chapter2.ipynb

{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### Error measurement",
   "id": "7c7c951ad385e424"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-09T19:22:40.023427Z",
     "start_time": "2025-01-09T19:22:40.017545Z"
    }
   },
   "cell_type": "code",
   "source": [
    "knob_weight = 0.5\n",
    "input = 0.5\n",
    "goal_pred = 0.8\n",
    "\n",
    "pred = knob_weight * input\n",
    "\n",
    "error = (pred - goal_pred) ** 2\n",
    "print(error)"
   ],
   "id": "50950e1fa8fea675",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.30250000000000005\n"
     ]
    }
   ],
   "execution_count": 1
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### Heat/cold",
   "id": "54084852b1953c64"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-11T10:30:13.119908Z",
     "start_time": "2025-01-11T10:30:13.030877Z"
    }
   },
   "cell_type": "code",
   "source": [
    "weight = 0.5\n",
    "input = 0.5\n",
    "goal_pred = 0.8\n",
    "\n",
    "step_amount = 0.001\n",
    "\n",
    "for iteration in range(2000):\n",
    "    print(\"Iteration: \" + str(iteration) + \" Weight:\" + str(weight))\n",
    "    pred = weight * input\n",
    "    error = (pred - goal_pred) ** 2\n",
    "\n",
    "    print(\"Error:\" + str(error) + \" Pred:\" + str(pred))\n",
    "\n",
    "    up_prediction = input * (weight + step_amount)\n",
    "    up_error = (goal_pred - up_prediction) ** 2\n",
    "\n",
    "    down_prediction = input * (weight - step_amount)\n",
    "    down_error = (goal_pred - down_prediction) ** 2\n",
    "\n",
    "    print(\"Up:\" + str(up_prediction) + \" Up err:\" + str(up_error))\n",
    "    print(\"Down:\" + str(down_prediction) + \" Down err:\" + str(down_error))\n",
    "    print(\"Is errors are equal?\" + str(down_error == up_error) + \"\\n\")\n",
    "    if down_error < up_error:\n",
    "        weight = weight - step_amount\n",
    "\n",
    "    if down_error > up_error:\n",
    "        weight = weight + step_amount"
   ],
   "id": "af655f0663b80bed",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 0 Weight:0.5\n",
      "Error:0.30250000000000005 Pred:0.25\n",
      "Up:0.2505 Up err:0.3019502500000001\n",
      "Down:0.2495 Down err:0.30305024999999997\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1 Weight:0.501\n",
      "Error:0.3019502500000001 Pred:0.2505\n",
      "Up:0.251 Up err:0.30140100000000003\n",
      "Down:0.25 Down err:0.30250000000000005\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 2 Weight:0.502\n",
      "Error:0.30140100000000003 Pred:0.251\n",
      "Up:0.2515 Up err:0.30085225\n",
      "Down:0.2505 Down err:0.3019502500000001\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 3 Weight:0.503\n",
      "Error:0.30085225 Pred:0.2515\n",
      "Up:0.252 Up err:0.30030400000000007\n",
      "Down:0.251 Down err:0.30140100000000003\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 4 Weight:0.504\n",
      "Error:0.30030400000000007 Pred:0.252\n",
      "Up:0.2525 Up err:0.2997562500000001\n",
      "Down:0.2515 Down err:0.30085225\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 5 Weight:0.505\n",
      "Error:0.2997562500000001 Pred:0.2525\n",
      "Up:0.253 Up err:0.29920900000000006\n",
      "Down:0.252 Down err:0.30030400000000007\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 6 Weight:0.506\n",
      "Error:0.29920900000000006 Pred:0.253\n",
      "Up:0.2535 Up err:0.29866224999999996\n",
      "Down:0.2525 Down err:0.2997562500000001\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 7 Weight:0.507\n",
      "Error:0.29866224999999996 Pred:0.2535\n",
      "Up:0.254 Up err:0.29811600000000005\n",
      "Down:0.253 Down err:0.29920900000000006\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 8 Weight:0.508\n",
      "Error:0.29811600000000005 Pred:0.254\n",
      "Up:0.2545 Up err:0.2975702500000001\n",
      "Down:0.2535 Down err:0.29866224999999996\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 9 Weight:0.509\n",
