{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b4ce39bf",
   "metadata": {},
   "source": [
    "# Generate the data \n",
    "\n",
    "Machine Learning मा model बनाउन data चाहिन्छ — तर सधैँ real data available हुँदैन। Real data महँगो, अधुरो, र collect गर्न गाह्रो हुन्छ।\n",
    "त्यसैले sklearn.datasets ले हामीलाई practice गर्नको लागि data generate गरिदिन्छ — जसमा हामी आफ्नो model test गर्न, algorithm बुझ्न, र experiment गर्न सक्छौं।\n",
    "\n",
    "💡 जसरी driving सिक्दा पहिले simulator मा practice गर्छन् — त्यसरी नै ML सिक्दा पहिले यी generated data मा practice गर्छौं।\n",
    "\n",
    "---\n",
    " \n",
    "## 1. `make_regression` — संख्या अनुमान गर्न\n",
    " \n",
    "```python\n",
    "from sklearn.datasets import make_regression\n",
    " \n",
    "X, y = make_regression(n_samples=100, n_features=2, noise=10, random_state=42)\n",
    "```\n",
    " \n",
    "**के गर्छ:**\n",
    "घर को size, कोठाको संख्या → **घरको मूल्य** अनुमान जस्तो data बनाउँछ\n",
    " \n",
    "**Output:**\n",
    "- `y` → continuous number हुन्छ (जस्तै: 50000, 75000, 120000)\n",
    "**Use Case:**\n",
    "- घरको मूल्य अनुमान गर्न\n",
    "- temperature predict गर्न\n",
    "- sales forecast गर्न\n",
    "**कुन Model मा प्रयोग:**\n",
    "```\n",
    "Linear Regression, Ridge, Lasso\n",
    "```\n",
    " \n",
    "---\n",
    " \n",
    "## 2. `make_classification` — वर्गीकरण गर्न\n",
    " \n",
    "```python\n",
    "from sklearn.datasets import make_classification\n",
    " \n",
    "X, y = make_classification(n_samples=100, n_features=2, n_classes=2, random_state=42)\n",
    "```\n",
    " \n",
    "**के गर्छ:**\n",
    "Email spam हो कि होइन, बिरामी छ कि छैन — यस्तो **हो/होइन** type को data बनाउँछ\n",
    " \n",
    "**Output:**\n",
    "- `y` → 0 या 1 हुन्छ (class label)\n",
    "**Use Case:**\n",
    "- Spam detection\n",
    "- Disease prediction (cancer छ/छैन)\n",
    "- Fraud detection\n",
    "**कुन Model मा प्रयोग:**\n",
    "```\n",
    "Logistic Regression, SVM, Decision Tree, Random Forest\n",
    "```\n",
    " \n",
    "---\n",
    " \n",
    "## 3. `make_blobs` — Cluster बनाउन\n",
    " \n",
    "```python\n",
    "from sklearn.datasets import make_blobs\n",
    " \n",
    "X, y = make_blobs(n_samples=100, centers=3, random_state=42)\n",
    "```\n",
    " \n",
    "**के गर्छ:**\n",
    "अलग-अलग **समूह (blobs)** मा data points बनाउँछ — जसरी map मा शहरहरू छुट्टिएका हुन्छन्\n",
    " \n",
    "**Output:**\n",
    "- `y` → कुन cluster मा छ (0, 1, 2...)\n",
    "**Use Case:**\n",
    "- Customer grouping (segmentation)\n",
    "- Document clustering\n",
    "- Image grouping\n",
    "**कुन Model मा प्रयोग:**\n",
    "```\n",
    "K-Means, DBSCAN, Gaussian Mixture\n",
    "```\n",
    " \n",
    "---\n",
    " \n",
    "## 4. `make_circles` — गोलो shape को data\n",
    " \n",
    "```python\n",
    "from sklearn.datasets import make_circles\n",
    " \n",
    "X, y = make_circles(n_samples=100, noise=0.1, random_state=42)\n",
    "```\n",
    " \n",
    "**के गर्छ:**\n",
    "एउटा **सानो गोलो** को वरिपरि **ठूलो गोलो** को data बनाउँछ\n",
    " \n",
    "```\n",
    "    . . . . .\n",
    "  .           .      ← ठूलो circle (class 0)\n",
    " .   * * * *   .\n",
    " .  *       *  .     ← सानो circle (class 1)\n",
    " .   * * * *   .\n",
    "  .           .\n",
    "    . . . . .\n",
    "```\n",
    " \n",
    "**Use Case:**\n",
    "- Simple linear model काम **नगर्ने** ठाउँमा test गर्न\n",
    "- Complex boundary खोज्न\n",
    "- Neural Network test गर्न\n",
    "**कुन Model मा प्रयोग:**\n",
    "```\n",
    "SVM (RBF kernel), Neural Network, KNN\n",
    "```\n",
    " \n",
    "---\n",
    " \n",
    "## 5. `make_moons` — अर्धचन्द्र shape को data\n",
    " \n",
    "```python\n",
    "from sklearn.datasets import make_moons\n",
    " \n",
    "X, y = make_moons(n_samples=100, noise=0.1, random_state=42)\n",
    "```\n",
    " \n",
    "**के गर्छ:**\n",
    "दुईवटा **अर्धचन्द्र (half moon)** आकारको data बनाउँछ जुन एकअर्कामा घुसेको हुन्छ\n",
    " \n",
    "```\n",
    "* * * *          ← माथिको moon (class 0)\n",
    "*       * *\n",
    "          . .\n",
    "       .       .    ← तलको moon (class 1)\n",
    "          . .\n",
    "```\n",
    " \n",
    "**Use Case:**\n",
    "- Non-linear boundary test गर्न\n",
    "- Complex pattern पहिचान गर्न\n",
    "- Simple model vs Advanced model compare गर्न\n",
    "**कुन Model मा प्रयोग:**\n",
    "```\n",
    "SVM, Neural Network, Random Forest\n",
    "```\n",
    " \n",
    "---\n",
    " \n",
    "---\n",
    " \n",
    "## सबैको तुलना एकैठाउँ\n",
    " \n",
    "| Function | Data Shape | Output (y) | मुख्य Use |\n",
    "|:---|:---|:---:|:---|\n",
    "| `make_regression` | Random scattered | Number | मूल्य अनुमान |\n",
    "| `make_classification` | Scattered clusters | 0 या 1 | Spam/Disease detect |\n",
    "| `make_blobs` | गोल-गोल समूह | 0,1,2... | Customer grouping |\n",
    "| `make_circles` | गोलो भित्र गोलो | 0 या 1 | Complex boundary test |\n",
    "| `make_moons` | दुई अर्धचन्द्र | 0 या 1 | Non-linear test |\n",
    " \n",
    "---\n",
    " \n",
    "## सबैको Common Parameters\n",
    " \n",
    "```python\n",
    "n_samples    →  कतिवटा data points बनाउने  (default: 100)\n",
    "n_features   →  कतिवटा columns/features  (default: 2)\n",
    "noise        →  कति गडबडी थप्ने  (0 = clean, 1 = धेरै noisy)\n",
    "random_state →  हरपटक उही data आउन fix गर्ने\n",
    "```\n",
    " \n",
    "---\n",
    " \n",
    "## कहिले कुन प्रयोग गर्ने?\n",
    " \n",
    "```\n",
    "Number predict गर्नु छ?          →  make_regression\n",
    "हो/होइन classify गर्नु छ?        →  make_classification\n",
    "Group/Cluster खोज्नु छ?          →  make_blobs\n",
    "Simple model काम गर्दैन test?    →  make_circles / make_moons\n",
    "```\n",
    " \n",
    "---\n",
    " \n",
    "## सार\n",
    " \n",
    "> यी सबै functions **real data नभएको बेला** model practice गर्न,  \n",
    "> **नयाँ algorithm test गर्न**, र **model compare गर्न** प्रयोग हुन्छन्।  \n",
    "> Real project मा real data आउँछ — यिनीहरू **learning र testing** को लागि मात्र हुन्।"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0d548f56",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "16255796",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import make_regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f6e756e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "x,y = make_regression(n_features=1, noise=5, n_samples=10000,random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "da1e7fcb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.58262411],\n",
       "       [-1.31093021],\n",
       "       [-0.76251627],\n",
       "       ...,\n",
       "       [-0.22425893],\n",
       "       [ 0.17581895],\n",
       "       [-0.93942432]])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8bcf2811",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  7.01315442, -17.41605545,   1.1459828 , ..., -14.37795447,\n",
       "        -4.81283115, -12.89225575])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "52d6fd42",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.scatter(x,y)\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "03ce06ea",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9931d4b7",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import make_classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "44b398d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fa652a71a00>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x,y = make_classification(n_classes=2,n_features=5,n_samples=10000)\n",
    "plt.scatter(x[:,0],x[:,1],c=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "81be7c9c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.72167542, -0.76130253,  0.03902031, -0.24178992, -1.607381  ],\n",
       "       [ 2.49781801,  0.70250644, -1.04755798,  2.14788211, -0.56443988],\n",
       "       [ 1.78149664,  1.05768259, -0.94438208,  2.02972533, -1.73459734],\n",
       "       ...,\n",
       "       [-1.24162706, -1.40115535,  0.89347626, -2.00845172,  0.91755289],\n",
       "       [ 0.79349862,  0.40009425, -0.39547668,  0.8405578 ,  0.79506111],\n",
       "       [-0.68202973,  0.1560639 ,  0.16276585, -0.27536308,  0.36624737]])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b9ff7427",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 1, ..., 0, 1, 0])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "93511368",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "83e6320e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import make_blobs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "eb9036c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "x, y = make_blobs(n_samples=500, centers=3, n_features=2,random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "1b9fc4fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fa5e0119130>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x[:,0],x[:,1],c=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "694072b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1.10318217,  4.70577669],\n",
       "       [-1.93284574,  3.64225077],\n",
       "       [-2.03442161,  1.86600216],\n",
       "       [ 1.6164016 ,  2.68683128],\n",
       "       [-0.96000973,  4.49256592],\n",
       "       [ 0.94808785,  4.7321192 ],\n",
       "       [ 0.33265168,  2.08038418],\n",
       "       [-1.32893672,  3.99981748],\n",
       "       [-1.29885069,  3.11936221],\n",
       "       [ 1.72345841,  3.11484237],\n",
       "       [-2.42430494,  4.23035263],\n",
       "       [-1.54176172,  3.7392882 ],\n",
       "       [-2.3858764 ,  2.0189401 ],\n",
       "       [-0.44552798,  2.28650627],\n",
       "       [-0.33963733,  3.84220272],\n",
       "       [ 0.85810603,  3.62360912],\n",
       "       [ 2.99831361, -1.84201351],\n",
       "       [ 3.13950603,  5.64031528],\n",
       "       [-1.02885161,  2.89169002],\n",
       "       [ 0.91464368,  4.19648205],\n",
       "       [ 2.39417165,  2.91870722],\n",
       "       [ 1.02533224,  0.5477203 ],\n",
