhRfXVvJ/q9U1olIGB9cFUHr/AK00H4J/Hz4oHd41+JcfhXT366doCneB3RvL2Aj6u/8ASvq+ij+1I0f90oRh5tc0vvldfckH9lSrf75XlPyT5I/dGz+9s+efBv7DXwz8NSC51O0vfFV8TvabVrklS3c7E2g/Rt1e4eH/AAvo3hOyFnomk2WkWo/5YWNukKfkoArWorzsRjcTi3evUcvV6fdselhsDhcIv3FNR9Fr9+4UUUVxHcFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABXmPxr/Zu+HH7RGjDT/HvhWz1rYpWC9K+VeW3/XOdMOozzgHae4NenUUAfnzP/wAE0PH/AMHrye7/AGf/AI8694QtmYyLoWtM0tqzE5yzR/Iw7fNAxx3POZl1b/goX8PV8n+xvAHxNK/L57PDAW/2v9baevoOnT1/QCigD4A/4XF/wULf5f8AhRngBM8bvt0PH/lVqOX4Z/t6/FkCHXPiJ4T+GOmSf62LSEVrhR/sskbtkdOJl6dT1r9A6KAPhv4d/wDBKfwPB4gTxN8WvF3iD4xeJi2+WTWLh4rVznI3LvaR8Hs0pU915xX2l4e8O6V4S0a10nRNNtNH0q1QRwWVhAsMMS+iooAA9gK0qKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAK/Pr/gpxCfid8Wf2b/AIQFt2n+IfEpvNRi9IleKINjv+7luvy96/QWvgH9ogm//wCCsH7PFjKuYIdAuLhM8/Pt1A/zjXmgD78ACAAAADoB2r4C/wCCKn/JrHin/sc7r/0hsa+/6+AP+CKn/JrHin/sc7r/ANIbGgD7/rivil8YvB/wZ0S31XxhrUWk291OtpaReW81xdzt92KCGMNJK57Kik+1drXyL+0F4g034Y/tn/Cnx549mis/h9b+HdS06z1e6tGa10rVZJI8vLPysJlixGpIXO1hkgnaAe5/C39oDwN8ZLzU7Dwzqs76rpm03mlanYXGn3sKN92QwXCJJsPQOFKk5GcgivR6+FvGPx38FeP/ANvX9ne8+HHiSz19ru01/SNcvtLUyW88H2VJ4YDOF2OyyJ5hRWLJlCwAdd33TQB498Qf2svhj8NfFN74b1bXbq712whFxf2OiaVd6nJYxkBla4+zRSeTkMCA+CQc9Oa9B8DeO/D3xM8K6f4l8K6vaa9oN+pe2v7KQSRyYJVhnsQyspBwQQQQCCK+dv8Agm/fp4w/Z1b4gTQCPWvGviDVda1GRn8x2kN5LGiFzywRI0UdAAOAKtfsc6cvhL4gftDeEbMtHo+meN2vLK23kx24u7WGd44wfuLvZjtHALH6kA+n6/P/AP4KO/8AJ0/7F/8A2Obf+l2lV+gFfn//AMFHf+Tp/wBi/wD7HNv/AEu0qgD9AK/Pz4PR/wDCpf8AgrF8VvDUJ8nSvG+gprEcXTdcgRSs3v8AN9rP/AvY5/QOvgD4sE2X/BZD4MeX/wAvngy48z8IdW/+NrQB9EftAfs9az8efEegW114vuNL8C26F9R0a2XD3EwbKMrYwcgkZfIXaCqksceq+CfAug/Drw7baH4c02DS9Lth8kEC9TxlmJ5ZjjliST610VFc8MPThUlWS96W7/TyR7OIzjG4rBUsuqT/AHNO9opJK7+07W5pdLu7sFFVby9g062lubqaK2t4l3PNM4VEUdyTwBXgPxH/AG4/hr4Jmax0q8n8Z6uTsS00NfNjL9h5x+Q/8ALH2orYijh1zVZJeostybMc4qeyy+hKo+tlovV7JebaR9EVy/jb4keFvhvp4vPE+vWOiwEZT7XMFeT1CJ95z7KCa+Zf+Ek/aW+PbAaRpVr8JPDkv/Lxe5+2Mvp8ymTOOhVIwf71dH4I/YO8HafqH9seOdU1P4h665DSz6nMyQs3qVDF2/4G7A+lcP1utX/3alp3lovu3f4H1f8Aq7lmV653jlzL/l3RtUn6OV1Ti/8At6XodR+2tNIf2etX07zjb2utanpGi3zodpNnd6lbW9ymeweGWRCRggMSCDgjE/aljPg/xR+zpfeH9KjF5D8QrPRUS12w+VYT2V4lwgOP9WqIHKd/KUDBwR7H8WPhrpfxg+HWu+DtZeeGw1W38o3FqQs9tICHiniJBCyRyKkinHDIp7Vwmh/BLxbq/jPw1rvxH8cWfi2DwtPJdaLY6Zon9mobponh+1XRM8vmyLHJIqhBGgMjNtJ27fWPzw9c1nSbfXtKvNNvBI1pdxPBMsUzwuUYYIDoQynBPKkEetfP/wCzT4c0rwh8c/2htF0PTrbSNIsdX0SG1sbKIRQwoNEtMKqLgAewr1m28MeL7SfxvMPGUdy+quH0CK60pGh0PEATawR1a5XzQZTuZCd23IxmvNfhX8B/iT4A+KnibxdqvxN0PXLbxRdwXms6fb+EXtGlaG0S2iEMpvpPKG2OMnKvkg9M8AGJ+0r4G0HSfih8FPEttpsKa/qnxGsIrvUny87xppmohIgzElY15IjXC7mZsZYk/TVeBfGv4E/Ef4qeMvD+p6b8S9E8P6R4c1qHXdJ06fwm93LHcR20kBEs326PzFPnytgIpGVGTjJ9q8O2up2Wh2EGs38GqarHCq3V7a2pto55QPmdYi77ATzt3Njpk9aANOiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAzdb0PTvEmlXGm6tZW+pafcLsmtbqMSRyL6FTwa+WPFf7Jvij4Ta7P4t+BGvS6Tcsd9x4YvZd1tcjP3EL8EdQBJyMkh14r65orjxGEpYmzmtVs1o16P8ApH0eUZ/jslco4eSdOXxU5LmhNdpRej9dGujR80/Cn9s3SdZ1f/hFPiPpsnw98ZwsInhv1MdrM/Yq7cx56gPweMM2a+lFYOAQcg9D61wfxX+CXg/40aN9g8UaVHdMikQXsfyXNv7xyDkc9jlT3Br5tk8PfGb9j9jJoUsvxP8AhnDy2nS5+12UfooGWQAd03J1JRa4/bYjB6V1zw/mS1Xqv1X3H0v9nZPxJ72VSWGxL/5czl7kn/07qPZvpCfeykfaFFeV/Bj9o3wV8crEPoGo+TqiJun0i8xHdRep25w6/wC0uRyM46V6pXp0qsK0VOm7p9j4XG4HFZbXlhsZTdOpHdSVn/w3Z7PoeP8A7SGg/EzxZ4Kn0T4dtpNo18jxX13fXDJOIiCDHCuwqNw4LFgRngc7h8bfBr9kb4r/AA4+Nfg3WdU8Mg6VZanDJcXltewSqke7DMVD7sAe1fpTRXm4nLKWKqxrTk7x210/I+2yTjjH5Dl1XLMLRpuFVNSbi+Z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    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![1_3w6P6OHcU3j0T_lRUmnjQw.jpeg](attachment:1_3w6P6OHcU3j0T_lRUmnjQw.jpeg)"