      "Error:0.2975702500000001 Pred:0.2545\n",
      "Up:0.255 Up err:0.29702500000000004\n",
      "Down:0.254 Down err:0.29811600000000005\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 10 Weight:0.51\n",
      "Error:0.29702500000000004 Pred:0.255\n",
      "Up:0.2555 Up err:0.29648025\n",
      "Down:0.2545 Down err:0.2975702500000001\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 11 Weight:0.511\n",
      "Error:0.29648025 Pred:0.2555\n",
      "Up:0.256 Up err:0.29593600000000003\n",
      "Down:0.255 Down err:0.29702500000000004\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 12 Weight:0.512\n",
      "Error:0.29593600000000003 Pred:0.256\n",
      "Up:0.2565 Up err:0.2953922500000001\n",
      "Down:0.2555 Down err:0.29648025\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 13 Weight:0.513\n",
      "Error:0.2953922500000001 Pred:0.2565\n",
      "Up:0.257 Up err:0.294849\n",
      "Down:0.256 Down err:0.29593600000000003\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 14 Weight:0.514\n",
      "Error:0.294849 Pred:0.257\n",
      "Up:0.2575 Up err:0.29430625\n",
      "Down:0.2565 Down err:0.2953922500000001\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 15 Weight:0.515\n",
      "Error:0.29430625 Pred:0.2575\n",
      "Up:0.258 Up err:0.293764\n",
      "Down:0.257 Down err:0.294849\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 16 Weight:0.516\n",
      "Error:0.293764 Pred:0.258\n",
      "Up:0.2585 Up err:0.2932222500000001\n",
      "Down:0.2575 Down err:0.29430625\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 17 Weight:0.517\n",
      "Error:0.2932222500000001 Pred:0.2585\n",
      "Up:0.259 Up err:0.292681\n",
      "Down:0.258 Down err:0.293764\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 18 Weight:0.518\n",
      "Error:0.292681 Pred:0.259\n",
      "Up:0.2595 Up err:0.29214025\n",
      "Down:0.2585 Down err:0.2932222500000001\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 19 Weight:0.519\n",
      "Error:0.29214025 Pred:0.2595\n",
      "Up:0.26 Up err:0.2916\n",
      "Down:0.259 Down err:0.292681\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 20 Weight:0.52\n",
      "Error:0.2916 Pred:0.26\n",
      "Up:0.2605 Up err:0.2910602500000001\n",
      "Down:0.2595 Down err:0.29214025\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 21 Weight:0.521\n",
      "Error:0.2910602500000001 Pred:0.2605\n",
      "Up:0.261 Up err:0.29052100000000003\n",
      "Down:0.26 Down err:0.2916\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 22 Weight:0.522\n",
      "Error:0.29052100000000003 Pred:0.261\n",
      "Up:0.2615 Up err:0.28998225\n",
      "Down:0.2605 Down err:0.2910602500000001\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 23 Weight:0.523\n",
      "Error:0.28998225 Pred:0.2615\n",
      "Up:0.262 Up err:0.28944400000000003\n",
      "Down:0.261 Down err:0.29052100000000003\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 24 Weight:0.524\n",
      "Error:0.28944400000000003 Pred:0.262\n",
      "Up:0.2625 Up err:0.2889062500000001\n",
      "Down:0.2615 Down err:0.28998225\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 25 Weight:0.525\n",
      "Error:0.2889062500000001 Pred:0.2625\n",
      "Up:0.263 Up err:0.28836900000000004\n",
      "Down:0.262 Down err:0.28944400000000003\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 26 Weight:0.526\n",
      "Error:0.28836900000000004 Pred:0.263\n",
      "Up:0.2635 Up err:0.28783224999999996\n",
      "Down:0.2625 Down err:0.2889062500000001\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 27 Weight:0.527\n",
      "Error:0.28783224999999996 Pred:0.2635\n",
      "Up:0.264 Up err:0.28729600000000005\n",
      "Down:0.263 Down err:0.28836900000000004\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 28 Weight:0.528\n",
      "Error:0.28729600000000005 Pred:0.264\n",
      "Up:0.2645 Up err:0.2867602500000001\n",
      "Down:0.2635 Down err:0.28783224999999996\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 29 Weight:0.529\n",