       "       [ 1.96933675,  1.0919566 ],\n",
       "       [-2.31557327,  4.01252064],\n",
       "       [ 1.35269561,  3.20438654],\n",
       "       [-0.96289548,  1.63332996],\n",
       "       [ 1.14650428,  0.47334604],\n",
       "       [-0.5859864 ,  3.32308634],\n",
       "       [ 0.10547293,  3.72493766],\n",
       "       [-0.99796039,  3.16403005],\n",
       "       [-0.80692028,  1.81497605],\n",
       "       [ 2.20656076,  5.50616718],\n",
       "       [ 0.06344785,  5.42080362],\n",
       "       [-1.68290216,  4.91010685],\n",
       "       [ 1.6706221 ,  0.45382757],\n",
       "       [-0.03933555,  1.02138557],\n",
       "       [ 2.03958541,  1.05859183],\n",
       "       [ 3.15161437,  0.66344786],\n",
       "       [ 1.50095789,  0.427026  ],\n",
       "       [ 0.05105181,  1.27454018],\n",
       "       [-2.31919068,  2.38627635],\n",
       "       [ 1.40252881,  4.98069536],\n",
       "       [ 3.35941485,  5.24826681],\n",
       "       [ 3.15555186,  2.19568563],\n",
       "       [ 3.23664612,  0.2657599 ],\n",
       "       [ 0.47823763,  6.23331938],\n",
       "       [ 1.69057398,  1.05436752],\n",
       "       [ 1.66608824,  5.60563356],\n",
       "       [-1.72530291,  3.01207456],\n",
       "       [-2.70453298,  1.77768596],\n",
       "       [ 0.4666179 ,  3.86571303],\n",
       "       [ 1.83310069,  3.65276173],\n",
       "       [ 0.340424  ,  4.98022062],\n",
       "       [ 0.59139027,  4.39813892],\n",
       "       [-2.19461673,  4.599804  ],\n",
       "       [-2.04848369,  1.73319567],\n",
       "       [ 0.72305587, -1.07096103],\n",
       "       [ 1.36796848,  0.78018911],\n",
       "       [ 1.42013331,  4.63746165],\n",
       "       [ 0.58988701,  1.30700386],\n",
       "       [ 3.5685956 ,  1.45079572],\n",
       "       [-0.12555918,  2.50750047],\n",
       "       [ 1.39671455,  0.38342969],\n",
       "       [ 1.06975678, -0.57417135],\n",
       "       [ 2.33954719,  2.64033244],\n",
       "       [-3.16986931,  2.51181047],\n",
       "       [ 1.37531642,  1.53119457],\n",
       "       [ 1.78753398, -0.23034767],\n",
       "       [ 0.06586674,  2.65930963],\n",
       "       [ 0.52073758,  4.32126649],\n",
       "       [-1.17408741,  2.76510784],\n",
       "       [ 0.08080352,  4.69068983],\n",
       "       [ 0.11504439,  6.21385228],\n",
       "       [-2.18483011,  3.8867649 ],\n",
       "       [ 4.75149157,  0.82373899],\n",
       "       [-1.23017084,  3.74786842],\n",
       "       [ 2.1047625 ,  1.39150044],\n",
       "       [ 1.53774848, -0.0811662 ],\n",
       "       [ 1.13726275,  1.15016029],\n",
       "       [ 3.23557903,  4.26153018],\n",
       "       [ 2.07592967,  4.95905106],\n",
       "       [ 0.84032038,  5.44067869],\n",
       "       [-1.94921884,  3.02259629],\n",
       "       [ 0.34818252,  3.82276021],\n",
       "       [-3.15932732,  2.85074811],\n",
       "       [ 2.33570923, -0.09545995],\n",
       "       [-2.3300454 ,  2.45354457],\n",
       "       [-1.29951124,  1.90114361],\n",
       "       [-0.51506158,  2.25993122],\n",
       "       [-2.37948986,  2.94084202],\n",
       "       [ 0.17286041,  3.61423755],\n",
       "       [ 1.33263648,  5.0103605 ],\n",
       "       [ 3.78798871,  1.58216477],\n",
       "       [-0.56452694,  4.36704932],\n",
       "       [-0.37271998,  3.09038668],\n",
       "       [ 2.93110028,  0.78255619],\n",
       "       [-1.48713728,  1.35088755],\n",
       "       [-0.11573195,  3.70368609],\n",
       "       [-0.15591501,  2.40803902],\n",
       "       [ 0.03182382,  3.89373763],\n",
       "       [ 3.7941402 ,  1.89205805],\n",
       "       [-2.28477487,  2.86779817],\n",
       "       [-3.12874006,  2.03070132],\n",
       "       [ 1.0220286 ,  4.11660348],\n",
       "       [ 0.29225918,  5.96333812],\n",
       "       [ 0.03886089,  0.35820903],\n",
       "       [ 1.1312175 ,  4.68194985],\n",
       "       [ 3.52184624,  1.7502156 ],\n",
       "       [ 1.66780883,  4.99853647],\n",
       "       [ 1.79362208,  0.71541888],\n",
       "       [ 0.4334086 ,  4.71983737],\n",
       "       [ 0.57682105,  4.67384322],\n",
       "       [ 0.77557835,  0.31223246],\n",
       "       [-0.14164247,  2.61478401],\n",
       "       [-1.83888012,  2.07759187],\n",
       "       [ 1.36742991, -0.31641374],\n",
       "       [-1.47532907,  3.78515889],\n",
       "       [ 2.6225578 ,  0.67498856],\n",
       "       [ 1.58523464,  0.68093219],\n",
       "       [-0.91497682,  1.57638554],\n",
       "       [-1.87315346,  2.12324594],\n",
       "       [ 3.2460247 ,  2.84942165],\n",
       "       [-0.03754805,  3.43918601],\n",
       "       [-2.53373577,  4.59945898],\n",
       "       [-2.02592065,  2.93923349],\n",
       "       [ 1.37861172,  3.61897724],\n",
       "       [-1.49630219,  2.84824068],\n",
       "       [ 1.5001611 ,  4.39220941],\n",
       "       [-0.20044237,  1.95327584],\n",
       "       [ 0.70826671,  5.10624372],\n",
       "       [ 1.92516057,  0.99161689],\n",
       "       [ 1.76259804,  3.83736823],\n",
       "       [-2.17408545,  3.39012941],\n",
       "       [ 1.86461403,  0.50281415],\n",
       "       [-0.21258918,  3.79697097],\n",
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       "       [ 3.13346483, -1.66152101],\n",
       "       [ 0.66725711,  2.62778352],\n",
       "       [-0.27652528,  5.08127768],\n",
       "       [ 2.37242815,  1.41770427],\n",
       "       [ 0.64930461,  0.30760601],\n",
       "       [ 0.32268723,  2.70371561],\n",
       "       [ 1.9991345 ,  0.89627862],\n",
       "       [-2.11830668,  4.04230145],\n",
       "       [ 2.26874757, -0.31090999],\n",
       "       [ 1.77959699,  0.18793569],\n",
       "       [-0.18433654,  1.29916272],\n",
       "       [ 2.50904943, -0.93207675],\n",
       "       [-0.56621061,  4.24694511],\n",
       "       [ 0.58894326,  4.00148458],\n",
       "       [ 1.24964101, -0.22064826],\n",
       "       [ 0.10346342,  0.23777193],\n",
       "       [-0.51498751,  4.74317903],\n",
       "       [ 1.27263837,  0.78727436],\n",
       "       [-0.99785877,  3.34051088],\n",
       "       [-1.16105523,  4.21570753],\n",
       "       [ 1.9263585 ,  4.15243012],\n",
       "       [ 1.3952112 ,  1.07348261],\n",
       "       [ 1.11089903,  1.13576681],\n",
       "       [-1.93320714,  2.05383727],\n",
       "       [ 1.49954674,  4.132241  ],\n",
       "       [-2.37863321,  4.74060586],\n",
       "       [ 0.66471755,  4.35995267],\n",
       "       [ 3.28018678,  3.2437715 ],\n",
       "       [ 2.66038761,  1.79321965],\n",
       "       [ 2.87558932,  2.2576122 ],\n",
       "       [ 2.82667347,  1.92710249],\n",
       "       [-0.09448254,  5.35823905],\n",
       "       [ 2.50775661,  0.99555981]])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "93b8246c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 2, 2, 0, 0, 0, 0, 2, 2, 0, 2, 2, 2, 2, 0, 0, 1, 0, 2, 0, 1, 1,\n",
       "       1, 2, 0, 2, 1, 2, 0, 2, 2, 0, 0, 0, 1, 1, 1, 1, 1, 1, 2, 0, 0, 1,\n",
       "       1, 0, 1, 0, 2, 2, 0, 0, 0, 0, 2, 2, 1, 1, 0, 2, 1, 2, 1, 1, 1, 2,\n",
       "       0, 1, 2, 0, 2, 0, 0, 2, 1, 2, 1, 1, 1, 0, 0, 0, 2, 0, 2, 1, 2, 2,\n",
       "       2, 2, 0, 0, 1, 0, 2, 1, 2, 2, 2, 0, 1, 2, 2, 0, 0, 1, 0, 1, 0, 1,\n",
       "       0, 0, 1, 2, 2, 1, 2, 1, 1, 2, 2, 0, 2, 2, 2, 0, 2, 0, 2, 0, 1, 0,\n",
       "       2, 1, 0, 1, 2, 2, 1, 0, 0, 2, 2, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0,\n",
       "       1, 0, 2, 1, 2, 0, 1, 1, 2, 2, 2, 1, 0, 1, 0, 1, 2, 2, 1, 0, 0, 2,\n",
       "       2, 1, 1, 1, 1, 1, 2, 2, 1, 1, 0, 1, 0, 2, 2, 0, 1, 1, 0, 2, 1, 0,\n",
       "       2, 1, 2, 1, 0, 0, 2, 1, 1, 1, 2, 2, 0, 1, 1, 2, 2, 0, 2, 0, 2, 2,\n",
       "       1, 2, 1, 1, 0, 0, 0, 1, 2, 0, 0, 2, 2, 1, 2, 2, 0, 1, 0, 0, 0, 1,\n",
       "       1, 1, 0, 2, 2, 2, 2, 2, 1, 2, 2, 0, 2, 2, 0, 1, 2, 1, 1, 0, 0, 1,\n",
       "       1, 0, 2, 1, 2, 1, 1, 2, 1, 0, 0, 1, 0, 1, 1, 1, 1, 2, 1, 0, 0, 0,\n",
       "       0, 2, 2, 1, 1, 2, 2, 0, 0, 1, 2, 0, 2, 1, 0, 1, 2, 1, 0, 2, 0, 1,\n",
       "       0, 2, 1, 2, 2, 0, 0, 0, 1, 2, 2, 0, 0, 1, 2, 1, 0, 0, 1, 1, 0, 2,\n",
       "       1, 0, 1, 2, 1, 1, 0, 2, 0, 2, 1, 2, 1, 0, 0, 0, 1, 0, 0, 2, 1, 0,\n",
       "       2, 2, 2, 0, 1, 1, 1, 2, 0, 1, 2, 0, 0, 0, 2, 0, 2, 0, 2, 2, 0, 2,\n",
       "       2, 2, 2, 1, 1, 2, 1, 2, 2, 2, 2, 0, 0, 0, 1, 2, 0, 1, 0, 1, 0, 1,\n",
       "       2, 2, 0, 2, 1, 0, 1, 2, 2, 0, 1, 2, 1, 2, 0, 0, 0, 1, 2, 0, 0, 1,\n",
       "       2, 2, 0, 2, 1, 0, 2, 0, 1, 0, 2, 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 2,\n",
       "       1, 1, 0, 2, 1, 2, 1, 2, 1, 0, 2, 1, 1, 1, 1, 1, 0, 2, 1, 2, 0, 0,\n",
       "       1, 2, 2, 0, 2, 1, 0, 0, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 0, 1, 1, 0,\n",
       "       1, 2, 2, 0, 1, 1, 2, 0, 2, 0, 0, 1, 1, 1, 0, 1])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a11814c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import make_circles\n",
    "x, y = make_circles(n_samples=500,random_state=0,noise=0.03)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "78dfef5d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fbc888cdf10>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x[:,0],x[:,1],c=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "5d62aff0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-6.37423990e-01,  7.70513243e-01],\n",
       "       [ 7.95960814e-01,  8.02893719e-02],\n",
       "       [ 5.40266246e-01,  5.90010494e-01],\n",
       "       [ 1.49905052e-01, -7.85829801e-01],\n",
       "       [ 4.45500493e-01, -6.64476719e-01],\n",
       "       [ 9.29776486e-01,  3.68124553e-01],\n",
       "       [-7.02809572e-02,  7.96906887e-01],\n",
       "       [ 7.69622137e-01, -2.18361548e-01],\n",
       "       [-6.56585756e-01, -7.54251381e-01],\n",
       "       [-7.62442511e-01, -6.47055962e-01],\n",
       "       [ 9.74526873e-01, -2.24270761e-01],\n",
       "       [ 8.00000000e-01,  0.00000000e+00],\n",