   ]
  },
  {
   "attachments": {
    "Screenshot%202019-08-30%20at%2017.21.57.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Screenshot%202019-08-30%20at%2017.21.57.png](attachment:Screenshot%202019-08-30%20at%2017.21.57.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(50000, 28, 28) (50000,)\n"
     ]
    },
    {
     "data": {
      "image/png": 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yV9LLar/Vhw+dWiQ1u+wtuJ+/aqeVmwdbWVptcN+104rXRYT/XUlTzGySmQ2XNFfSlgL6\n+BozG5G9ECMzGyHpu2q/1Ye3SFqQXV8g6ZUCe/kb7bJyc6WVpVXwfdduK14X8iafbCrjWUnDJK1z\n96da3sQgzOzb6j/bS/2LmP6syN7MbKOk6er/1NchST+S9F+SfinpMkl7JM1x95a/8Faht+nqf+j6\n15WbTz3HbnFvN0h6W9IOSSezzcvU//y6sPsu0dc8FXC/8Q4/ICje4QcERfiBoAg/EBThB4Ii/EBQ\nhB8IivADQRF+IKj/BxmeJtv9WSKzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import keras\n",
    "from sklearn.preprocessing import LabelBinarizer\n",
    "%matplotlib inline\n",
    "\n",
    "def load_dataset(flatten=False):\n",
    "    (X_train, y_train), (X_test, y_test) = keras.datasets.mnist.load_data()\n",
    "\n",
    "    X_train = X_train.astype(float) / 255.\n",
    "    X_test = X_test.astype(float) / 255.\n",
    "\n",
    "    X_train, X_val = X_train[:-10000], X_train[-10000:]\n",
    "    y_train, y_val = y_train[:-10000], y_train[-10000:]\n",
    "\n",
    "    if flatten:\n",
    "        X_train = X_train.reshape([X_train.shape[0], -1])\n",
    "        X_val = X_val.reshape([X_val.shape[0], -1])\n",
    "        X_test = X_test.reshape([X_test.shape[0], -1])\n",
    "\n",
    "    return X_train, y_train, X_val, y_val, X_test, y_test\n",
    "\n",
    "X_train, y_train, X_val, y_val, X_test, y_test = load_dataset()\n",
    "print(X_train.shape, y_train.shape)\n",
    "plt.imshow(X_train[1], cmap=\"Greys\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train dimension:\n",
      "(50000, 784)\n",
      "Test dimension:\n",
      "(10000, 784)\n",
      "Train labels dimension:\n",
      "(50000, 10)\n",
      "Test labels dimension:\n",
      "(10000, 10)\n"
     ]
    }
   ],
   "source": [
    "X_train = X_train.reshape((X_train.shape[0],X_train.shape[1]*X_train.shape[2]))\n",
    "X_test = X_test.reshape((X_test.shape[0],X_test.shape[1]*X_test.shape[2]))\n",
    "\n",
    "print('Train dimension:');print(X_train.shape)\n",
    "print('Test dimension:');print(X_test.shape)\n",
    "\n",
    "lb = LabelBinarizer()\n",
    "y_train = lb.fit_transform(y_train)\n",
    "y_test = lb.transform(y_test)\n",
    "print('Train labels dimension:');print(y_train.shape)\n",
    "print('Test labels dimension:');print(y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda/lib/python3.6/site-packages/tensorflow/python/client/session.py:1702: UserWarning: An interactive session is already active. This can cause out-of-memory errors in some cases. You must explicitly call `InteractiveSession.close()` to release resources held by the other session(s).\n",