      "Error:0.2867602500000001 Pred:0.2645\n",
      "Up:0.265 Up err:0.286225\n",
      "Down:0.264 Down err:0.28729600000000005\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 30 Weight:0.53\n",
      "Error:0.286225 Pred:0.265\n",
      "Up:0.2655 Up err:0.28569025\n",
      "Down:0.2645 Down err:0.2867602500000001\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 31 Weight:0.531\n",
      "Error:0.28569025 Pred:0.2655\n",
      "Up:0.266 Up err:0.285156\n",
      "Down:0.265 Down err:0.286225\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 32 Weight:0.532\n",
      "Error:0.285156 Pred:0.266\n",
      "Up:0.2665 Up err:0.2846222500000001\n",
      "Down:0.2655 Down err:0.28569025\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 33 Weight:0.533\n",
      "Error:0.2846222500000001 Pred:0.2665\n",
      "Up:0.267 Up err:0.28408900000000004\n",
      "Down:0.266 Down err:0.285156\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 34 Weight:0.534\n",
      "Error:0.28408900000000004 Pred:0.267\n",
      "Up:0.2675 Up err:0.28355624999999995\n",
      "Down:0.2665 Down err:0.2846222500000001\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 35 Weight:0.535\n",
      "Error:0.28355624999999995 Pred:0.2675\n",
      "Up:0.268 Up err:0.28302400000000005\n",
      "Down:0.267 Down err:0.28408900000000004\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 36 Weight:0.536\n",
      "Error:0.28302400000000005 Pred:0.268\n",
      "Up:0.2685 Up err:0.2824922500000001\n",
      "Down:0.2675 Down err:0.28355624999999995\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 37 Weight:0.537\n",
      "Error:0.2824922500000001 Pred:0.2685\n",
      "Up:0.269 Up err:0.281961\n",
      "Down:0.268 Down err:0.28302400000000005\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 38 Weight:0.538\n",
      "Error:0.281961 Pred:0.269\n",
      "Up:0.2695 Up err:0.28143025\n",
      "Down:0.2685 Down err:0.2824922500000001\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 39 Weight:0.539\n",
      "Error:0.28143025 Pred:0.2695\n",
      "Up:0.27 Up err:0.28090000000000004\n",
      "Down:0.269 Down err:0.281961\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 40 Weight:0.54\n",
      "Error:0.28090000000000004 Pred:0.27\n",
      "Up:0.2705 Up err:0.2803702500000001\n",
      "Down:0.2695 Down err:0.28143025\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 41 Weight:0.541\n",
      "Error:0.2803702500000001 Pred:0.2705\n",
      "Up:0.271 Up err:0.279841\n",
      "Down:0.27 Down err:0.28090000000000004\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 42 Weight:0.542\n",
      "Error:0.279841 Pred:0.271\n",
      "Up:0.2715 Up err:0.27931225\n",
      "Down:0.2705 Down err:0.2803702500000001\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 43 Weight:0.543\n",
      "Error:0.27931225 Pred:0.2715\n",
      "Up:0.272 Up err:0.27878400000000003\n",
      "Down:0.271 Down err:0.279841\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 44 Weight:0.544\n",
      "Error:0.27878400000000003 Pred:0.272\n",
      "Up:0.2725 Up err:0.2782562500000001\n",
      "Down:0.2715 Down err:0.27931225\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 45 Weight:0.545\n",
      "Error:0.2782562500000001 Pred:0.2725\n",
      "Up:0.273 Up err:0.277729\n",
      "Down:0.272 Down err:0.27878400000000003\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 46 Weight:0.546\n",
      "Error:0.277729 Pred:0.273\n",
      "Up:0.2735 Up err:0.27720225\n",
      "Down:0.2725 Down err:0.2782562500000001\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 47 Weight:0.547\n",
      "Error:0.27720225 Pred:0.2735\n",
      "Up:0.274 Up err:0.27667600000000003\n",
      "Down:0.273 Down err:0.277729\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 48 Weight:0.548\n",
      "Error:0.27667600000000003 Pred:0.274\n",
      "Up:0.2745 Up err:0.2761502500000001\n",