       "       [-7.43821189e-01, -2.94499642e-01],\n",
       "       [ 4.45500493e-01,  6.64476719e-01],\n",
       "       [-4.02906436e-01, -9.15241173e-01],\n",
       "       [-3.22325149e-01,  7.32192938e-01],\n",
       "       [ 5.54922645e-01, -5.76247220e-01],\n",
       "       [-7.01045344e-01,  3.85402939e-01],\n",
       "       [-7.45941145e-01, -6.66011867e-01],\n",
       "       [ 5.97904983e-01,  8.01566985e-01],\n",
       "       [ 4.25779292e-01, -9.04827052e-01],\n",
       "       [-7.79621498e-01,  1.79416609e-01],\n",
       "       [ 9.68583161e-01, -2.48689887e-01],\n",
       "       [-9.10105971e-01,  4.14375581e-01],\n",
       "       [ 4.25779292e-01,  9.04827052e-01],\n",
       "       [ 1.00528319e-02, -7.99936835e-01],\n",
       "       [ 8.63923417e-01,  5.03623202e-01],\n",
       "       [-7.83884042e-01,  1.59767984e-01],\n",
       "       [-7.45941145e-01,  6.66011867e-01],\n",
       "       [ 9.10105971e-01, -4.14375581e-01],\n",
       "       [-1.89199198e-01, -7.77305386e-01],\n",
       "       [-9.84564335e-01,  1.75023059e-01],\n",
       "       [-9.99684189e-01,  2.51300954e-02],\n",
       "       [ 8.78511966e-02, -9.96133609e-01],\n",
       "       [-7.99747351e-01,  2.01040764e-02],\n",
       "       [ 7.83884042e-01, -1.59767984e-01],\n",
       "       [ 3.01521461e-02,  7.99431578e-01],\n",
       "       [ 2.66255636e-01, -7.54392429e-01],\n",
       "       [-6.80795585e-01,  4.20139704e-01],\n",
       "       [ 9.54864545e-01, -2.97041582e-01],\n",
       "       [-1.89199198e-01,  7.77305386e-01],\n",
       "       [ 4.02906436e-01,  9.15241173e-01],\n",
       "       [-6.09954009e-01, -5.17644769e-01],\n",
       "       [ 7.45941145e-01, -6.66011867e-01],\n",
       "       [-3.32819545e-01,  9.42990536e-01],\n",
       "       [ 9.99684189e-01,  2.51300954e-02],\n",
       "       [ 5.97904983e-01, -8.01566985e-01],\n",
       "       [-2.47213595e-01,  7.60845213e-01],\n",
       "       [-3.76563146e-01, -7.05832981e-01],\n",
       "       [-8.37528040e-01,  5.46394347e-01],\n",
       "       [-7.63891636e-01,  2.37633265e-01],\n",
       "       [-4.25779292e-01, -9.04827052e-01],\n",
       "       [-5.54922645e-01,  5.76247220e-01],\n",
       "       [-8.88136449e-01, -4.59579861e-01],\n",
       "       [-9.84564335e-01, -1.75023059e-01],\n",
       "       [ 9.54864545e-01,  2.97041582e-01],\n",
       "       [-2.85129503e-01,  7.47463154e-01],\n",
       "       [-3.56411879e-01, -9.34328942e-01],\n",
       "       [ 7.93990399e-01, -6.07930298e-01],\n",
       "       [-5.40266246e-01,  5.90010494e-01],\n",
       "       [-3.79779096e-01,  9.25077207e-01],\n",
       "       [ 6.35192319e-01,  4.86344238e-01],\n",
       "       [-7.63891636e-01, -2.37633265e-01],\n",
       "       [-2.47213595e-01, -7.60845213e-01],\n",
       "       [ 2.28015410e-01,  7.66817431e-01],\n",
       "       [ 2.12007110e-01, -9.77268124e-01],\n",
       "       [ 9.68583161e-01,  2.48689887e-01],\n",
       "       [ 5.69228542e-01, -5.62119976e-01],\n",
       "       [ 6.91138734e-01,  4.02898561e-01],\n",
       "       [-3.09016994e-01,  9.51056516e-01],\n",
       "       [-9.10105971e-01, -4.14375581e-01],\n",
       "       [-6.27905195e-02,  9.98026728e-01],\n",
       "       [-5.09939192e-01,  6.16410594e-01],\n",
       "       [ 7.36185478e-01, -3.13098933e-01],\n",
       "       [-3.09016994e-01, -9.51056516e-01],\n",
       "       [-7.57678644e-01,  2.56754888e-01],\n",
       "       [ 7.50987086e-01,  2.75714339e-01],\n",
       "       [-8.09016994e-01,  5.87785252e-01],\n",
       "       [ 7.79621498e-01, -1.79416609e-01],\n",
       "       [ 3.40623433e-01,  7.23861642e-01],\n",
       "       [ 2.47213595e-01,  7.60845213e-01],\n",
       "       [ 9.29776486e-01, -3.68124553e-01],\n",
       "       [ 6.47213595e-01, -4.70228202e-01],\n",
       "       [ 7.11535677e-01, -7.02649970e-01],\n",
       "       [-3.40623433e-01,  7.23861642e-01],\n",
       "       [-2.66255636e-01,  7.54392429e-01],\n",
       "       [-3.22325149e-01, -7.32192938e-01],\n",
       "       [-6.93653306e-01, -7.20309025e-01],\n",
       "       [-6.22769841e-01,  5.02153089e-01],\n",
       "       [ 2.12007110e-01,  9.77268124e-01],\n",
       "       [ 7.28968627e-01, -6.84547106e-01],\n",
       "       [-6.22769841e-01, -5.02153089e-01],\n",
       "       [-7.95960814e-01, -8.02893719e-02],\n",
       "       [ 3.09016994e-01, -9.51056516e-01],\n",
       "       [-2.12007110e-01, -9.77268124e-01],\n",
       "       [-7.97727120e-01,  6.02614444e-02],\n",
       "       [ 1.62637165e-01,  9.86685944e-01],\n",
       "       [ 5.02324156e-02, -7.98421383e-01],\n",
       "       [ 6.27905195e-02,  9.98026728e-01],\n",
       "       [ 4.92727342e-01, -8.70183755e-01],\n",
       "       [-8.99405252e-01,  4.37115767e-01],\n",
       "       [-4.45500493e-01,  6.64476719e-01],\n",
       "       [-2.12007110e-01,  9.77268124e-01],\n",
       "       [ 6.35192319e-01, -4.86344238e-01],\n",
       "       [ 9.88651745e-01,  1.50225589e-01],\n",
       "       [-4.78323986e-01, -6.41253588e-01],\n",
       "       [-9.54864545e-01,  2.97041582e-01],\n",
       "       [ 9.38733858e-01, -3.44642923e-01],\n",
       "       [ 2.66255636e-01,  7.54392429e-01],\n",
       "       [-7.28968627e-01, -6.84547106e-01],\n",
       "       [ 6.80795585e-01,  4.20139704e-01],\n",
       "       [ 9.84564335e-01,  1.75023059e-01],\n",
       "       [-9.54864545e-01, -2.97041582e-01],\n",
       "       [ 9.79855052e-01,  1.99709981e-01],\n",
       "       [ 4.78323986e-01, -6.41253588e-01],\n",
       "       [-1.10232233e-01, -7.92369141e-01],\n",
       "       [-8.00000000e-01,  9.79717439e-17],\n",
       "       [ 5.25268605e-01,  6.03401105e-01],\n",
       "       [ 5.35826795e-01, -8.44327926e-01],\n",
       "       [ 1.25660399e-02, -9.99921044e-01],\n",
       "       [-1.49905052e-01, -7.85829801e-01],\n",
       "       [ 3.32819545e-01,  9.42990536e-01],\n",
       "       [-9.74526873e-01, -2.24270761e-01],\n",
       "       [-7.74866529e-01,  1.98951910e-01],\n",
       "       [-4.62058163e-01, -6.53071401e-01],\n",
       "       [ 9.62027672e-01, -2.72951936e-01],\n",
       "       [ 8.78511966e-02,  9.96133609e-01],\n",
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       "       [ 7.28084777e-01,  3.31500465e-01],\n",
       "       [-9.88651745e-01,  1.50225589e-01],\n",
       "       [-7.28084777e-01,  3.31500465e-01],\n",
       "       [ 4.11551627e-01,  6.86021325e-01],\n",
       "       [ 1.37790291e-01,  9.90461426e-01],\n",
       "       [-1.69605688e-01,  7.81814499e-01],\n",
       "       [ 7.87651468e-01,  1.40018447e-01],\n",
       "       [-7.99747351e-01, -2.01040764e-02],\n",
       "       [ 1.69605688e-01, -7.81814499e-01],\n",
       "       [ 4.92727342e-01,  8.70183755e-01],\n",
       "       [-8.76306680e-01,  4.81753674e-01],\n",
       "       [-7.57678644e-01, -2.56754888e-01],\n",
       "       [ 5.40266246e-01, -5.90010494e-01],\n",
       "       [ 6.70022432e-01,  4.37115477e-01],\n",
       "       [ 1.30109732e-01, -7.89348755e-01],\n",
       "       [ 5.77572703e-01,  8.16339251e-01],\n",
       "       [-7.50987086e-01, -2.75714339e-01],\n",
       "       [ 2.36498997e-01,  9.71631733e-01],\n",
       "       [-3.40623433e-01, -7.23861642e-01],\n",
       "       [-1.00528319e-02, -7.99936835e-01],\n",
       "       [-9.97158900e-01, -7.53268055e-02],\n",
       "       [ 4.28661436e-01,  6.75462340e-01],\n",
       "       [ 7.62442511e-01,  6.47055962e-01],\n",
       "       [-1.12856385e-01, -9.93611311e-01],\n",
       "       [-7.93691761e-01,  1.00266587e-01],\n",
       "       [-5.77572703e-01, -8.16339251e-01],\n",
       "       [-7.93990399e-01, -6.07930298e-01],\n",
       "       [ 9.88651745e-01, -1.50225589e-01],\n",
       "       [ 3.56411879e-01, -9.34328942e-01],\n",
       "       [ 7.11535677e-01,  7.02649970e-01],\n",
       "       [ 6.93653306e-01,  7.20309025e-01],\n",
       "       [-9.98736957e-01, -5.02443182e-02],\n",
       "       [-6.27905195e-02, -9.98026728e-01],\n",
       "       [ 5.83174902e-01, -5.47637685e-01],\n",
       "       [ 2.28015410e-01, -7.66817431e-01],\n",
       "       [ 4.62058163e-01,  6.53071401e-01],\n",
       "       [-2.85129503e-01, -7.47463154e-01],\n",
       "       [-6.70022432e-01, -4.37115477e-01],\n",
       "       [ 3.58706573e-01, -7.15073139e-01],\n",
       "       [-8.50994482e-01, -5.25174630e-01],\n",
       "       [ 5.09939192e-01,  6.16410594e-01],\n",
       "       [ 5.25268605e-01, -6.03401105e-01],\n",
       "       [-2.60841506e-01, -9.65381639e-01],\n",
       "       [-7.93990399e-01,  6.07930298e-01],\n",
       "       [-4.78323986e-01,  6.41253588e-01],\n",
       "       [ 2.08673205e-01, -7.72305311e-01],\n",
       "       [-1.30109732e-01, -7.89348755e-01],\n",
       "       [-4.28661436e-01,  6.75462340e-01],\n",
       "       [ 2.36498997e-01, -9.71631733e-01],\n",
       "       [ 9.84564335e-01, -1.75023059e-01],\n",
       "       [ 4.94287690e-01, -6.29030746e-01],\n",
       "       [-9.68583161e-01,  2.48689887e-01],\n",
       "       [-5.96752916e-01, -5.32809494e-01],\n",
       "       [ 7.43821189e-01,  2.94499642e-01],\n",
       "       [-2.36498997e-01,  9.71631733e-01],\n",
       "       [-3.94181873e-01,  6.96147004e-01],\n",
       "       [ 8.09016994e-01,  5.87785252e-01],\n",
       "       [-5.35826795e-01, -8.44327926e-01],\n",
       "       [-4.62058163e-01,  6.53071401e-01],\n",
       "       [ 7.28084777e-01, -3.31500465e-01],\n",
       "       [-3.32819545e-01, -9.42990536e-01],\n",
       "       [ 7.50987086e-01, -2.75714339e-01],\n",
       "       [ 5.56875616e-01,  8.30595899e-01],\n",
       "       [ 1.37790291e-01, -9.90461426e-01],\n",
       "       [-3.01521461e-02,  7.99431578e-01],\n",
       "       [-6.91138734e-01, -4.02898561e-01],\n",
       "       [-5.97904983e-01,  8.01566985e-01],\n",
       "       [ 6.09954009e-01, -5.17644769e-01],\n",
       "       [-1.87381315e-01,  9.82287251e-01],\n",