      "  warnings.warn('An interactive session is already active. This can '\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import roc_auc_score, accuracy_score\n",
    "s = tf.InteractiveSession()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "num_classes = y_train.shape[1]\n",
    "num_features = X_train.shape[1]\n",
    "num_output = y_train.shape[1]\n",
    "num_layers_0 = 512\n",
    "num_layers_1 = 256\n",
    "starter_learning_rate = 0.001\n",
    "regularizer_rate = 0.1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "input_X = tf.placeholder('float32',shape =(None,num_features),name=\"input_X\")\n",
    "input_y = tf.placeholder('float32',shape = (None,num_classes),name='input_Y')\n",
    "keep_prob = tf.placeholder(tf.float32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "weights_0 = tf.Variable(tf.random_normal([num_features,num_layers_0], stddev=(1/tf.sqrt(float(num_features)))))\n",
    "bias_0 = tf.Variable(tf.random_normal([num_layers_0]))\n",
    "\n",
    "weights_1 = tf.Variable(tf.random_normal([num_layers_0,num_layers_1], stddev=(1/tf.sqrt(float(num_layers_0)))))\n",
    "bias_1 = tf.Variable(tf.random_normal([num_layers_1]))\n",
    "\n",
    "weights_2 = tf.Variable(tf.random_normal([num_layers_1,num_output], stddev=(1/tf.sqrt(float(num_layers_1)))))\n",
    "bias_2 = tf.Variable(tf.random_normal([num_output]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From <ipython-input-27-60f107fad7a8>:2: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.\n"
     ]
    }
   ],
   "source": [
    "hidden_output_0 = tf.nn.relu(tf.matmul(input_X,weights_0)+bias_0)\n",
    "hidden_output_0_0 = tf.nn.dropout(hidden_output_0, keep_prob)\n",
    "\n",
    "hidden_output_1 = tf.nn.relu(tf.matmul(hidden_output_0_0,weights_1)+bias_1)\n",
    "hidden_output_1_1 = tf.nn.dropout(hidden_output_1, keep_prob)\n",
    "\n",
    "predicted_y = tf.sigmoid(tf.matmul(hidden_output_1_1,weights_2) + bias_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "loss = tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits_v2(logits=predicted_y,labels=input_y)) \\\n",
    "        + regularizer_rate*(tf.reduce_sum(tf.square(bias_0)) + tf.reduce_sum(tf.square(bias_1)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "learning_rate = tf.train.exponential_decay(starter_learning_rate, 0, 5, 0.85, staircase=True)\n",
    "optimizer = tf.train.AdamOptimizer(learning_rate).minimize(loss,var_list=[weights_0,weights_1,weights_2,\n",
    "                                                                         bias_0,bias_1,bias_2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "correct_prediction = tf.equal(tf.argmax(y_train,1), tf.argmax(predicted_y,1))\n",
    "accuracy = tf.reduce_mean(tf.cast(correct_prediction, tf.float32))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch:0, Train loss: 43.22 Train acc: 0.934, Test acc:0.936\n",
      "Epoch:1, Train loss: 24.61 Train acc: 0.956, Test acc:0.955\n",
      "Epoch:2, Train loss: 14.16 Train acc: 0.966, Test acc:0.960\n",