      "Down:0.2735 Down err:0.27720225\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 49 Weight:0.549\n",
      "Error:0.2761502500000001 Pred:0.2745\n",
      "Up:0.275 Up err:0.275625\n",
      "Down:0.274 Down err:0.27667600000000003\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 50 Weight:0.55\n",
      "Error:0.275625 Pred:0.275\n",
      "Up:0.2755 Up err:0.27510025\n",
      "Down:0.2745 Down err:0.2761502500000001\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 51 Weight:0.551\n",
      "Error:0.27510025 Pred:0.2755\n",
      "Up:0.276 Up err:0.27457600000000004\n",
      "Down:0.275 Down err:0.275625\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 52 Weight:0.552\n",
      "Error:0.27457600000000004 Pred:0.276\n",
      "Up:0.2765 Up err:0.27405225000000005\n",
      "Down:0.2755 Down err:0.27510025\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 53 Weight:0.553\n",
      "Error:0.27405225000000005 Pred:0.2765\n",
      "Up:0.277 Up err:0.273529\n",
      "Down:0.276 Down err:0.27457600000000004\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 54 Weight:0.554\n",
      "Error:0.273529 Pred:0.277\n",
      "Up:0.2775 Up err:0.27300624999999995\n",
      "Down:0.2765 Down err:0.27405225000000005\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 55 Weight:0.555\n",
      "Error:0.27300624999999995 Pred:0.2775\n",
      "Up:0.278 Up err:0.272484\n",
      "Down:0.277 Down err:0.273529\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 56 Weight:0.556\n",
      "Error:0.272484 Pred:0.278\n",
      "Up:0.2785 Up err:0.27196225000000007\n",
      "Down:0.2775 Down err:0.27300624999999995\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 57 Weight:0.557\n",
      "Error:0.27196225000000007 Pred:0.2785\n",
      "Up:0.279 Up err:0.27144100000000004\n",
      "Down:0.278 Down err:0.272484\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 58 Weight:0.558\n",
      "Error:0.27144100000000004 Pred:0.279\n",
      "Up:0.2795 Up err:0.27092025\n",
      "Down:0.2785 Down err:0.27196225000000007\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 59 Weight:0.559\n",
      "Error:0.27092025 Pred:0.2795\n",
      "Up:0.28 Up err:0.27040000000000003\n",
      "Down:0.279 Down err:0.27144100000000004\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 60 Weight:0.56\n",
      "Error:0.27040000000000003 Pred:0.28\n",
      "Up:0.2805 Up err:0.2698802500000001\n",
      "Down:0.2795 Down err:0.27092025\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 61 Weight:0.561\n",
      "Error:0.2698802500000001 Pred:0.2805\n",
      "Up:0.281 Up err:0.269361\n",
      "Down:0.28 Down err:0.27040000000000003\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 62 Weight:0.562\n",
      "Error:0.269361 Pred:0.281\n",
      "Up:0.28150000000000003 Up err:0.26884224999999995\n",
      "Down:0.2805 Down err:0.2698802500000001\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 63 Weight:0.5630000000000001\n",
      "Error:0.26884224999999995 Pred:0.28150000000000003\n",
      "Up:0.28200000000000003 Up err:0.268324\n",
      "Down:0.281 Down err:0.269361\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 64 Weight:0.5640000000000001\n",
      "Error:0.268324 Pred:0.28200000000000003\n",
      "Up:0.28250000000000003 Up err:0.2678062500000001\n",
      "Down:0.28150000000000003 Down err:0.26884224999999995\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 65 Weight:0.5650000000000001\n",
      "Error:0.2678062500000001 Pred:0.28250000000000003\n",
      "Up:0.28300000000000003 Up err:0.267289\n",
      "Down:0.28200000000000003 Down err:0.268324\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 66 Weight:0.5660000000000001\n",
      "Error:0.267289 Pred:0.28300000000000003\n",
      "Up:0.28350000000000003 Up err:0.26677224999999993\n",
      "Down:0.28250000000000003 Down err:0.2678062500000001\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 67 Weight:0.5670000000000001\n",
      "Error:0.26677224999999993 Pred:0.28350000000000003\n",