       "       [-5.77572703e-01,  8.16339251e-01],\n",
       "       [ 3.94181873e-01,  6.96147004e-01],\n",
       "       [ 9.79855052e-01, -1.99709981e-01],\n",
       "       [ 6.22769841e-01,  5.02153089e-01],\n",
       "       [ 5.56875616e-01, -8.30595899e-01],\n",
       "       [ 9.74526873e-01,  2.24270761e-01],\n",
       "       [-7.36185478e-01,  3.13098933e-01],\n",
       "       [ 1.87381315e-01, -9.82287251e-01],\n",
       "       [ 7.99747351e-01,  2.01040764e-02],\n",
       "       [-2.08673205e-01,  7.72305311e-01],\n",
       "       [ 1.12856385e-01, -9.93611311e-01],\n",
       "       [-9.79855052e-01,  1.99709981e-01],\n",
       "       [ 3.79779096e-01,  9.25077207e-01],\n",
       "       [-3.79779096e-01, -9.25077207e-01]])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d4319dde",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 0, 0, 0, 1,\n",
       "       0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 0, 1, 0, 1, 0,\n",
       "       0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 1, 1, 1, 1, 0,\n",
       "       0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0,\n",
       "       1, 0, 0, 1, 1, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0,\n",
       "       1, 0, 0, 0, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1, 1, 0,\n",
       "       1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 1, 0, 1,\n",
       "       0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0,\n",
       "       1, 0, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 0,\n",
       "       0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 0, 1, 0, 1, 0, 0, 0, 1,\n",
       "       0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 1, 1, 1, 0, 0, 1, 0, 0,\n",
       "       1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0,\n",
       "       1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 0,\n",
       "       1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0,\n",
       "       0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1,\n",
       "       1, 0, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 0, 1,\n",
       "       0, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0,\n",
       "       0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 1,\n",
       "       0, 0, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1,\n",
       "       0, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 1, 0, 1, 1, 0, 1, 0,\n",
       "       0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 1,\n",
       "       1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 1, 0,\n",
       "       1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "573ba7c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import make_moons\n",
    "x, y = make_moons(n_samples=500,random_state=10,noise=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "2d64d224",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fbc7ad44580>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x[:,0],x[:,1],c=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ecfd1aba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 4.21665133e-01,  9.06751628e-01],\n",
       "       [ 1.27320653e-03,  4.49554068e-01],\n",
       "       [ 8.54311058e-02,  9.55698604e-02],\n",
       "       [ 1.77674881e+00, -1.29810522e-01],\n",
       "       [ 1.88725345e+00,  3.87177535e-02],\n",
       "       [ 9.82145120e-01,  1.88124862e-01],\n",
       "       [ 3.27127476e-01, -2.39758451e-01],\n",
       "       [ 1.99205132e+00,  3.74166088e-01],\n",
       "       [-4.21665133e-01,  9.06751628e-01],\n",
       "       [-3.51881015e-01,  9.36044738e-01],\n",
       "       [-9.94910416e-01,  1.00763407e-01],\n",
       "       [ 0.00000000e+00,  5.00000000e-01],\n",
       "       [ 1.19431686e+00, -4.80938814e-01],\n",
       "       [ 1.18636934e-01,  2.75604315e-02],\n",
       "       [-5.53601708e-01,  8.32781573e-01],\n",
       "       [ 4.56949145e-01, -3.39699809e-01],\n",
       "       [ 1.92448192e+00,  1.18774098e-01],\n",
       "       [ 7.56446172e-01, -4.69887382e-01],\n",
       "       [-3.63662620e-01,  9.31530729e-01],\n",
       "       [ 8.93002604e-01,  4.50051496e-01],\n",
       "       [-8.49826201e-01,  5.27063021e-01],\n",
       "       [ 8.92962328e-01, -4.94254966e-01],\n",
       "       [-9.93559948e-01,  1.13307678e-01],\n",
       "       [ 2.06677413e-01,  9.78409141e-01],\n",
       "       [ 8.43108870e-01,  5.37742906e-01],\n",
       "       [ 1.71817020e+00, -1.95867493e-01],\n",
       "       [ 9.65104653e-01,  2.61864485e-01],\n",
       "       [ 9.05514868e-01, -4.95526273e-01],\n",
       "       [ 3.51881015e-01,  9.36044738e-01],\n",
       "       [-9.79693472e-01,  2.00501126e-01],\n",
       "       [ 1.62489797e+00, -2.80706432e-01],\n",
       "       [ 8.19175513e-02,  9.96639110e-01],\n",
       "       [ 6.30837714e-03,  9.99980102e-01],\n",
       "       [-7.43988465e-01,  6.68192460e-01],\n",
       "       [ 9.93691623e-01, -4.99980102e-01],\n",
       "       [ 1.99610251e+00,  4.11796903e-01],\n",
       "       [ 2.81829803e-01, -1.95867493e-01],\n",
       "       [ 1.82215601e+00, -6.92622352e-02],\n",
       "       [ 7.32052481e-01, -4.63433510e-01],\n",
       "       [-9.90384780e-01,  1.38340115e-01],\n",
       "       [ 3.85001556e-01, -2.88528322e-01],\n",
       "       [ 8.36257331e-01,  5.48337192e-01],\n",
       "       [ 1.35188102e+00, -4.36044738e-01],\n",
       "       [-9.38245911e-01,  3.45969090e-01],\n",
       "       [ 5.74437378e-01,  8.18548532e-01],\n",
       "       [ 9.99920409e-01,  1.26165032e-02],\n",
       "       [-8.98609605e-01,  4.38749106e-01],\n",
       "       [ 4.15281122e-01, -3.11235991e-01],\n",
       "       [ 1.52169151e+00, -3.53134204e-01],\n",
       "       [ 2.80081354e-01,  9.59976268e-01],\n",
       "       [ 8.55414917e-01, -4.89492372e-01],\n",
       "       [-5.43050855e-01,  8.39699809e-01],\n",
       "       [ 6.12949703e-01, -4.22058603e-01],\n",
       "       [-2.43553828e-01,  9.69887382e-01],\n",
       "       [-9.44851319e-02,  9.95526273e-01],\n",
       "       [ 9.88560586e-01,  1.50824297e-01],\n",
       "       [ 4.35935562e-01, -3.25730773e-01],\n",
       "       [-5.74437378e-01,  8.18548532e-01],\n",
       "       [-9.50665878e-01,  3.10216681e-01],\n",
       "       [ 6.01347353e-01, -4.17101994e-01],\n",
       "       [ 5.53601708e-01,  8.32781573e-01],\n",
       "       [ 5.33236367e-02,  1.77813931e-01],\n",
       "       [ 1.15705751e+00, -4.87589459e-01],\n",
       "       [ 1.59490730e+00, -3.03794316e-01],\n",
       "       [ 1.99974577e-01, -9.99661014e-02],\n",
       "       [-7.84632989e-01,  6.19960541e-01],\n",
       "       [ 9.92051323e-01,  1.25833912e-01],\n",
       "       [ 1.92921807e+00,  1.30468169e-01],\n",
       "       [ 3.48953469e-02,  2.38135515e-01],\n",
       "       [ 5.84718878e-01,  8.11235991e-01],\n",
       "       [-2.19005065e-01,  9.75723722e-01],\n",
       "       [ 6.82152135e-01,  7.31210274e-01],\n",
       "       [ 5.78334867e-01, -4.06751628e-01],\n",
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kbhcfnYpIIQS2QzxLpb158SyD8a7hJgLd7pligT0GvGsnf1LPkiBFYOL1tkTBu1b7d6b1RRZOau3h+NYXMebSRXq2OhPxgJbbX8izDHiWcwut9fh77gf/1pmMSqkhQYdmVFziXQ0puQ43Z23rxs8803ANTsP1mPkbYurPg6b7MI03Yqq2x1lwSkZqkkjxJe7KGBa9wFuAjZRM7NXqHhEf5O9Pz3+GtpuA+TZYeJNTS+KEMORWLVVJExGk6Ky277o/pvAExCrKXFBKDRGaiKiEJG9HZNgHSOGp7sRW/+YdurIz9CsU+giabgfTErshQnvPROvrmAVnpz0E8a6AVDztPv+OFyvf+kjFY4hvnd6fs/BE8K0f+67ja2mBFCNlt3XejM4eRcJkUIpA8nsdy1An/k2R0ps7DL+0vc55SOGZUHBUtkJTalDTTe9UnxgTgeA7mOBnEJ0J4V/AJJp4mV5S+RriWTojbRmnBqJVYJX3e26FMWFofQnT/BhE/gGrCAL/QvL373JuE5mCqdo+ztlsKDgMq/3TfaK2DYS/xgQ/BsKId1Xwb42It+9PaIAzJgzBjyE6A6wy8G+BWAXZDkupAaU3129NRFRKGGMg8hMm+BU0XpX4ASkn7i6ugR3Au3LqioDlIKf+KrcAXBfiFi2reBYriSW4JjoPU3usu0QY2308EbAqkdJbEd+aKY5cKTVU9Ob6rUMzKiVExJ1P4l0uSxEYd5LmgmMx8zfHqT3J7bUYhKToLKTo7G5WehgwC6B6Z0zLK3HPYUwIU3MoRH6N3RKlvVKsU4OpPdStraGUUmmmiYhKrTTv3JocB4JvYar3732l0wFARJCCI8C3Ed3OFzEtmLrTMMFPej5J61sQ/ZPuV984YEKY5vu6ntpEMKHvMMFPMNHZfX0KSinVThMRlVr26GxHEBN1a2S0PJntQNLCRKZC8GW6X0FjAIlbkt60vk78P/9op114jTGYpocx8zfF1OyLqT3M7XmqmYCJzOjjs1BKKU1EVKp513J3K82J/VsNpvFmnPorMOHfsh1MaiVMJBwIf4+J9rC7smmg+3ooHY9pXvj/plswDZcsUgnWQOhjTM3emGgylUmVUqorTURUSomIW28Di5z49TJN0PwApvpfOHPWwJm7Kc6C0zGh77MdWb8Y00hSBeZ6qkjrWYqu9VA6ErDdarImOsfd76dbUXAWYBpvTRxLx7CcGkzj7ThVu+HM3xan9mRM8IuEG/cppQafHLhSqMFG/BsiZfeDZ9EN8+Jd+NKp7eLWDGYOtL6KqdknwYZzOc5YJE5EbLBGdHuP5O1LorL9UnCA+5+W54jfwxWFlucxJpQgHpcJ/4qZv507dBT51d1zJ/gmpvYgTMNETUaUGmK0xLtKC/Gvh/ifw0T+guh8sIeBPTZWe+RraHkoi9G5F2DTcBV4V+tTIbKsiyQx1CSFiFXY/X2epcEaA04P8zukGBPYwy3sH52N+5kl3lBO0K36anef+LQxJoSpnRDrqel4vlhS1Hw/eFeEvN3jnkcpNXhoIqLSSjxLuxe9NoEdkMAOOFYxNPWuOz/1bEzTAwMuETEtL0PowySOjNND0fpmz0kIgKmDurMx3hWAMIl7Xyy3omsirW+CMz/OAYJpuhfRRESpIUMTEZUVUngSiIVpvAP3QpcNUQh9nqW2+8ZE52LqkquaGi8xMC1PkLCXI/g6JvgWiXdetsG/DWIlLitvQp/jvu1EejoCIn9gnAbd10WpIUITEZUVIgKFJ0L+IZiW56D1bQh/R9xP8emJBADjNIOpBSnpeTgjF7Q8RcLVLkBbpVkTnuS+vs5ct2Jq3m6Id2WITk/yPImSEAvwIIXHJ3EuyOoOzkqpnKSJiMoqsYqRgkOg4BAAnKb7oGFi5gIw4FQfCOGvcS/MgvGsDsX/wfKt3LtTRaZimh+G4PtgIuBbC8k/EPGNT124oR9ILoEwsf1r7sWdJByrLdL8ACawM1AC9KX+R1svirjntMcgJVcj3uWTerT41sG0PBXvCLCXBsnhZFAplVK6akblFMnbBwhksMU6CH/Jwou7gcj3ULM7TlPyE2pN6zuYqp2g+VG3t8GZ7e4KXPPv2PBTioiPpGu0OPNi/4niPr9Y70brK5DEMEpXFvg2QYqvRIouQMoeRCrf6t2eNIEdYrvb9vTWY5CCw90eM6XUkKCJiMopYhUgRWdkOwxXw6U4wZ8SHmaiczELTsa90Hccyoitzmm8DhP8NCUhiX8T+j+8YSD8bR8e5wCtSP4eSMFBiH/9LgmDCf+IU38pzoJTcOqvxIT/6HS/iB8puwskn85vP7Gl3Xn/hrw9+xCbUmqg0qEZlXOk4GAQH6bhOncTt2yq3Q+n8m0sz6iej2l5EnfyZU8Jgo1puh/xb9j/eAK7QOMNsT19khmi6UmiuR/dscFestt7jAlhFpwJwdfoPBT0P0ze/kjx/yHiJh7iXQ0qX8M0Pw4tz4NTB3Yp+LeCgpNzpjdkyo//8MP7v2CMYdVNVmTZtZbq9rh/fpvBzMmzKSjJZ+UNl8fj1bdVpXpD/2JUTpL8/SBvDwh94ZZnb7yO/l14+yoM1TvgDPsMy8rr9ggT+or4sUUh/FVqwpF8KL0PFhwGGd9dOIrk793tPab+Cgi+3n5cJy2Pgj0cCo9beJvkub0yzkzAhmgrND8ALU9hSv6LBLZNyzNIRs2cWi7f7wZ+/PBXxGqbzGxYaYPlOP/xU4mGo/z5/d9Uz6rhrQff54+vp7Q/tnR4CYdcvC87H71NtsJXasARk8NlDOvr6ykpKaGuro7i4uJsh6OyyLS+gVlwGllb6utZGSm7E7GHd7nLqTkEQp/Ff7wUYI34rs/Nm9b33N1wQ18BBjyrg1WUZD2RFPEsD/Y4sEcieXsgXrdyrolWY+ZvQs9LcnGLqw3/FJGAu4FezUEQ/oauPTMCCFL+SEon+SarpamV48afxewpc4lGOieXli14vB5CrYl/B4/670Hsfcau6QpTqZzXm+u3zhFRA4IEtkOGvYcUngz2CpkPIPILZv7G7t4o9Vdggp+3lyIX3wbE/1Oywdf3YRnTeCtmwdEQ+pL2iaeRH/qRhNjgWRXsZZM83u/+E/kTgm9C88Pu3j1152NMFEKfEDcJcZ8EhGLzUsLfxiYIdzc81LZzcO8n+JrwrzgLzsOZvx1O1U44DVf3emfgdx7+iBmTZ3dJQgCcqEkqCQH43wWPUV/T0Ku2lRqqNBFRA4bYw5HC47GGvYhUvglSkfkgIr9C8/2Y2oMx87fHRGdC3t5AvNUsUaTg0D41Z0I/uHuyAJ2Hf5Idplr0T9x2eydK/4uU3wPS0ycVAWs4+LZhYW2XKG6iEEsgWp5yN7szwaQiMaEfcRachak9NsGRUQh9gFN9OCaYXME50/Qgpno3aH0OolMhMhma/oep2h4TTD5he/uhD5AU7BwdDUd5//HUTFBWarDTREQNSOIZhwx7B/w7ZS8IZyqmai+QPKTsdtxkpOtKECm6oM9l5E3zI/R9s0AL7KVACmLf50H+vkjl84hnacQeBcM+hMDOgLfz4/w7QNn/IPQecVfpNN+H8XQ/gbWLpuug9fnkJyCHP8HUHoxTd4GbkPUwimxCX2EaLot9t+iqpTCm9nhMNF5Z+YUWzK9PyaZ7li3MnZZcm0oNdZqIqAFLrHyssuuR0lvI2rxrU41puB7xb4QMexMKjgbPCmAvA3l7IRUvuKuA+ir8A31b4QLuXJJxyPBvkeHfIyO+wyq+CLEXaz/CsvKxSq9DRvyAVDyNlD8CJTe6QynVu5N4yKUJnGBsp+VUv53EEoKWJzE1e2OqdsQEv+gmhAfoOVkzQDi2simx0UuPwLL7/zyiEYcn//sC/178aB694llaGlv6fU6lBitNRNSAJ4FtIdlP5enQ8gBOzZGYltcQ39pIxfNYw17FKrm0fUJnn4m/Hw+2wB6LiCBWfvvy2W6bEQ/iXQ0T+hrqTozNP0luPoQQAt+mpH1VU3QKpvaw2CqlDkKfET9ZczCJJhPH7HDk1jjR1D2Pqhk13P9/j3Pqpv9HU31zys6r1GCiiYgaHPxbEu/X2XEgFASnr50LiYQ+hMYrMbVHYOZtjAl9E/dwE52LifyNMa3xz+vfir7/mUYh8idO/cWY0PcJhxyc4NfQeH0v2xC336L5zj7G2BsGiGBqj8E0P40xvehlSHK4ZcN/rc26O67Zvmw3FYxj+Ov7v7nrzAdTdk6lBhNNRNSgIPn7E3/CKLzxRDnGJH1N6jtThan5N86ctXHmjsepPhDT+rq7bLX1XZyqPTDzN8FUbYuZux5O/SUYZ0G3p5L8/XCfV1+Iu6Kl+XFMzT6YBSdgTJxNBRuv7eX5LbAWhwUn9jG+PjINmPrzMPO3xUSmgG9d4s+jscC3XlKntm2bk2+b0GPxsv549e53eOiSePvsKDU0aR0RNWiY4OeYBcdA+yflXPnVjm0U51kTIt8t/L6dDfbiSMWTiFXS5dFOwzXQdFdq4sjbG6vk0m7vdeasCiS3AqbzZ5hsFJoDsN2VPSWXQ+3hPRwjgBcZ9g5ij0h4xvkzqjlpw/OpnlWDcdLz+3P6Pcey/eFbpuXcSuWKnKkjMnHiRNZZZx2KiooYPnw4u+22G5MmTUpnk2oIE//6yLD3kaKzwbc5+LZwJ41mveMvdqGOfNf5+3ZRiE7rsXZGx8mlcRWeGdvDJU4cLU/hND6ACXf3d5jkuJWUgFWJe5HPVhICEAVnNuIscH/mQOeeERvwIKU3JZWEANx8wj3UzK5NWxICcPc5DxONpmuMUKmBJ63v0B988AHHH388n3/+OW+99RaRSIRtt92WpqamdDarhjCxSpGCw7HK78QqvxMpfwjsxUl6x9qsiULLExjTzQRRTzITXgXsUWASTYh0oPFyTPUuONX7YiLTFt5llSfRTsDdlM6ZR99X83Qnj76tfLIxwfeRgiOQ8qfcpcj2GLCXgPyDkMpXkUByvQ/zZ1Tz+UvfpHSyanfqqxo6lYVXaqjL6NDM/PnzGT58OB988AGbbrppwuN1aEalgnEa3SWgTQ+AMzvb4cQlwz7uUkbeGIOp3gUifxH34i/FYOp70ZoNVpm7xNgehtNwh1vrI36EbVH1op10siCwHVbpjZ1uNSbsJmVSgEhyCc5Xb3zPeTtcno4gu6gYXca1H1zCYkuPzEh7SmVazgzNLKqurg6A8vLuP3kFg0Hq6+s7fSnVX2IVur0kwz+AwnOyHU4c0u3QioggJdfHCpPFmZRpeltSPApOLab5fredwkNjQy7xGDKXhCTz9mTc3XzbvotMw1lwLmbumph562DmjsepvwgTnZPwTP68vk4K7r3qWbVMWOVUqmZWZ6xNpXJVxhIRYwynnXYaG2+8Mausskq3x0ycOJGSkpL2r7Fjx2YqPDVEWIWHIxXPQeBfQDG5M2QjbhXU2JwLYwwm9BVOw3U4DVdD9C+oeAa8a8Y5R1uC0JvnFIWmpzCmBbPgDHCq+hh/OiQaInEnopK3BwAmPAlTvbtbvbW9LH0LND+Bqd698zBUN1ZYb1mKygriHpNK4WCEKw64MfGBSg1yGRuaOf7443nllVf4+OOPGTNmTLfHBINBgsGFs/br6+sZO3asDs2otDGh7zE1+2Q7jBgBfFB8ATQ/DpFfWDhvIgLWMLAqIPJ7gvO09Zr0Yg6HPQ6i/5A7Qy7JsNyJqIFtY8NXu0HkD7p/3jb41sMqvz/uGe855xGe+O/zqQ81jqOvPZgdDt+SgpLMJUFKpVvODc2ceOKJvPjii7z33ns9JiEAfr+f4uLiTl9KpZV3dbCzWJW1EwOEoP5CiPwWuy1Ce5l1pxoiyaw688V6TgLJNx39m4GVhADe9dyqugCRn2OvWU/JVxRCnybsFVlqtcVTGmIy7jzjQfYZfRQfPp1c9VelBpu0JiLGGE444QSeffZZ3n33XZZcMlfe8JVyiQhSeg3uRTsXhmnakoHuhiWc2P2J4myB8DdAgqqtA134M5yqPXGCn0O3y5G7EZkc9+5507MwNGUg1Bri8n/fwC+fankDNfSkNRE5/vjjefjhh3n00UcpKipizpw5zJkzh5YW3QBK5Q7xropUPgv+7Vn4J+Eh+/VHepJMz8VA6N1Iwesb+QlqD8Y03JTc8RK/lyhQ0J+9ffoh9uN6/KrnstO+UlmU1i1Lb7/9dgA233zzTrffd999HHrooelsWqleEc8ySNmNGKfJXQJrlUJ0Pqb6EDAzsx3eImxSW8MjW1JYr8MkXhWDFIJv7biHVIxKppZKejhRhy9e+ZZwKIzX581aHEplWloTkRyuHq9Ut8QqAGKTBj2Lw/C3MLWnQOjNbIbVgYC9tPvJPvJjtoMZUKRgApJgN+O1tl4VkQzsR9QD4xgioYgmImpIydW+Z6VygogHKZ0I1rhshxJjQDxZSkJsBuxbRv7BUHB0wsMKSgoYveyoDATUvYrRZQQKejHJWKlBYIC+qyiVOWIVIZVPQt7e2Q7FFfk1ww1aLNxXJj3lz40Bk67K6mWPYhVfgEjit7sPn/6MmX9kqfquwK7HbY9ILkyaVipzNBFRKglilWKVXA6etcmN1TUZZLVtGJe+8QoR0vayiqfnkgEdvfXgB1y6T6IS9+kzeumR7HnqTllrX6lsSescEaUGGyk8BLPg62yHkTneDcAug9bXSfdKnGgULAErThX7XrNGuIXgOjDG8MP7v/DJc1/S2tTK4iuNZfEVRvPfQ29JYcO9d/o9x+LPy9KqHaWySBMRpXrDvy0EdofW53A/wuf6hGyvu3+NqadPsYY/B+KvNEkFY2D6ZD+z//GxwXYNpGx0In9fRBZmNvXVDVyw65X89tkf2B4bMDiOwTjZ/zl+8NRnrLzh8rG4lBo6NBFRqhdEBEomgm8NTNP/YmXRIXeTknBsM7y22Cx6N8/DQPir1Ie1CBEoKI5y8eFLcdzl09n10JrUJCNNT+G0fuDuoWOP5MXrbKZ8724jEY3k1hLoF299nea6Zs5+8MRsh6JURukcEaV6ScRC8v+NVL6JDP8KGf4t5B9C7v45tSUeAtYokKKsRtMTb2zz2/uvHE1TQ4qW0JrZEPkBnJmY0Dfsf+KXXPXkZPIKcisJafP2wx8y+dsp2Q5DqYzK1XdOpXKeiCBWCWIVIvn/znY4STDgzIn1kOQWYyDYCqus30Rrs8U1p66V8loebT0sy6/ZzHGX5VqROpdYwpsPvJ/tMJTKKE1ElEoB8SyJlFyJ+yeVy2P8udkTIAIjx0a49tk/eXX6FC56cmcs/4ZpacuyYOu9aimpCKfl/P1hHEP17Npsh6FURmkiolSKSN5uSMVz7mTWttUaojtI95bQCA2XpHVuimXD+tvUpe38fSWWUDGyLNthKJVROllVqRQS74pI6RXt35vIP5jqvcHUkZuTWXNZenssTrlmJqPHhbnvypHkSm0Y4xi2PXTzbIehVEZpj4hSaSSeJZCKZ8BeLtuhqEVYFux30jy22H1BtkPpZNwqY7MdglIZpYmIUulmFUD0r2xHoboxZ7qXT18vyXYYnURCkWyHoFRG6dCMUunW+hq5Okl0qDEGaud7eOLm4dRWeTAOhEO5MSwD4Mvz6aZ3asjRHhGl0sxEq8ntlTRDhwiUVkY49tJZ7H3sfL79sAgnmjuJSKglxCfPf5ntMJTKKE1ElEozsUehPSK5w4q96y21UgunXTs9u8F044p/30Dt3AXZDkOpjNFERKl0C2wP+LIdRbeMSVEF0wHI9sCG29czYkww26F0Eg5HePWed7IdhlIZo4mIUmkmVhFSdGYP91qAHzxrZjKkdiKkboO5AUgsWG3DpmyH0ZmBb978IdtRKJUxmogolQFScDBSPBGs4Z3v8K6GVDyBVDwE/i3bjs54fEOZm4jlVrdQrm3Ip1Q66aoZpTJE8veEvN0g/B04DeAZi3iWWXhA6W0Q+hTT9BCEPqB3u+SqvvrtmzyWWbWF2f/4aKq3yXoiKLDapitlNwalMkh7RJTKIBEb8a2NBLbonIQQ29XXvzFW+Z1IxVNumXj3nswHOoj0NAfGGPj5y3zW3KSJQ86aQ1O9h5x4rQ3sdPQ22Y5CqYzRRESpHCTeVZFh7yGlt0L+keDbFKzR2Q5rQBLpORkZu3Qrx18+k79/95MrwzOVi5UzctzwxAcqNUjo0IxSOUrEA4FtkMDCT8fGhDFVu2ql1l7qbkKuCBSXOxgDP31elPmgelA1s4YPn/6MTffaINuhKJUR2iOi1ABhTASC74J3RXJ1OfBAIwKRsPDLlwXkxLBMzMQDbmT+jOpsh6FURmiPiFI5xji10PI8JvIHSADxb42xFoMFR0B0OlqlNbXmzfDS1JBbr6njGF69+20OuXjfbIeiVNppIqJUDjEtL2PqzgHCuB2Wgml+BPCycBWNLu1MJdubG3NDOnKiDj9/8nu2w1AqI3RoRqkcYUJfYepOB0K4EyejQNtOrGE0AUmP4YuFGb1kK0huJSS2rW/PamjQ33SlcoRpvAP9k8w8y4J9T5gHJnfmiIgljN9m9WyHoVRG6LueUjnAmCCEPkZ7PTLPONCwwGa51XOj1LsIBAr8bHfYFtkORamM0DkiSuUCEyRX6lgMNc/cOYx7Lh2dG0MzAoGCAJe/fB7FFbmzpFipdNJERKlcIEVgDQNnfrYjGRKMcXsefv82n7svjRWKy/LQzGLLjWS7Q7Zk+yO2pGx4SVZjUSqTNBFRKgeICOQfiGm8kfh7zFgJ7lfJaCtwNmxMkOcm/Uiw1eajl0u4/78jaarLztviybcdxZpbrpqVtpXKJp0jolSuKDgMvGvQ9c8ythFb/mHgHZ/5uAaxiuFR8osMZcMi7HhQNQ9+9htFpZHED1RKpYwmIkrlCJEAUn4/UngyWJUL7/Cth5Q9gFV8LlbFIyDabZ8OHg/kFTnscdS8jLdt2RbLjV8q4+0qlQt0aEapHCISgMJjoeBoMA0gPkTyOh/k3xxaX0ZX2KSeCDx/77CMt+vxeSgoKch4u0rlAk1ElMpBIlaPPR9ScBim9aUMRzS4RSPuxNU/f8mjrtqb8fZDraGMt6lUrtBERKkeGKcRIr8CAp6VECs3PrGKdyUouQZTdxbuxNW2yasS+9LJrL3x6sPlPHjNSGrnZT4BaWN1tz2wyojauQt4+6EPmfXXHArLCtl83w1ZevVxGY0hGo3yzZs/MvWnafjzfKy/y3hGjhue0RiySYwxObB4vnv19fWUlJRQV1dHcXFxtsNRQ4QxLZiG/0Lz00AwdmsA8v+NFJ2OSG7sfGuiczDNT0D4W8CD+DfBNL8I0Z+zHdqA8dRtw7jnstG4NVyylwwECvy81PBw1tofqp676VXuPOMBHMdg2RYYQzTisPEe63LOQyfhz/OnPYZfPp3E5f++nvnTq7FsC+MYDIYt/70xp951DIH89MeQDr25fmsiolQHxoQwNYfGLu6L9ixY4NsQKbsbkdzarbWNU385ND+Q7TAGhAXVNvuvuTLRSG70Rjw67Q6GjanIdhhDxnuPf8IV+9/Q7X1iCVvstxHnPnxyWmP4+5fpnLDuOYSDYRyn86XYsoR1d1yLS188J60xpEtvrt+6akapjlpfhfDXdD+84bhl2IPvZDqq5Pk2y3YEA8b7z5Xh5NB83w+f+izbIeSMUGuIGX/MYu4/80nHZ2VjDA9e9AQ9jYgZx/DuYx8ze8rclLfd0cOXPkWomyQEwHEMn7/8DZO++jOtMeQCnSOiVAem+QniFw2zMM1PIoFtMxhVfMaEcXfpDSD+DTAyHEzml6DmOuOAdPjoNX+WF9tjiIRzo0ekalZ1tkPIupamVh6++ClevustmutbABi7wmLsf94ebH3gpilrZ8Yfs5jxx+y4x4gInzz/JXudtkt7bL99PplIKMLSa4yjYlRZp+PDoTAzJ88BYLFlR+L1xZ9z9MWr3/LBk/GTT9tj884jH7H8Osskekq9FgqG+eyFr5gxeTYFJflsvPu6VC6WnR45TUSU6ig6g/iTPR2ITstUNHGZ0NeYxrsg9AFgwBqNFBwExedD3Sno3jWdNTda5BU6iLjLdIvKIjjRbCchhiVXamXrPWuZNqMhy7FkV2tzkDO3vJjJ307BiS78G5wxaSZXHXwzc/+ZzwHn75matpqCCY+xLIuWxlaikSgPXvQkz930Ki2NrYA7dLPJHutxwi1HUlxeyGMTn+O5m16lvtr9GRZXFLH7STvy73N3x/Z0Hcb959fpXLzH1QljcByHuqr6Xj67xD594SuuOeI2GmoasT02juNw2yn3sfMx23Lc9Yfi8WY2NdBERKmOrApw4nXHSudiY1liWl7C1J2B23sTSzicWe4kW98GUHIz1J0BtGYxytzy4csl1Nd4WGvTRgqKo5QPC+NkfYGR8O+T5rLZrnX88sPf2Q4mq1645XX++OYvzCLDFG0jM/df+Dib77shiy0zqt9tjVxyOB6vTSTc89hcNBJl8RXHcPVht/Luox/RcYTIOIaPn/+SP7//m7HLj+bLV7/rNIRUX93AA/95gklf/8nFz52FZXWeBfHM9S/jJPHLZxzDh099hsfrYcnVFieQH2DZtZZkubWXdreF6IPv3/uZi/a8uj3eaGTha/Dy7W9iHIeTbzuqT+fuK50jolQHkrc78VdPmNgx2WOcGkzdObgJyKJvpAZCnyHOdMjfB/0TX2iH/WvZ94T5tDZbXHToklx72hJkZ6WMcb/EcMT5s9hs1zoAVlj1bYwZuvVEXrz99S5JSEeWbfHaPamZn1VUVsjm+23krpTphohQUllM2Yhi3nmkcxLSxok4zP5rLl+88m2P81g+f+kbJh5wY5ek46NnviAaSS4LjoSjvPnA+9x5+oPceOxdnLDeuRw7/iym/T4zqccv6r4LH3d/67sJ2RjDK3e+zdx/Mrv5pr5LKdVR3p5gj8Hd32VRNthLQ94umY6qs5ZnceeE9MRgmh6CwN5oTZGuVlq7ietfmsyYpbvrLcrEcJaw0Y51PPDZ7+xz/MI3fNtqxrS+kYH2c080GmXeP1Vxj3EchxmT48/r6E6wJci3b//IZy99zeypC3s7J1x1IMPGVHRJRizbwrItzn7oRN55+CMsu+dkNZmJtO8/8Sm3nXJf55j6WcBu6k/TOHWTC5k/o3fziqpmVvPrp5O6nRzbRiTzE6c1EVGqA7EKkfJHwLtm2y20f2r2rYeUP+SWYU8jYxxM8BOcuv/DWXAGpvE2THThG6gJ/07CT/LOLMQzFgraulizPRcid9geCOQ5HHLWnNgtbu/EYku1cszFM7nyyT85+uIZpCspKakIc84t0xi5eDcXo6aHceouwKmZgFN3Hib0ZVpWjeQay7Lw5cWvz2PZFvnFeXGP6ailqYU7z3iAfUZO4OxtL+X//nUVBy99Audufxlz/p5H+cgybv5iIjsfvQ3+tlodAutsvwY3fHwp62y3BvOmV+FE+//6v3DL60z6euHql3ErjUGsvv9NOlGHxgVNPHNd7yosN9Q2JTxGbIv6msa+htYnWkdEqR6Y8O8Q+tr9iOBbD/GkfuZ6lzadGkzt0RD+AbdXZuGfpxRfiOQfgFN3fqxXJN7aU0FG/AR4Mc2PQdPN4LR9evKDVQJObGWNlICpS8vzyWXRCOyz6srkFTr867Aq/nV4Fb7Awtf7lF2W5rdvCtPS9unXT2PbfWt7uNfG/dnG/vVvgZTeBPggMsmdw2RVutV+B1FF1qsPu5V3Hvkw7pDFZntvwMglh7PCesuywS5rdzsRdMH8Oh78z5O8cvfbnSa9thFLKK4o4s7vr2lf+RIKhqmvbsCyLZxIlMKyQrw+DyducB6Tv5mSkudXXFnMY9Nuxxfw8cb973HN4bf1+5yFpQU8V3N/0sc31Day94gj4g8LCZx65zHseORW/YpNC5opNQAZYzA1/44lId0nGVJ6h3vsgmPinMkG30ZY5fdgWl7G1F0ELDLz3rc5FF8MCNROgOik/j+BASgUBJ/fnRDZ8Zo+f5aXwzdegVBrhx6xFBHLsOp6TVz9zF9JPsJy68M4s9xEpI09Dik6FwlskdL4suWfX6dz1OpndJs8tLFsC7GEaDhK5WLlXPTcWSy/9tLt9y+YX8eJ65/n1h+JM/wA7rLgO767Gp/fy4zJs3no4if54MnPiEaiWLaFx2sTag2n7PkBnHbPsexw+JZEo1Eu3ec6Pn3+KwymX51vb0af7FVCevn+1/PR05/3mIz483w8Oece8ouS733qjhY0U2ogCn8Xq+jaU0+HhWm6Hfybgb0M3c9jAXCQwqMxra9j6k6jSxICEHofavaClqeHbBIC3SchAC8/WBGrL5L6HgfjCLXzFy5YNIZuJ0Mu5EDoPYj80fnm6D+YBcdgWt9KeYx9NfWnf7jpuLs5es0zOGH9c3n40qepmdNTz09nrU3BuEkIuEMS0dhKl5o5Czh7m0v487sp/PPbDOprGrj/wieYN60qYRICMP33mVw34Xam/vQPx69zNu8/+Wn7ChIn6qQ8CQG4/dT7qJ1Xh23bXPjEaRxz3SH92lOmbGRpr3vFjrjiAApLC7rMjWk7zwk3H9HvJKS3tEdEqRzhNFwNTfcRfyIqyPDPwYQwNYdD9E86D+HYSMnlENgVM28LMIkm97UNAwxtiyYjR22xHP9MSs+bsViG8Zs1cPkjU1NxNrCGIcM+yPq2A8/e+Aq3n3o/tsdq/7RtWYI/388Vr57HKhuvGPfx1xx+K28/HH9oJi5xNw+MNxGzO2NXWIyZk2cnTIJSZbFlR3HrV1dSUJwPuD2hTXXN2B6Le897lBdvfSOpeUGWbXHA+Xty8EX79DqG2VPnctcZD/LJC1+1J21LrDSGQy/dj413X6/X5+tOb67fWkdEqVxhkqz5YYKIPQoqX4LgB5jg2+5tnuUhb0/ErsCEvkkiCYHeJSHCYC2SJgKRCHhi74jhUPo6i40j7HBATarO5s71CX0K/k1SdM7e+/69n7n91PsBOiUSjmMINgc5b6eJPPL3bRSV9TznZvK3U/uehID7UvThc/X0Pi6D7atZf87htXveaa/YKiIUlro7ex9z7SE01DTy7qMfY