      "Epoch:3, Train loss: 8.29 Train acc: 0.973, Test acc:0.967\n",
      "Epoch:4, Train loss: 5.04 Train acc: 0.976, Test acc:0.969\n",
      "Epoch:5, Train loss: 3.27 Train acc: 0.981, Test acc:0.973\n",
      "Epoch:6, Train loss: 2.35 Train acc: 0.982, Test acc:0.973\n",
      "Epoch:7, Train loss: 1.88 Train acc: 0.985, Test acc:0.975\n",
      "Epoch:8, Train loss: 1.65 Train acc: 0.986, Test acc:0.977\n",
      "Epoch:9, Train loss: 1.54 Train acc: 0.988, Test acc:0.978\n",
      "Epoch:10, Train loss: 1.50 Train acc: 0.989, Test acc:0.979\n",
      "Epoch:11, Train loss: 1.48 Train acc: 0.989, Test acc:0.979\n",
      "Epoch:12, Train loss: 1.47 Train acc: 0.991, Test acc:0.979\n",
      "Epoch:13, Train loss: 1.47 Train acc: 0.991, Test acc:0.979\n"
     ]
    }
   ],
   "source": [
    "batch_size = 128\n",
    "epochs=14\n",
    "dropout_prob = 0.6\n",
    "\n",
    "training_accuracy = []\n",
    "training_loss = []\n",
    "testing_accuracy = []\n",
    "\n",
    "s.run(tf.global_variables_initializer())\n",
    "for epoch in range(epochs):    \n",
    "    arr = np.arange(X_train.shape[0])\n",
    "    np.random.shuffle(arr)\n",
    "    for index in range(0,X_train.shape[0],batch_size):\n",
    "        s.run(optimizer, {input_X: X_train[arr[index:index+batch_size]],\n",
    "                          input_y: y_train[arr[index:index+batch_size]],\n",
    "                        keep_prob:dropout_prob})\n",
    "    training_accuracy.append(s.run(accuracy, feed_dict= {input_X:X_train, \n",
    "                                                         input_y: y_train,keep_prob:1}))\n",
    "    training_loss.append(s.run(loss, {input_X: X_train, \n",
    "                                      input_y: y_train,keep_prob:1}))\n",
    "    \n",
    "    testing_accuracy.append(accuracy_score(y_test.argmax(1), \n",
    "                            s.run(predicted_y, {input_X: X_test,keep_prob:1}).argmax(1)))\n",
    "    print(\"Epoch:{0}, Train loss: {1:.2f} Train acc: {2:.3f}, Test acc:{3:.3f}\".format(epoch,\n",
    "                                                                    training_loss[epoch],\n",
    "                                                                    training_accuracy[epoch],\n",
    "                                                                   testing_accuracy[epoch]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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17l4CPAdMqHRMFjAjvPxOxX4zywKS3H06gLsXuvu+KN6z0frHh+v4eE0BP7kg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\n/wda64A6oCLWogAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train Accuracy: 0.99\n",
      "Test Accuracy:0.98\n"
     ]
    }
   ],
   "source": [
    "iterations = list(range(epochs))\n",
    "plt.plot(iterations, training_accuracy, label='Train')\n",
    "plt.plot(iterations, testing_accuracy, label='Test')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.xlabel('iterations')\n",
    "plt.show()\n",
    "print(\"Train Accuracy: {0:.2f}\".format(training_accuracy[-1]))\n",
    "print(\"Test Accuracy:{0:.2f}\".format(testing_accuracy[-1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