3vsTjU+OrI9FiOWGMbuJ+/YpxhGLTmC/zxzJrXz6pj79zzyi/MZu/zorM05ysjQzG233caSSy5JIBBg/PjxfPTRR5loVqkBRTzLk6g3BCluL6gmYiOBLbFKrsAqvRYpPAqxYyWanVRd6Dqwxqb+nDkkGnG/AFZcqwnL6nhRS1UCZigojtDUYBEOpfBNP9r7Za2p9Mz1L/dYk8NxDK2Nrbz1wAdxz+EvGJi7zPaWwfD6/97t9j6P18O5D5/Mnd9fwx4n78hWB2zCqpusSF7hwpV6YglrbrUqa2+7Opftex3/t9tVvP6/d2ltTlwtdlFlw0tYYd1lWXyFxbI68TntPSJPPPEEp5xyCrfddhsbbbQRd955JzvssAO//voriy++eLqbV2rgCOwEDVeAaaH7C58F+fshEn8PCwDs/lef7MKZkfpz5ghjoHqOh4IiQ0lFlO0PqOadZ8o7HJGqN2mhqd7mulMX541Hy7nisakE8p32GPp8LbCyu2vvt2//GHdow2D47t2f2OOUnXo8ZpM91uf3LyYnNb9jQDNQMzv+vJmlVluCo64+uP37YEuQ37/4k1AwzB9f/cX9/3kcy7Jwog5iCZ+9+DUP/OcJrn7nP4xZbnS6n0HKpb1H5LrrruOII47gyCOPZMUVV+SGG25g7Nix3H777eluWqkBRawCpOQ63D/LRcf7LfCsjBQcl9zJPCuDlepEf/AWRxOB0eMilFRECYdg/swkkr2+twbAb98UcNfFbsIYjUCwVbopOW+RzNu0abwdE/4xtWEuoqWxhemTZlLdzUU04ZwGQ6fqojP/nM2HT3/GZy99TVN9MwDbHbZ53KGbQUOgYnR54uM68Of5WX3zlQG4//8ed1/PWOLXlrjVzFnAOdtdRjiU+km26ZbWRCQUCvHNN9+w7baddyrddttt+fTTT7scHwwGqa+v7/Sl1FAigS2RiifAvyXtf55WJVJ4ElLxMGLlJ3ceEaTksvQFOoh5ffDFWyVYdno/mTuO8OYT5Syosmlttjhr76WpntOhk1rKoeBIKL4k8ckiP2Oq909LMlIzp5brJtzOnsMO5/AVT2G/xY7ipI3O55u3fmg/ZuUNV+hxaAbc4YRVNlqRuf/M56xtLuHQ5U7i0n2u4//+dRX7jprA3Wc/TEFxPmfed3TK4881grBDH2t0PPnfF3oeAos6zP1nPp8+/1V/wsuKtA7NVFVVEY1GGTFiRKfbR4wYwZw5c7ocP3HiRC6++OJ0hqRUzhPvakjZrRgTBhMCye/T+K3418eU3gULTgZaUh/oINZYb2dkZ95wyOL1x8p599kyisujVI5yJ6lIxbOId5X244zkY+ovAbOghzM5QARTf7mbyKZIzZxaTlz/PKpm1eB0mEg66YvJnLv95Zz7yMlssd9G7HHKTnz/3s89nsfjtVl/1/GctOH5LJjXuXhesCXEU9e8yMzJs4m0zsQdlhw8hdo6smyLscuPZocjtuTP76by9sMfUldVz7AxFWx7yOZxh1Ui4Ujc1xjcSaxfvv4dm+2zYapDT6uMrJpZ9E3UGNPtG+u5557Laaed1v59fX09Y8cO7glySvVExAvJzAeJwwpsjjP8O2h9GlrfAKLgNEPkRwbzUEt/jVkqyPcfGaJ9SkZ6dyG9b+JoVl63kf/c+zciFvi36pSEAEjezhhsqDs5zpkcCH+HifyNeMb1Ie6u7r/wcaoXSULAnYCKwHUTbmf9nddig13W5qiJm0HroyyzagufvF7M1+8WM2eaj2jEIhyMcO52l1E7d0G3c0CMMXzy/Jexl21wJiEiwob/Wofjbzqc64+6k/ce/wTbY7XXkHls4nPsddouHHX1Qd1eH3taQdORMbTXWRlI0pqIVFZWYtt2l96PefPmdeklAfD7/fj9Q2PmtFKZYlmWuxNvvltvwKk5Gk1C4tvxwBpe+N+wfpwhuWTEsg0XP/A362zR4E5UDeyGlHQ/FCPOfAwWCX920ZmQgkSkpbElfl0PA63NQV7/33uM36yO3Q+6jfuvHMZZe7V9qu/8/KtnJVHYbJDOU937jF3Z7cQdGD62kpuOv5v3n3SnJiz62j593UuUjShhnzP/1eUc/jw/Y5YfzYw/ZvX4OhnHsFyHSrMDRVrniPh8PsaPH89bb3Wu/PfWW2+x4YYDq+tIqUHDCqBFleMbt0Ir+54Q22hQend1vPyxKRx54WxGLp5gOaXALhPWYL1/HYdV8h9k2AdYpVch0sOHMauMpBJIq3cTIXsyf0YN4WCC4noI/zv/fwwruYjn7i7liVuG02mjSAXAsmstxfCxldTOq+PVu9+OuzLo8aue73HC6R4n97zqSAR8eV62PWTz/oabcWkfmjnttNM46KCDWHvttdlggw246667mDZtGsccE2+vDKVUuoh/a0zra9kOI+cddu4cRi0R4vGbhzNnWlty0HYBcS+0lm1wogu/zy+KsvoGTay5USO7HVHFpUeO44u33aqSx18+g5GLh3j32TI+ermE0cuOZMK1ZyJ5SfYC+7cAAkBPhe8E7CXBs0KvnmddVT0v3f4mbz7wPvXVDQxfopKdJmzDOtutnvCxxhiWXbURDDxyQ9debuVaZs1xAHz9+vcJi7Y11DTy2+eTWW3Tlbrct+OErfjh/Z/54MnPEEvaExrbYwHC+Y+d2l4cbSBJeyKy7777Ul1dzSWXXMLs2bNZZZVVePXVV1liiSXS3bRSQ5pxaqH5CUzLi2Dq3U3S8vfD+LcGaxQ4cxi0feEpIAI7HFDDdv+uYfY/PkKtwq9fFfDyg5VM/S2Ax2dYf5t6HAc+ebUUyzbsdGA1Xp/7mopjuODuvzlswxWone9l2uQAOx1czbpbNbD3sQFmT6/C528GkktExCqEopMwDf/t+Ziis3o1sXn21LmcusmF1MxZOHdj6o/TuOXEe1l6jXEsO36phLvP1szzcuHBS9JUp4W6F2XZFqtuuiJjl18MIOmiY8GWULe327bNeY+ewno7juf5W15j6k//4PV72WSP9djjlJ1ZarWBeV3VvWaUGoRM5G9MzQHgVLOwOz82v8C7LoT/ABZkLb5c09tiYm3HRyPw4cul/PeExVlq5RauefYv8goWfuKNRuGxG0fw6A3D2WbvWk691i0KF41ANCr4K05HCo/qRbsGmu/FNNyMuxIqVnZfypCSi5DADsk/CeCE9c7hj6+n9FgHZLFlRzJzctcVjt1Ehg7HdFU+qowbP7msfWO7Xz6dxCkbXxD/QQKP/H07w8dWZiDC9NG9ZpQa4Ex4Eqb5YQh94t7g2wDJPxDxxt84DNyLlak9PlbmvWM3cOz/4S/Ri0ZnvV0d3fF4n8/hgNPmstcx89urpLaxbVhzkwYevnYES664cEjF9oDtMZiWp3qViIiIW1sk798QfM/9GduLgX/T5CrudjDp67+Y9NVfcY9JLgmB9P4+LZokDYzf3cKyAu749r+UjShtv22lDZZjseVGMevPOd3OE7Fsi3W2X2PAJyG9pYmIUjnGND+LqT8XtwcjthSv5VlMy9NQfDmSv1f8E4S+hOjkRK2kINLBo6/l1S0bNtyhno127Ln4ogh4fYat9+68/48x8NELzXz+4U2MXmok2x22BSOW6H6ljjEhCH4EThXYI8C3EZK3c+8D7uC3z//o1+MzZ2AkHh1ZlrDZ3ht2SkLqquq56bi7mTl5drd/fpZtUTq8hJNuPTJzgeYITUSUyiEmPDmWhBg674zr/t/Unw/eVRHv8j2fo+XZtMY4GPV1j5e2x9XX2Ez5LYDHA8ut3owv4F5polH44ZNCzrxpGoUlnXtLjAO/fePlvcfcXq+HL32aQy7elwMu2LPzcc1PYhquBtOhEJhVAUUXInl9230VoLUpyd2eVa8ZA/86frv275vqmzl1kwuZ+eec7pMQS9j1uO3Y75zdqRhVlsFIc4MmIkrlENP8CJ16QrqwMM2P9FhrwrQ8B63PpSs8tYhIGJ66fRgPXTOKaMTNSgqKo+wxYT77nTQXERi/eT3Lrd71om/Z8MuX+Z02i7v//x6nYnQZ2x++JQCm+WlMfTdzCpxqTN0pIDYS2K7r/T1oXNDEG/e9x3tPfELt7AW9eq4qeafedTRLrrpw4ujLd7zFjMmze1y26ziGz178ir1P3yVTIeYUnayqVA5x5m8H0anxD7IXxxr2dpebjVOHmbcx0PvtwFXftA3pvPF4GdedNpa2YQQRw5Z71nLmjdO77W2JRGDqr3mcsP2ydBp6EBg5bjgPTL4ZkQhm3kade0I6EbBHI5XvuBVZE5jxxyxO3+IiaucsSLxJneoTEWG7w7bg9HuO7XT7IcuewKy/5iZ8/OhlRnLPz9fh9aVz08XM6M31W6saKZVT+jEe3vIi0P2yP5UebUnGdvvVcv2Lk/F4YzuiGuGdp8v57ZuumxQ6DtRVebj86CXo8vM2MGfqPKb/PhOCn8RJQmIHR2dC+Pu4MTbVNTH9j5mct+MVLJhXp0lIGoklWFbXv+GkqsoCs/6cw8fPfpnqsHKeJiJK5RL/RoAd5wAb/BtjTCsm8hcmMr39wmKiUxI8Nsa3qbuzq0qpFce3cOo109u/t23DG491fp2NgQVVHo7Zejlm/9Nz/ZBgSyi29DoJPRz3z6/T+b/drmL38kM5fIVTmD1lbqdhIJV6xjFUjqkA3Nf/0xe+4rt3f6Kooijpc3zy/BfpCi9n6RwRpXKI5O8fmyfSEwNOM2be+mCa3ZvspaDwOJB8kloNU3iG+9ja/dE9Z1JHBLbaawGP3zKc6ZPziEaFOdN8XY4pHx6hcmSE+pruu989Pg+LLTMS7JHJNRw7rqG2kYcueYq3H/qQ5vrmhBU8VeoZYygfUcJJG53Pb58tXJXkz/fFeVRnzQ1DbxKxJiJK5RDxLA0l12DqzsDttm+btGoDBqyR0PoinRKI6FT3+Lz96XmSawc1u8ZOuRRE/47duEjRM9UnInD3e3/wzQeFPHzdSEoru9+rZdjoMFN+zetyu2VbbHXAJhSUFGDM+mANc5fsdptgivsz9KzCrL/mcOz4s2iub0ntE1K9dsOxd3epbhtsTn7IdMQSQ6uGCGgiolTOkbydwbsypvlRCLm7dOLbABBofoiuiULsItXyGEixW849GdG/3XP5No9d7AT8G0LTw0BT/5/IECUWrLlJI2ts/CeTf+qabACIbWN5LJwOvRaWbTFqqRFMuOpA9xjxQPH/EZx7Mp+8WspX7xYSDlkst0Yz2+xdQ3G5w5yaCSxWCWdtfYkmITmkP/Nwtjt0ixRGMjDoqhmlBghn3sbgzItzhI2bpPT2T9qHDP8EsUowJoqp2jWJgmgqEcdxe0i6WzVjDETCNj98WsBzd1Uw6YdR7HTUNux95q4Uly+cTzB90kzO3uYC5s9oxLIMbe/WtscwdpkQU38LJLUfjBoYKsdU8Ni0O7IdRkpoiXelBhljQgmSEOh7tdQwtLyAyd8bU3uMJiEpYsVZCuBWW40yfvNG1t68HvJ3xCo+oNMxwZYgZ21zKdWz3N4px1mY0UTCMPW3AACTv9UkZCARkR57TE646fAMR5MbNBFRakDwxr7CcY4Rt+KmU0NSc0U6PM5EfoP6yyA09GbsZ5O0DbM130qQtXjv6TBfvfE90XAEsSyqZvS0cqZDN0vO9mmrLgQqFytn/oxqbI+N4zjtP8ljrjuUjXZbN6vhZYsmIkoNBKHPQErAVMU5KOpOWG26sZcnd6Dledwrmk5UzQZjLL57+SyuPXIMYsU+MWuCMeiICDd8ehn//DKDj57+nJamVhZfYTG2P3xLhsWW/Q5FmogoleMWboIXj+3uQVN4LIjBNN7k3pZ0z0hvelBUqok4LLvqAmBMj2XA1cC3zxm7MnxMJcPHVLLOdmtkO5ycoYmIUjnMRKtje40kuDj51kVKb3RLfReeAL4NMM0PQ/gHMBFw5iY+h8oqr89BxGDMwNttVsXnz/ez71n/6rKhoXJpIqJULmt5hoTDJVKBlN3fqXaB+MYjvvHt35uWVzF1p6M9H7mrsMTw0Fe/ctZeyzDr756rrqqBw+OzOeX2o9hkrw3IL+p+KbfSEu9K5TQT+YOE+8+YajDxa0hI3o7g3zbxuVRWDRsd4ebXJpFXoAnjgNPhT8uyLbx+D5e8cA7bHbalJiEJaCKiVC6TAImTBwFJvFuneFdM4lwq2wqKDRP+MzPbYag4lh2/FBLb3G74EpXsfMy2bLTbulSOKWfUUiPY/cQduOfn63UeSJJ0aEapHCaBbTAtT8Y5wgb/pkiCRMSE/8CEvkVXxQwMO+xfy+dvljB9sp/Z/wSyHY7qYJVNVuC69y8hGokSCUfx5/m6lHRXvaM9IkrlMt8m4Fme7nfVFcAgBUfFPYUJ/YCp3gtCH6UjQpViIm4xtEsf/JtdD6tGRCcZ54rN9tmQK145DxHB4/UQyPdrEpIC2iOiVA4TsaDsf5jaIyHyG+6fbFu9Dy9S8t9Ok1IXZYzB1J0JhNDekNxjDCyo8mAMlA2LtJeDNwbmzfAwboVWbn97ElN+CXDnRYtRV+NBh9cyK68owNFXH8za263BiCWGZTucQUkTEaVynNjDoOI5CH2GCb4NJoh4loe83RCrJP6Dw1932GFX5Qpj4JWHKnjmjmHtK2RGLh5kz6Pns/Mh1YjAiLERKkY2MmOKn5vPG0uwxUKTkMyyLGGvU3dhp6O2yXYog5omIkoNACIW+DdC/Bv17oGRv9ITkOozY+Cmsxfj1YcrOw27zJnu49bzF2Pyj3mcdt0MADxeGDYqzP4nz+XpO4ZRV514UrJKDcu2GL3MSPY4ZadshzLo6RwRpQYz6fuywdzdl3tg++6jQl59uBKgc/EyI4Dw5hMVfPXuwh14C4od9jx6Pne8/QdLrtSMFqZLPRHB41v4udzjtdnqgE248ePLKCwtyGJkQ4P2iCg1mPk3I+FmeVLsfjkz2m8Kh4R//vCxzCrBtIc41Lz8QAW2bYhGux9msWzDyw9UsO5WDe232R4oqYgw4cLZnL//UoBWYE0Vy7bw+jxc98ElGGMIB8MsvuIYiiuKEj9YpYQmIkoNYmKVYvIPgub76OmTtBSehBQcjBP6DpqfgsjPeKWOZVYLgDMbaM1ozIPd1N/zekxCAJyoMPW3rj1ZtgfGb9bIqCVCHSqvGnTeSPLKR5ZigNo5C9pvW278Upx02wSWXWuprMU11GkiotQgJ0VnYEwTtDyBuwxYaF9BU3Ac5B/kHieB2GTYOqBt91e9yPVHU4NFXoGD1WEQ3K2aGi+BMOQV9lxZdamVWzokIvrzSdYme67P6fccQ6AwwG+f/UHjgmZGLTWcJVYam+3QhjxNRJQa5EQ8SMmlmIIjMC0vglOD2CPdVTf2SACMCWJqjwBTT+eeE52P0Fs18zwUlkTw+aGgyKG5UfD5DZ7YPNONd1zAX7/kxX1pl1iu516oJVdqIRQUvn6vGKc9X9GEJB5fwMsZ/zuuvdT6KhuvmOWIVEeaiCg1RIhnHFJ0Uvd3tr4OTlVmAxqkyodHuOHMxTjm4lnU13r47I1iPnixBBFBxPDnT/mxXXahpwTik9dKWVA1i9LKSKfbjQO2DV++nWDZturkoP/so/u95DBNRJRSmNDnuMM2utlafxkDW+1Zy/HbLcuMv9rKs3eXcPTUJSJEI4Zn7qrkiPPmdDrvP3/4eeS6EakOeVBbZs1x1M6p5dfPJrHi+stpJdQcpMt3lVLuR22VEiJQOSoSS0KEnodN4l8Q33isHGMgEobJP+Zx1t5LcfSWKxAO6dt2b0z5cRov3PoGJ290AedsdylN9c3ZDkktQntElFKIb01M63PZDmPAMgZ++bKAVx8pZ/rkAB6fQ//mbQh11V5eeaicOf/4eO6eYThxVtqonjnRhUn29+/9whX738DlL5+XxYjUojQRUUpBYBeovwSIJDxUuYlHWw+/48BNZ4/htUc61AdJ0UZ1D187ktr5HsQC42gi0l9O1OHLV79j6k//sOSqS2Q7HBWjfXxKKTDN6PyQ5EQXeZmev7eS1x4pj93XtmtdapKGxZdrAUSTkBSybIuPn/sy22GoDjQRUUpBZBK6VDc5M/70t/eGRKPw9G3D09OQGNbZsiHxcUOMZVsUlRey/WFbUlCSD4A/309haUFS1VAtSwg2a8XgXKJDM0op3DLwKpG/J/kItlhEoxBsFubN8lE9N9Fr15bgJd+rYdmGDbevY7nVW/oc60C3/HrLsOK6y/Luox9RX93YfvuaW67CSbdNYPTSIzn93mNxHAcrVjGutTnIXsOPiJtoRMJRllhZi5jlEk1ElFLgWw337UDniMTT0mix7Oot2DZEIoITSSa56P2wimBoqrd44ubhsZojQ29oZtIXf7LJ7uvz+My7+PXTP2htamXxlcYwasnOy5etDmVrA/l+tjt0c16+861Ok1TbiAj5JXlsutf6aY9fJU8TEaUUInkY73oQ/iTboeQsY6C1ySYaBo8HisscHrymjPzCKM2NdipaoC1piUYtvvuoOAXnHNjuOedhVt98JVbffOWkH3Popfvx3bs/M3Py7E7JiGVbiMA5D56EP88f5wwq03SOiFLKlbdztiPIaSKw5qZN+ALw42f53Hj2Yrz/XDnNjRapmV+TTK+HSVFbA4PtsXnh1td79ZiiskJu+vRy9jptFwpLCwAQS1h3xzW5/qPLWH/n8ekIVfWDGGNy9re6vr6ekpIS6urqKC7WTwdKpZOJVmHmb0z7hniqi2gErjttLG8/Xb5wqW673s8FyT25t5vvqKVG8OCft/TpsdFolMbaJgIFfu0FybDeXL91aEYpBYDYlZjAHtD6dLZDyRmOA7Om+vjuoyL8+Q7T/gjwzjNlAIskIW1y6yLeN7mVjHh8fb9M2bZNSaV+iM11OjSjlFrI1GY7gpwiAqOWCLHTQdVsuXsttqdts7puj2bgDpsYNv9XLXe88wfb7VfDiuObyIXnYtkWG+yydrbDUGmmPSJKKQBMZBoE38l2GDlFBOzYu6Rlw2HnzKG5webF+yp7ekTGYksdw44HVnPyf2cCcNp1MwCor7W55dzF+ODFsqxEJSLYHoudj9kmK+2rzNEeEaWUK/RptiMYEA48bQ62J129BZnuhTCIZTj8vNld7ikqjXLu7dPY6aCqDMfkTi71Brxc/PzZXZbrqsFHe0SUUi4TYmAPL2RGSUWUVdZt4odPC9Nw9kz2qBgQuPGlPykq7a7mhrtk+bjLZvL6Y+VEI4k/t9pemyVWHMOcv+fR3NCS9K+SZVsstuwoho+tAGC1zVZmhyO3omx4Sa+ekRqYNBFRSrm8q6FJSHLyi7ruy2PZhuLSCAuqc7dKrdcXpbg8is/vsM6WDexyaBWLLxvq8XgR8Hhh9wlVvPtMGcPHhGiss5nxl4/hY8JccNffPHj1KL5+rxjLtlh9s5W46s3/A+Dp617izjMeTCoux3E45Y6jWG3TlVLyPNXAoomIUsrlXR08Kwy6fWc67pSbKjOn+Dp9b9mGotII1z7/J5+9WcLjNw2nsS733l7DIZuWJsPGO9Wxyc4LyC9MbqPDPY+exxHnz6atiOmUXwPMm+Fj2dVaufShqVx44JJ8/X4x/zphh4WPOXVnPnvpa3784NeE5z/4on00CRnCdI6IUgpwJwdK6Q0g+dkOJWdFIzDpuzw23KGe8hFhRAzFZRH2mDCf29/6gzFLh9j72PmUVoazHWqPFlsyxN+/BThrz2X43xWjk3pMaWWUDpXUGbdCK+ttU+/eZuDoi2ex23Grs/7Oa7UfIyJMuOrAhOcuHlbM/ufu0dunoQYRLWimlOrEqb8Gmu9mMPWKpEI0AsFWi5lT/Cy7mrsZXXe9LdVzPey/ZvIlyZOTmtoeIoaHv/6VeTO8nL7HslhWlBen/IJl9b/XyBgQ33pI2R2IVRC7zXDShufzxzd/4US6L5R31H8PYu8zdu1f4yrn9Ob6rT0iSqlOxKM7ky4qGoW/JwVorLPbkxDo/uK9YH46hmTaGupfcmiMcNq/luG1xyrYYLs6HMfmvWdLe0xCevMxVQQIf4Gp2hUT/AxjDCLCRc+eyWJLj3SPsdyGbI976dn+8C3Y8zTdWmCo0x4RpVQnxqnFzNsYyN3hhVyWfI9IWy9HKkrD96LHREysScH2OBSVRrjovr9ZcXxLokf2jm99pPQ2xCok1Bri/Sc+5b3HP6a+upGxy49mhyO3YrVNV0JSPYFH5YTeXL/Tloj8/fffXHrppbz77rvMmTOH0aNHc+CBB3L++efj8/kSnwBNRJTKFqfhRmi6NdthDFhHbro80//003Ny4CYOXp/DSus08s8feSyYn/xqm7Z9bizb4ETbkpn+JTLHXjqDfx1ek9qJvb6tEP/6mJZnwKkCaxSSvw/k7YaI7v0ymOXEXjO///47juNw5513sswyy/Dzzz8zYcIEmpqauOaaa9LVrFIqBaTwJBAb03gH0PPyTtVZ25yRi++fypfvFBNsFT5/s4Tfvsmnc6Lg/j8cEn74pIgTr5xB1Wwvj980AmN6zgQs2zDxiT/54PlyZk71UVQaxTjwyWv9rbch5JWujcib/TzPIkLvYEIdqvU6VZj6n6DhRkzpjVj+dVLbnhqQMjo0c/XVV3P77bczZcqUpI7XHhGlsss4DW7Zd6cO0/oZhN/Ndkg5Jd7SYMcBJ+rW4fjp8wIuOXIc9TXdffZz34IvvOdvLpswrsdERMSw+e61nHPLdACmTfZx9j5LUzvfg3H6Pt2vsKyAE285ki322whaX8E0PwjhH8nILszWYkjJ5Yh/w/S3pTIqZyer1tXVUV5e3uP9wWCQ+vr6Tl9KqewRqwjJ2w0pOAQpvxE8a2S0/eZGi5ceqOA/h47jvP2X5IH/jmDezOwXDHMcCLbGX2liWW4SArDS2k1c+uAURLr73Oee5K0nytnr2Pk9nM2QXxTloNPntt+y+LIhrn/hL7bdtxbL6tvnyR0nbM0z8//Hlv/e2F2+nbczVsWTWCN/R8qfAAJ9Om/SnJmY2sMwre+ltx2V0zLWI/LXX3+x1lprce2113LkkUd2e8xFF13ExRdf3OV27RFRKjcYE8FUbQ/RaWlv66+fA5y739LU1dixcuOCZRlE4Onffia/MAOf2LvR1gviOHSqrZGMc/Zdiu8+Kur2PhHDI9/+wmuPVPD0HcNpabTb71thrSZOv346iy8b7PaxwVbh8ZuG89w9wzo9ricVo8uZ+Np5LLnqEnGPM5G/MA03QPCNhOfsF2sYMuwDRHKvCJzqm7ROVu0pWejoq6++Yu21F27dPGvWLDbbbDM222wz7rnnnh4fFwwGCQYX/qHV19czduxYTUSUyiEmPBlTsx+YZiC5ypy91dRgcdgGK9JQZ8cmY3aKgIvun8r62zSkvGLqotreHVPRTiQMbzxWwU3njOnxmGd+/4mCIodQq/DzFwW0NNssvmxrjwnIooItwvefFDLjLz+vPrY2M/6Y3b5nDLjLZ0csMYzrP7yEysUqko7dicyExluh9SUgSDr2JJKyuxH/Zik9p8qetCYiVVVVVFXF341x3LhxBAJul96sWbPYYostWG+99bj//vuxevERQueIKJWbTOQfTOMt0PoKEAE84N8e8vcBewmoOQScv/t8/pfur+CW8xeDHuZLrLd1HZc82PfzZ0M0Ah++VMqVx3fXC2GoGBHhkW9/TVlyFcp/nLcemc8rd7/NvGlVlA4vYfvDtmDHCVtTWFrQp3MaEwKnAawiwMJU7wGR31MSrxT9H1KQuBKrGhjSumqmsrKSysrKpI6dOXMmW2yxBePHj+e+++7rVRKilMpd4lkCKb0aYy4Bpw6sEkTy2u93AptB8999Pv9X7xXF/cz9xdvFvPtsKVvusaDPbWScwLTJPSxZFdjlsKpeJSHGwC9fFvDqw+X8PSlAQXGUzXatY6s9a8krcPD7W9nl2O3Y5djtUhM/IOIDu0NPSsl/Y71jLfS7h8Qq7d/j1YCVtgG5WbNmsfnmm7P44otzzTXXMH/+wklYI0eOTFezSqkUMtE5EPkbJA+8qyDSef6BSB7YeV0f6NT1q7JFOCRxl7GCcP3pY/qciKRjI7xEROCNxzsPh1i2YbNda9l671rW3Lgx6XMZA7eevxgv3V/ZXlNExPDjp4U8cfNwrn7mL0ZVLp7qp9CFeFeAiqcxDddB8O1+ncv41nOTT9MCLS9jQt+CaQTPkhDYAcu7YmqCVjknbYnIm2++yZ9//smff/7JmDGdx0RzuJirUgowkRmYhssg+B7tn3StEVB4ApK/b/zHmjCEPsFEQRLPm+zWCmu28P1HRThO99mCZRmWWa1vlUDT/fbTU5JjWXDKNdN58OoRTP6hgLHLtvDfp6ZQPjzS68To5QcreOl+t2c6GptD05a4Vc3xcuEhK3HPr4v1+7kkQzzLIGW34dSdAy0v0Nd5QxL+FhMtx9QeC6bDiskg0HQHjr0UUnIp4tPaI4NN2sZKDj30UIwx3X4ppXKXic7B1OwNwQ/o1N3uzMXUXxgrchZHywu0NFQh/Xh32WH/6tiFufv3C8cRdj8y/ly1jtredvoy+bSnt6yebv/16/we71t3ywZuee1Pnp30I3e99wdlwyK9jsdx4Onbhrml2ru7PypMm2T47p2fMJEpmJZXMK1vYZz0lkOQwG70Z/KyiUzF1BwJpqH7A6JTMDUH4TQ/3ec2VG7SSRtKqU5M483gLKCni4ppvB4n+A3G6X4owTQ/ypdvl9LcYBHt43Vp+Jgwp10/HRG3nHmbtnoZOx1cxSY71yV9vraVIyK9H5LpuOpk0ds7alhgc/+VIygbFmm/7+HrhnHoBitwxh5L89ZTZYSC7h0FRabPO97On+VlznR/jxN5wd1U7tuXr8BUbY+pOxWz4HjMvA1x6idiTJiWplZmT51LQ23yw0EJ+dYD7zpAH7vBwr/gVvGN92HVgfrzcKp2w4S+61s7Kufoom2lVDtjWpPoXjdQ+28MNiawPVJ4KuLpMB8hOpXGej8XH7GEu7LFa7D78E6z9V61jFkqyDN3VvLlO8VEwsJyq7ew25Hz2XSXuj4lFL1ljFsd1YpzbXUc+OOHPP6ZFGC/k+YRyHcvpE4UXn2kgmVWDrLzIVUssXwrVbO9VI4K4/P3vWe463Lm7kRxwov2GIWY/+cjPHjd77z7dIhIKAICa2+3BodctA8rrLts3DOayDRMy+MQ+hqwEf+mkLc3YrtDRCICZXdgFpwCoY9wExKHpCaxWqNj1VyTzFwjv2FqDoTyRxDfGsk9RuUs3X1XKdXORGdj5vemloMNUoBUPIl4lsI4dZh5mxMJNeHxQWuzMHOqn9KKCGXDInEv6Lmqr8M5v38TIOpYrLJuc3syY4z71Z8FhNEIHDB+JWoTbJL3n/9NZcPtFw7HzJ3h5eSdlqW+xtM+rwTAsi0sS7j8lfNYa+vVun8+LS9g6s7GnX7clixYgB8puxPxr9/5+PDvEHwXE5kGrc8meEaClN2LWXAamAUJju3IAu9qWBVP9uIxKlNytsS7Uip3mdC3mLpzevmoKJgmTP0lGKcGU70X0IwntsF2IN+wxPKt+PMdXnu0vM9DNdnUl+EcgBXGt7LyOs3Awh4VETcJ6c/HP9sDux1Z1UO5eHclTuWoEOtt3XlOyB3/N5q6RZIQACfqEI06XHXILUQjXX9AJvxLLAlx6Nxj4QCtmNqjMdHOvS/iXQEpPA4pmQh5e8d5NgEouwfxbwzeFejdJcmB8PeYyNRePEblIk1ElFKY1vcwNftD6Ms+PDoKoU8xC86H6AwW7Yr3eCAv32GNjRqpmeslGklJyDmtLXnpKYHp79LhvY6Zx3rbuIlGx31mLMuQXxjlkgemdhoOq5nn4bM3Snoc1jGOoWZ2LV+9/n3X+5oeoOeF2AYIQstT3d4rIkjxpUjhaSClHe7xgH9HZPgnWP5N3GPzD6QvG+2Z4CcYMwR+qQYxTUSUGuKMCWLqzsS9qPSjyyL0Xo+Ptz2w2FIh7rpkFDOm9FDUK0tyd3C6Zx4v/N+9f3P2Lf+w4tpNFJdFGDE2yD4nzOfOdyex9CqtnY6fNdWfoC6LO0Qz/feZXe8Ifkj83wsHE/ywx3tFLKTwGGT4x0j5U0j5Y8jwz7HKbkCsDvvu+LeBwO5xY+xWwyWY+Ztimh7WVZkDlE5WVWqoa32zc92GPov/adYYOPumae3DNuk0628vo5YIA4l7HzJd2CxVbBu23GNBUkXd8goSJ5iO4xDIq8JE5yH28I73JBFN4h4JER/4Vo9zv0DJRPCtiWm8EZzqJNptC7EK03AJONVI0cnJP07lBO0RUWqIM5G/6PdnEkm8d4kIePyli9waSOqxvRGNwisPVnLzOYkLeg2VD9BLrtTKiLFBSirC7HvCXC5/9C8uf/Qv9j1hLiUVbsJmWYb1N74GM38TnJqjMJEp7oN9axF/Sa4NKSoyJmIh+ftB6d1AH34vmm7DRLvp1VE5TXtElBriRPIwfRib7yRvL2h5EUxtvJag4hnEmQPRGe4kw6b/gUluZ9lkCRCNCG8/XcZJV8W/KA3U3pDesiw49ZoZrLR2E16faS82t9YmjRxw6lwuOWIcI5cIUTEi1rMR+ghT/Q1UPIXkH4wJvhvn7AbJ2y9lsRoTgQXHAn2pnCvQ8hwUnpCyeFT6aY+IUkNdYBv6MkmwnRRC4Vmx8/TEgsCOWJ6xboluz7LQdBcQJtXbyVs2fPtRIYst2Zr44CFkzU0a8QUMlr1wIq1lg9dnuPiBqRx7ScekLQqmGVM/EfFviBSeGLu9Y8+IDVhIyZWd68j0V/AdcObSt99JwURnpS4WlRGaiCg1xIlnKfBvT5/fDoouhAVHQ8uT9Li6wrcBUnx5+7em6d7YsalNQhzH3eG2Zp6XnQ6qHZDLhdOp2z1wbHfyq6dLWZIohD7EROcihSciZfeDfzOQEpByCOyMVDyD5O2W0hjdiqn96Ky3ylIWi8oMHZpRSiGlV2EWRGI7qNosLFxlu6sZgq/TNWmw3SQk9CWEPo3d1k1iEdgJKbnOnYzYpvVt+rVCJyYScZcHt5dvB8YsHeSx736lrsrGHoAF1HKLgegssEe4PSP+DdPfZF93SgQgigR2SVkoKjM0EVFKIZKHlN2GCf+GaX0NTANiL4GREqg/u4dHGbcXJDKJuN3orW9hihoR212q6S6xDPU75u8+KqCwJMqyq7W2f9IXy01GLJ+hcnTiXW2Ngadvr6Sl0WKV9ZtYc+Mm6GMBs0HLKsloc+LbANN0d18eCYEdEe8KKY9JpZcmIkqpduJdEfGu2P69qdoDd8imu0TDgcivSZw1BNW7YsofQjxjEBGMZ1mI/NGvWFdet4lIqH+jyyKw93FV1NXY/P27v+e6XQOdvTxE/6TXvVCe5cBeMi0h9ci3IdhLQ/RveoxXymITo9t+Ny1335viCzMWpkodTUSUUt0yTg1Efk5wVE9JyiKc2e4mZZWvIFYBkn8Qpr5/Fw2fH3z++G0n27NRUh5l9Q2b+xVPTotO6tPDpPD0zkNqGSBiQdldmJqDwJnFwrlENhCFvIOg6Dwk/CVEJoMEwL8FYg/LaJwqdTQRUUp1zyQzfJLsRcoBZxam7nQovsxd7tv6HoTiLQtVWSX54N8oO017xkLlK9D6Eqb1FXAawLMskr8f4hvvHuTfwP1SA54mIkqp7lmV7goJUxfnoCjY4yA6naS6/YPvurv7+taDyD9AAEhmma2FMY7O3cgk0+zO//GumpXmxSqA/P3cAmdqUNPlu0qpbol4IP8Aen6bELeGSNmtYJX34sxhCH0MznSSSkLsZSD/META0eW4mWX6WehOqSRoIqKU6pEUHg3e1eg6BGMDNlJ6HZZnWaTiRbBGpaDFbpZuRqdA8/8g73Cq51ekoA2VnDzwLJPtINLKGAfjNGJMONuhDGmaiCileiSSh5Q/iBSeDtbI2K0e8G+HVDyF+Dd3j7MrkKIz+9saPa7OAWh9nMpxuw+Z/WGyy4L8fdzhkUHIOA04Dddj5q2PmbcWZu5qOLUnY8LJrAJTqSYmh/dNrq+vp6SkhLq6OoqLi7MdjlJDnjEhwOOubOhyXxSz4HiIuy9JfyU7p0T1TWyFinc8Uv4/RPKyHVDKGacOU/1vt6etU+IbK1lfdg+ik2D7rTfXb52sqpRKmogvzn02lN6MmTue9CQLdprOO9B5gAidl1LHlrr2+lTLIvkHQd7ucX/W3THhSZiWZyA6E6wyt8Kpb92ML/9NxDReD9GpdO19iwIGs+AUGP5Rr5+/6jtNRJRSKSPixdijYm/0qZaznbdZ4oPi/wP/llCzf6wAWJsofdnLRwqOQPJ279VjjHEw9ZdDy0O4CZBbYMy0PAm+jaH0FsTK79U508U4TdD8LD0naY5bKC34DgR2yGRoQ5rOEVFKpZTk7UnfS5TGe5yDOzSjXCGI/AnND0F0Wjf3G2IF75M/ZV9G6pvujSUh0Nar0H6hD32Kqb+g9+dMl+gMEveqeTDh/lX9Vb2jiYhSKrXy9wN7NN2ugGnXMeFwx+bJnxDneMvdITjucuIhqPl+aH6QnqvbGve+oktIKjn0rdmr5o0JJdgXxoHWVzDRWb06b9pIMomsg4g/7aGohfQvWimVUmIVI+WPgnfRi5q4O/mWP+kmFPaSYC8F+fsjla9gFZ+JlFwF+N1j8dCezPi3QUqvQopOAd+6sfPp2xcApinBAR6I/gOSqAS6F+yxvWs7/AuYBYmPC37Yu/Omi714bO+cBD1v/q0yFZFC54gopdJA7FFIxaOY8GQIfwPY4FvfLd0N4Fuj0/HGGIzTDIFdEP/WbmnvyFSQQiSwA+Jd1j0u+EFs2sOie9x4QCrBzEn/kxtwDIS/BzMvwXFhN2EIbNmLUye5i3Kyx6WZiEDhCe5WA92ywb9J+++bygxNRJQawIxxIPSFO0fAKgHfJjlV+0G8y0KcN3XjNGKa7oWWx8CpATwQ2A4pOBor/9+dj228GdN4M91PwozEkpB8YBBvXtejeBNTo7FkMBFrkQmvSfAsQ+IVOgY67OicbZK3C0TnYBqvwX3d2npHouBdGym5LovRDU2aiCg1QJngJ5i682M7lMZIHhQcDwUTcm7Z5KKMU4+p2d+dcNneuxGB1tcxrW9B2T2If3332NBXsSQE4q8EGYpJCKRmRZHjluzvBbErMIEdoPU1uk9GbHcvIu/aKYgvdaRwAuTtDC1PYyL/gFWEBHZ0E5Ec/7sZjDQRUWoAMqGvMLVH0mWSomnBNF6DEIHC47ISW7JM4w0Q+Yue6zmc3F7PwTQ9TJ9rYwwJvV+q25UHAlv3vuXiCzDhn2IbHy5SIEzykdLrc/LiLvYoKDyxz+u7VOrobC+lBiDTcDXuhaf7i49pvBXjLMhkSL1inGZofpqk6jkAhL+Lc6zqfxIikH8w0qvNC2OPtMqRiqeh4FiwYnsBSb67c27FC4h3hX7GpgY77RFRaoAxkRnu5MO43CEOcnUL9aTrOUxCAjuAVrlMk1h/QN6B/dorSKwSpOhkKDoZYyLuzs1KJUl7RJQaaJzqJA6yY5M/c1RS9RzMwnoO/i2JX5dE9Une/siw97FKLnRL9KeAJiGqtzQRUWqgsUckcVCkw265Ocgem0Q9h2gsAQHJPwA3EYl3fC+riA51UoAU/587VwIwTi0mOt9diaVUBulfrVIDjNgjwbch8f988yCwbaZC6jURQQqPp+e5Dba7FNm7vHu8Zwmk7DbAR4/JiFURS25UUkwTRKdgWl7FqfoXZt56mPkbYeZvimm8C2PC2Y5QDRGaiCg1AEnRWbgX5e7/hKX4bMTq3VLMTJO8XZHC01nYk2HRPm3NuxZSekPn4/2bIsPeRwpPA98m4FnVXRaatw9Scj0y7H0IbEP/3tYE8o7ox+PTq3a+3aftYLonmNrjMXWnQOS3hTc78zCN12Jqj8OYSKoaU6pHYkzqfq1Trb6+npKSEurq6iguLs52OErlFBP+GVN3EUR+XHijNRwpOg3J2yNrcfWWic7END8dK0Meq+fQw/bxJjINQl8BBnzjEc+Si5xrFmb+NkCEwbhbrzGQyZWwUnwZkr9P5hpUg0Zvrt+aiCg1wJnInxCZDlYReNdM2aTDXGKcWkzdORB8r/Mdvo2Rkv8iduXCY1vfwyw4AXe5b9t8B7vD/3P2LS/HCHiWx6p8MduBqAGoN9dvHZpRaoATzzJIYAvEt/bgTEJMEFNzcPcbp4U+w9QcgHGaYse2QnRmbPM2D+ADaxjk7Q3lj5LUDrQqxkBkSraDUEOAJiJKqdzW8jJEJtF9QbOouz9Ky7MYpwFTvR+m4VKITgVC7pdTDcEP3NUhBRMyGnp/Zb2/Oqll1kr1jy74VkrlNNPyHIlKmJuWZyH8ayxhWfQ4x52AueA0pPxRED+m8aY0RpwaxkAkBB5fZueFLGRDYMdsNKyGGO0RUUrlNmc+8ed1GIjOg9YX6LkMfBTC30JkElJ4AkjvS5lnWlvykZ0kxAJspOCQbDSuhhhNRJRSuc0eTfy3KgGrGHelTALh73EiM8CzVIJzZpcxMPmnAB5vpltuy34KkbJ7EM/SmQ5ADUE6NKOUymmStzcm9EmcIwz4t4DmvxKey9RfSlIJS5aJwDKrJNqLJ5ViNVwC2yO+DSFvR0Tnh6gM0UREKZXbAttCy/oQ+pLO28wDWOBdDQqOgpZHwLQkOFnuJyFtMjok410TKbkS8SyRwUZdxoSh9S1M6AvAIL613YRINzocMnK3b1IppXA3UZOyuyBvP9xqsm08kLcnUnYfll0K+QfQv+W5frAWB89qbsVW7/h+xT1wWGAawF484y2b8CTM/C3d6q4tT0HL05i6M9wy8+EfEz5eDQ7aI6KUynkiAaTkIkzRqRD+ETDgXRWxyhYeU3gKJjIVgu/gFjCLkmi1Tac2ym5D/Ju0f2+a7sOEv0368alhgX83CD6bwTYdiPwBoc/Av2HGWjVOrVsfxtTHbunQW+UswNQcCpWvunsrqUFNe0SUUgOGWCWIfxN335kOSQiAiA8pvRUpuxf824BnFfCun/zJo9M6f+9bh6xUYZV+vC171ulro5iGqzGhH8hYse2WZ8AsoPuVTg6YZkzz45mJRWWVJiJKqUFDxEL8m2CV3YRV+SxS1ot6IVLS+XvPimCNSm2ACYeOHGh9Eay+zNWwIfJtX4LCraL6K6Zmb0zt0RinOf7RJowxi87X6WWLLa8RP9FzoPW1frWhBgYdmlFKDVpilWA8q3XeGLBbHvBv3v6dE5kDtRPAmd3/IPw7IL5VQQox0Wpoupmuk247CoHzTx8aMgnOm8zjgdCHmLpzkbIbO99rotDyBKbpQYhOASyMb1OkcALi60NPjImf7CR9jBrwtEdEKTW4BbZJfIx/J8QqxBgHp+FaqNoMopNS0PbuSOkNSMGRSP5+iFXY/3P2qH89FJ3OE3zN3ek4xpgIZsGJmPqLY+XzY8eFPsLUHOhWtu0t7wq4c3l6YoNnhd6fVw04GUlEgsEga6yxBiLC999/n4kmlVLKFf498TGmzv236VZoupOUzQ1pfcndC6eNb136ljDkxf4V8G0A3k3iHt1/FgTfXvhty9OxScCGzq9NFDCYuvMx0bm9akHy96fnSrjuud1j1GCXkUTkrLPOYvTo0ZloSimlOgt/ncQxP2GcRkzjXSlu3GCaH27/TrwrukuDe60Ft/fAcle3hD/qwzlsd96LvVQSxwqYYPt3punBBMcbN1npBfGtA/mHLmyvY9sAgb06DZepwSvtichrr73Gm2++yTXXXJPuppRSqiunMYmDQhB8HwgmOrCXotD6bueb+rwDcJT4PQiJSfElSMWTQKLa8VHwLAvE5oZE/yTRfj8m/Fvv4yk6Fym5EuxlFt5oL+HGWXIZkp2NdlSGpXWy6ty5c5kwYQLPP/88+fn5CY8PBoMEgwvfCOrr6+McrZQabIwJQuurmOAnQBTxrg55uyNWSRKPDUHL85jmJ8CZBVYFkrcnEErcsBS4Rb3SIhyLz0DTbdB4S5ra6U7HOipRTP3FSNEZENglziaBFlgVHXojYuXf41alFRB/76MTgbw9ILB7rJ6IASnRBGSISVuPiDGGQw89lGOOOYa1106uK3LixImUlJS0f40dOzZd4SmlcowJ/xGrsnk2tL4Mra9hGiZi5m2CCX4Q/7FOI6bmAEz9BRD5GZxqiEzGNFxJUr0I9mJgp6O8uQ3eNd3/Nt2BabwxuXjSJfIrpvZwt3CZvRhdJ4vagAcpvR4R93OqiMSSkngTSx3Ev0WfwxIRt0aMVapJyBDU60Tkoosucn9p4nx9/fXX3HzzzdTX13Puuecmfe5zzz2Xurq69q/p06f3Njyl1ABknEZM7SFuAgG4Ezod3E/zQUztcZjInz0/vmEihH9q+67Dv4tOruyOIIEdwLd+rG5IshfCeBfmNlGk4GCM04BpvC3J86ZKd1VlY69pw5VQ/hgUHAZSFLvPBv92SMXTiG/dzmcqmNDNudrYblIT2Dal0auhQ0wvy+hVVVVRVVUV95hx48ax33778dJLL3XKbqPRKLZtc8ABB/DAAw8kbKu+vp6SkhLq6uooLi7uTZhKqQHEND2EabiMuBe7vL2wSi7t+linFjNvI/q2oZ3lDgUMextwMNX7QTTBLr6+LaDwBGi6y92Iz9R2Hy9RpPBEpPBETMsLmLoz+xBf+kjpnUhgC3cOiGkEyYu70ZxpedntrWrv0RH3//ZiSNkDiCfze9Wo3NWb63ev54hUVlZSWVmZ8LibbrqJyy67rP37WbNmsd122/HEE0+w3nrr9bZZpdQgZoLvJDgiCq1vQjeJCOFfSS4J8dD5IuqAVYaU/Q+xinBqDu281LaLPKTwGHeyafAjTMflrYvyjkcKj0L8mwJgWhM9v96ywbsq4IXwVx1uXtKdc9F4bYLHC0TdHmcRu2tV2e4ekbezu3S45SlM5DfA6w7HBLbRnXJVv6Rtsurii3fOjgsL3UI+Sy+9NGPGjElXs0qpgcgESTyEksSk03iKzkKIYkI/gNiIbyPI2wmRPEz4Vwh9Gv/x1jAoOAYIY+rOYuHQ0aLcoYqFScgbEHy9f7Even6rwi2UZo/GODXg1IM1DLEKMOGfMAkTEQNWaa9bFrsCCo/p1x7HSi1KS7wrpbLPuzKEv6fniZwWeFbq4bGrA34SLb0V/5aIZ3GkoJs7g++zcMfeHjjT3F6E8E8LC6B1KwqtL2Gc80GKMPXXxY0rObH5HlIAeXsjBRMQe5h7j1UOVvnCQz0rgz0GojPinM+P8W0CrW+7iZJpAs+SSN4+iCcdk3aV6lnGEpFx48ZlbldHpdSAIvn7YZofinOEgxQc1P1jrUJM/n7Q/BDdVy21wb9p3DkMxoRIapKqCWIif5F4OWsEojMwkengTI1zXDIsKJiAFBwNko8k2J1XxILCMzB1p/R8UP7BUHsIJvI77QlY0MY03QOFpyGFR/czZqWSp3vNKKWyTjzLIEXnxL7ruBqlrcrmHuDfrufHF50Bvg1j31md//Ush5RcFb9974oknGcieeAZg1gFJLME1zhhqD8n4XHxWSB+JP8AxCpMmIQsDHVHpPgKkLb6TTbua+mBguPcSbaRybH7oh3+NZjGazEtL/czbqWSp0MzSqmcIAWHgWcpTNO9EPoCMG4SkX8o5O0Rt76EiB/K7obge5jmJ8GZGStotgcEdkw8mdK/JViV4NTQY69K3j7ufBL/NtAQP7EBoOXx5HeP9W/vlm43dSxMpByQAqTsLsQemdx5OpD8vSCwIwTfgugssMogsB1EpmCa4i0lFkzTHRDYSWt6qIzQREQplTPEvxni3wxjIoDTq9UYIjYEtkYCW/e+XfFC6Y2YmsNxe0Y69nhYbkJUeLL7rZ3MvlkWhD5JsvESpPQaMBFM093Q+oq7nNYa4db58K7WuyfT8dRWPuT9q9NtTvA94s+HMRD5A5x5YI/oc9tKJUuHZpRSOUfEk/EloeJbB6l8DgL/wp38ClgjkMKTkfLHEKswdmSyu+f2tKpmkXZL/gt4MY03u7v/RqeDUwWR36DuDEz1HphodZfHGeNgQl9iWp7HBD+IzXNJggmT3HyYfq5SUipJ2iOilFIx4lkGKb0SYyYCEbenZNFjxIexl4zVHOkp0TDgWR5CVcRNXDwruEXFmh+D5ntjN7b1VMQeF/kTs+BEpOLRhWcPfoCp+4+7p057YKVQdCaSv3f85+hdGZNwPkyJ9oaojNEeEaWUWoS7XUXPO9RKwcHxHg14oPgc9984vQ9SeLzbs9F4Z5zzRSH8NSZWwt4EP8HUHg3O7M6HmQWY+vMxzY/HORfuPBEppee3fwvy/61FylTGaCKilFK9lbcv+NvmonRMNNzVKVJ6LZZnWaT0xtht9iLHAPmHg39biP7TuWejWzYEP8QYg2m4gnh76JiG/2JMa49nEvHH4vLQdb8cAe/qSOFxCeJRKnU0EVFKqV4S8SClNyHFl4JnGdxkxAf+bZHyJ5DA9u5xga2Qyhchb2+3MquUgm8jpOxurOJz3FUpJpny9IIxYYhMii27jTP3xDTGCrTFOZt/A6Rikfkw9hik6Cyk/EFEAknEpFRq9HrTu0zSTe+UUgOBMabPS12NCWLmre9WN41DSu8A8WFqD09wRkGKLoC8naDlOUz4D3dDu8A24Nug21okxjhJ1yhJxDiN0PyQO0TkzAEphrzdkILDkKRWHKnBIK2b3imllOqsP/U2RPyYvP2g+T66n9hqgTUc/JthIr8mcUaDif4N8zbBXYpsAYJpeRQ8q0DZ3e6eMZ1iSFUSUoep+TdEptD+XEwdND+MaXkOyh9FvMulpC01eOjQjFJKZZkUnRSrFyJ0mXMieUjZLW6dlPBfyZ2w+SEgjDuEE6W9amzkN0zthKS32zDGwQTfx6m/DKf+IkzLs3Hnn5j6iRCZSteEKgqmAVN7om71obrQREQppbJMJA8pfwgpOh/sJQGPu4Q2/wCk4kWkrahZdDLJvW33dEwUIj+7VVwTMJHpmKodMbVHQfOj0Pwkpu4czLxNMKEvux7vLIDWF4lbKM2Ziml9MYn41VCiQzNKKZUDRPxQcHDcpcEiAUwyxcjiFl3zYIJvI/4NezzCmFZM7cEQnRO7pcOEWtOAqTkSKl9EPOMW3h75k4T79QDUX4oJ7Bh3ebQaWrRHRCmlssBE5+E0XIMzb2OcOavhzN8B0/Rg3KEP/FuRzIZ7CVqGeG0AtLwK0Zk9tOUAYUzzA4vcnmRiYeoh+E5yx6ohQRMRpZTKMBP5E1O1CzTd6+7pQitEp2AaLsdU7++uPOmGeFcC3yZ0rf/R8aCiBK07iCf+hFHT+jrxy8BH3WSlI++KQGmCtgFsTPDjJI5TQ4UmIkqpQc04DZjmpzGNt7v/Og3ZjccYTO2Jbs9Apx6HWJGyyK+Yhmt6fLyU3gDe8bHv2oqSWYCFFF3g7mLc41u7AF7I2z1BkE0k3CfHtHQ+s/ggbsXZjvrbq6MGE50jopQatEzT/zAN1wNB2necrb8Iik5DChLV40iT8NcQjbf6xYGWZzBFZ3TYaG8hsYqg/CEIf+P2XJhGxB4HeXsg9nB3aCf4EYR/oPNcERtwkJIrEaskfoze5SH8LT0nDFaskNsiCo6F5v+5RdV6FEW8q8dvXw0p2iOilBqUTPOjmIYrcZMQWHhRDWEarsQ0P5KdwMI/kvitNxib/Nk9EUF8a2MVX4BVciVSeAxiD4/dF0DKH0AKTwKrsu0R4NsQKX8Yyds5YYiSty/xey0cJP/ALrdalo0UnR7vzCCFENglYQxq6NAeEaXUoGNMKNYTEueYhhsgb++Em7sZ0wLBT8E0g2dpd55Gv8SZ39GRJHlcdw+VABQe5/ZQmEYQn1s4zWnCND2AaXkSovPAGobk7wV5+3TqfRHv8lB4EqbxJtzhnI7DNAL+LSBv1+4bz9sPQl9D6yu4CVdbr4y7546U3oJYBX1+bmrw0UREKTX4hL5wK3rGY+og9Dn4N+3+buNA0x2YprvcJKTtds9KSMkVfU9IfBsRf3kt7p40nuX7dv6OpxFpn7xqnBpM9QEQnRK710C0HtNwFTQ/7lY9tSsXPrbwBLDHuc8/8rt7ozXSXV6cfygi3V8+RGwouRb8W2GaH4LIH4Af8rZH8g9BPEv2+3mpwUUTEaXU4OMkSEKSOM40XgtNd3e9I/K7W8a84hmku3kSCYh3WYxv41hRse6HP6Tg8IQ9NYkYpw5aX8NE5yH2MEzr+xD9m869G7H/R6dj6s9Dyu7qHEfezkjezhinFkwUrPKkysGLWBB7rFKJaCKilBp87LH9Os5EZ0HTPT08yAETwjTcjJTd2KfwpPRaTM0RbpXT9uGL2GTawF5QcFSfzgvuqhya73WHnggDNiZhobEoBD/ARKYjnq6viVhlfY5HqUQ0EVFKDT7e1cBeGqLd7XsCYIE9DnpavdHyIl3nRnQUheAbGKex25UtiYhVBhVPQPBdTMuL4NSCZwkkby/wrtWvTfRoeRTT8N8ONyRR7RQAA+HvoZtERKl00kREKTXoiAiUXIapaatr0TEZsQAbKbmsxwu+caroPNGyO46bQPQhEXFj9EJgOySwXZ8e3x13ku4N/TiDLqRUmae/dUqpQUl845HyRzsU/4rxureLb+2eH2sNI+GEUmzItSGL0JeJJ+n2yALfuikNR6lkaI+IUmrQEt/qSMUjmOhMiFaBXYnYiyV+YN6u0HhdnANs8G/Xp2GZtHLq+/hACwK7IvawfjVvTARaX8Y0PwyRqSD5ENgJKTgYsUf369xq8NIeEaXUoCf2Ym5SkkwSAog9Cgom9HCvBRJAik5MXYApYuyRSR5pdf7XuyZS/J/+tW3CmAXHY+rOgvDPYBrAmQvND2CqdsKEf+zX+dXgpT0iSinVDSk8HaQI03Rn55LlnpWRkssRz9LZC64bxhhovCvBUQLWcPCsDM4csEciebuDf6se64IkrekeCL4f+6bjsFYUTAum9lgY9r47N0apDjQRUUqpbogIFB4NBYe4hc+cZvAshXhXyHZo3Qt/A6F3ExwkSOkNiG98guN6x5ioW7ysx1VGDjjzIfgOBLZPadtq4NNERCml4hAJgH/zbIeRkGl5gfZaJD3ypzwJAdzeFacqwUEeTOg7RBMRtQidI6KUUoOBU038JASgBWMSHdMXye6fo599VVeaiCil1GBgjyRhQiBl7l4wqWaNAHsJ3CJwPYkgvg1T37Ya8DQRUUqpQUDy9iR+j4gF+fump20RpGACPc8RscFeBnwbpKV9NbBpIqKUUoOAeFeGwJ493GvHds49NH0B5O0N+YcvbM+NKvbtSKTsrqQ2zFNDjw7YKaXUICEll7m1RJrvA9Pcdiv4N0OKL0as8vS1LYIUn4MJ7IBpfgKik0GKkMAO7k68kpe2ttXApomIUkoNEiI2UnQypmAChL8DEwLv8hmtaiq+1RFfD5sJKtUNTUSUUmqQESsf/BtlOwylkqIDdkoppZTKGk1ElFJKKZU1mogopZRSKms0EVFKKaVU1uhkVaWUyjATrYLWVzFONWKPhMCOiFWS7bCUygpNRJRSKkOMMZjGG6HpTtwqpBaGKNRfBkWnIwWHJzqFUoOODs0opVSmNN0BTbfhlmJ3gAhuQhLGNFzpFgJTaojRHhGllMoA4zRiGu+If0zjDZC3J5LiXWqNUwctz2FC3wCC+NaFvN0QqzCl7SjVF5qIKKVUJoQ+AlriH+NUuxVRfeukrFkT/Ayz4FgwLR1uewMar4eyuxHfWilrS6m+0KEZpZTKBKchtcclwURmYGqPiiUhpvOXacLUHoGJzktZe0r1hSYiSimVCZ5xSR63eMqaNM2PsHAeyqIcN0FpeTJl7SnVF5qIKKVUJnjXBntxen7btcC7BuJZJnVtBt/CnRjbEwfT+nbq2lOqDzQRUUqpDBCxkJIrcN92F33rtUH8SPHFqW3UhJI4JpjaNpXqJU1ElFIqQ8S3LlL+GPjW7Xgr+DdFyp9CvCumtkHvqoAd/xirIrVtKtVLumpGKaUySHyrI+UPupNEnRqwhyNWeXrayj8IE3wr/kHhLzGtbyGBbdISg1KJpL1H5JVXXmG99dYjLy+PyspK9thjj3Q3qZRSOU/s4Yh3hbQlIQDiXx/yj0x0FKbhCoxx0haHUvGkNRF55plnOOiggzjssMP44Ycf+OSTT9h///3T2aRSSqkOxL9BgiMMRGe69UuUyoK0Dc1EIhFOPvlkrr76ao444oj225dffvl0NamUUmpRzvwkj6tKbxxK9SBtPSLffvstM2fOxLIs1lxzTUaNGsUOO+zAL7/80uNjgsEg9fX1nb6UUkr1gzUitccplWJpS0SmTJkCwEUXXcQFF1zAyy+/TFlZGZttthk1NTXdPmbixImUlJS0f40dOzZd4Sml1NDgWw+sYXEOELe+iXf1jIWkVEe9TkQuuugiRCTu19dff43juBOfzj//fPbcc0/Gjx/Pfffdh4jw1FNPdXvuc889l7q6uvav6dOn9+/ZKaXUECfiQYovBCT21eleQJDiCxFZ9D6lMqPXc0ROOOEE9ttvv7jHjBs3joYGd7+ElVZaqf12v9/PUkstxbRp07p9nN/vx+/39zYkpZRScUhgeyi9GVN/BTizFt5hj3WTEP9m2QtODXm9TkQqKyuprKxMeNz48ePx+/1MmjSJjTfeGIBwOMzff//NEkss0ftIlVJK9ZkEtgX/1u7qGKfKnRPiXV17QlTWpW3VTHFxMccccwz/+c9/GDt2LEsssQRXX301AHvvvXe6mlVKKdUDEQt847MdhlKdpLWy6tVXX43H4+Gggw6ipaWF9dZbj3fffZeysrJ0NquUUkqpAUKMMd3tD50T6uvrKSkpoa6ujuLi4myHo5RSSqkk9Ob6rZveKaWUUiprNBFRSimlVNZoIqKUUkqprNFERCmllFJZo4mIUkoppbJGExGllFJKZY0mIkoppZTKmrQWNOuvthIn9fX1WY5EKaWUUslqu24nU6ospxORto3zxo4dm+VIlFJKKdVbDQ0NlJSUxD0mpyurOo7DrFmzKCoqSrgxU319PWPHjmX69OlahTVGX5PO9PXoSl+TzvT16Epfk8709eiqu9fEGENDQwOjR4/GsuLPAsnpHhHLshgzZkyvHlNcXKy/HIvQ16QzfT260tekM309utLXpDN9Pbpa9DVJ1BPSRierKqWUUiprNBFRSimlVNYMmkTE7/fzn//8B7/fn+1Qcoa+Jp3p69GVviad6evRlb4mnenr0VV/X5OcnqyqlFJKqcFt0PSIKKWUUmrg0UREKaWUUlmjiYhSSimlskYTEaWUUkplzaBORILBIGussQYiwvfff5/tcLJq1113ZfHFFycQCDBq1CgOOuggZs2ale2wsuLvv/+/nfsNaWqP4zj+OXnzz1LMZRmi5liQRBQ0SyYGrWLlg9AgIYha9AeOmCRC/wyqB0URQZD9M4IZUWkRcwQl7oHOQEQWG8YiIfNysNGfIVntQYfW7z65DUbW9XTT73H7vmAPznE7vPmxHb/sz/kbe/bsgclkQkZGBsxmM06cOAFVVanTSJ0+fRrl5eUwGAyYO3cudQ6JK1euwGQyIT09HRaLBU+ePKFOItPb24vNmzcjPz8fkiSho6ODOonUmTNnsGrVKmRlZWHBggWorq7G0NAQdRapq1evYvny5bELmVmtVjx+/FjzcRJ6EDl06BDy8/OpM3TBZrPh3r17GBoawoMHDzA8PIytW7dSZ5F48eIFvn37hpaWFgSDQVy4cAHXrl1DU1MTdRopVVVRU1OD2tpa6hQS7e3taGhowLFjx+D3+7FmzRpUVlZCURTqNBKRSAQrVqzApUuXqFN0wev1oq6uDv39/fB4PPj69SvsdjsikQh1GpmCggKcPXsWPp8PPp8P69atQ1VVFYLBoLYDiQT16NEjUVJSIoLBoAAg/H4/dZKuuN1uIUmSUFWVOkUXzp07J0wmE3WGLjidTpGdnU2dMe1Wr14tZFmO21dSUiKOHDlCVKQfAITL5aLO0JV3794JAMLr9VKn6EpOTo64ceOGpsck5Dsib9++xb59+3Dr1i0YDAbqHN0ZGxvD7du3UV5ejtmzZ1Pn6ML4+DiMRiN1BiOiqiqePn0Ku90et99ut6Ovr4+oiunZ+Pg4APB541/RaBRtbW2IRCKwWq2aHptwg4gQArt27YIsyygtLaXO0ZXDhw9jzpw5mDdvHhRFgdvtpk7SheHhYTQ3N0OWZeoURiQcDiMajSIvLy9uf15eHt68eUNUxfRKCIHGxkZUVFRg2bJl1Dmknj17hszMTKSlpUGWZbhcLixdulTTMWbMIHLy5ElIkvTLm8/nQ3NzMz5+/IijR49SJ0+5ya7JdwcPHoTf70dXVxdSUlKwc+dOiAS6sK7W9QCAUCiETZs2oaamBnv37iUqnzq/sybJTJKkuG0hxA/7GNu/fz8GBwdx9+5d6hRyS5YsQSAQQH9/P2pra+FwOPD8+XNNx5gxl3gPh8MIh8O/vE9xcTG2bduGhw8fxp08otEoUlJSsH37dty8eXOqU6fNZNckPT39h/2jo6MoLCxEX1+f5rfR9ErreoRCIdhsNpSVlaG1tRWzZs2YuXzSfuc50traioaGBnz48GGK6/RDVVUYDAbcv38fW7Zsie0/cOAAAoEAvF4vYR09SZLgcrlQXV1NnUKuvr4eHR0d6O3thclkos7RnQ0bNsBsNqOlpWXSj/lrCnv+qNzcXOTm5v7n/S5evIhTp07FtkOhEDZu3Ij29naUlZVNZeK0m+yaTOT7/Pnly5c/mURKy3q8fv0aNpsNFosFTqczIYcQ4P89R5JJamoqLBYLPB5P3CDi8XhQVVVFWMb0QgiB+vp6uFwu9PT08BDyE0IIzf9XZswgMllFRUVx25mZmQAAs9mMgoICiiRyAwMDGBgYQEVFBXJycvDq1SscP34cZrM5Yd4N0SIUCmHt2rUoKirC+fPn8f79+9jfFi5cSFhGS1EUjI2NQVEURKPR2LV3Fi9eHHsdJbLGxkbs2LEDpaWlsFqtuH79OhRFSdrvDn3+/BkvX76MbY+MjCAQCMBoNP5wnk0GdXV1uHPnDtxuN7KysmLfHcrOzkZGRgZxHY2mpiZUVlaisLAQnz59QltbG3p6etDZ2antQH/2hzv6MzIykvQ/3x0cHBQ2m00YjUaRlpYmiouLhSzLYnR0lDqNhNPpFAAmvCUzh8Mx4Zp0d3dTp02by5cvi0WLFonU1FSxcuXKpP5pZnd394TPB4fDQZ1G4mfnDKfTSZ1GZvfu3bHXy/z588X69etFV1eX5uPMmO+IMMYYYyzxJOYH44wxxhibEXgQYYwxxhgZHkQYY4wxRoYHEcYYY4yR4UGEMcYYY2R4EGGMMcYYGR5EGGOMMUaGBxHGGGOMkeFBhDHGGGNkeBBhjDHGGBkeRBhjjDFGhgcRxhhjjJH5B9FwlyGvcGY3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets import make_classification\n",
    "x,y = make_classification(n_classes=2,n_features=5,n_samples=10000)\n",
    "plt.scatter(x[:,0],x[:,1],c=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "eb1c3754",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fd0b95518b0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x[:,0],x[:,2],c=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3a2b71d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fd0aa6abcd0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x[:,0],x[:,3],c=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3ef7f347",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fd0a9844d90>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x[:,0],x[:,4],c=y)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "334b9357",
   "metadata": {},
   "source": [
    "--- end -----"
   ]
  }
 ],
 "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": "3.11.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