      "Up:0.28400000000000003 Up err:0.266256\n",
      "Down:0.28300000000000003 Down err:0.267289\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 68 Weight:0.5680000000000001\n",
      "Error:0.266256 Pred:0.28400000000000003\n",
      "Up:0.28450000000000003 Up err:0.26574025000000007\n",
      "Down:0.28350000000000003 Down err:0.26677224999999993\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 69 Weight:0.5690000000000001\n",
      "Error:0.26574025000000007 Pred:0.28450000000000003\n",
      "Up:0.28500000000000003 Up err:0.265225\n",
      "Down:0.28400000000000003 Down err:0.266256\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 70 Weight:0.5700000000000001\n",
      "Error:0.265225 Pred:0.28500000000000003\n",
      "Up:0.28550000000000003 Up err:0.26471025\n",
      "Down:0.28450000000000003 Down err:0.26574025000000007\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 71 Weight:0.5710000000000001\n",
      "Error:0.26471025 Pred:0.28550000000000003\n",
      "Up:0.28600000000000003 Up err:0.264196\n",
      "Down:0.28500000000000003 Down err:0.265225\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 72 Weight:0.5720000000000001\n",
      "Error:0.264196 Pred:0.28600000000000003\n",
      "Up:0.28650000000000003 Up err:0.26368225000000006\n",
      "Down:0.28550000000000003 Down err:0.26471025\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 73 Weight:0.5730000000000001\n",
      "Error:0.26368225000000006 Pred:0.28650000000000003\n",
      "Up:0.28700000000000003 Up err:0.263169\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 74 Weight:0.5740000000000001\n",
      "Error:0.263169 Pred:0.28700000000000003\n",
      "Up:0.28750000000000003 Up err:0.26265625\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 75 Weight:0.5750000000000001\n",
      "Error:0.26265625 Pred:0.28750000000000003\n",
      "Up:0.28800000000000003 Up err:0.262144\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 76 Weight:0.5760000000000001\n",
      "Error:0.262144 Pred:0.28800000000000003\n",
      "Up:0.28850000000000003 Up err:0.26163225000000007\n",
      "Down:0.28750000000000003 Down err:0.26265625\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 77 Weight:0.5770000000000001\n",
      "Error:0.26163225000000007 Pred:0.28850000000000003\n",
      "Up:0.28900000000000003 Up err:0.261121\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 78 Weight:0.5780000000000001\n",
      "Error:0.261121 Pred:0.28900000000000003\n",
      "Up:0.28950000000000004 Up err:0.26061024999999993\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 79 Weight:0.5790000000000001\n",
      "Error:0.26061024999999993 Pred:0.28950000000000004\n",
      "Up:0.29000000000000004 Up err:0.2601\n",
      "Down:0.28900000000000003 Down err:0.261121\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 80 Weight:0.5800000000000001\n",
      "Error:0.2601 Pred:0.29000000000000004\n",
      "Up:0.29050000000000004 Up err:0.2595902500000001\n",
      "Down:0.28950000000000004 Down err:0.26061024999999993\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 81 Weight:0.5810000000000001\n",
      "Error:0.2595902500000001 Pred:0.29050000000000004\n",
      "Up:0.29100000000000004 Up err:0.259081\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 82 Weight:0.5820000000000001\n",
      "Error:0.259081 Pred:0.29100000000000004\n",
      "Up:0.29150000000000004 Up err:0.25857224999999995\n",
      "Down:0.29050000000000004 Down err:0.2595902500000001\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 83 Weight:0.5830000000000001\n",
      "Error:0.25857224999999995 Pred:0.29150000000000004\n",
      "Up:0.29200000000000004 Up err:0.258064\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 84 Weight:0.5840000000000001\n",
      "Error:0.258064 Pred:0.29200000000000004\n",
      "Up:0.29250000000000004 Up err:0.25755625000000004\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 85 Weight:0.5850000000000001\n",
      "Error:0.25755625000000004 Pred:0.29250000000000004\n",
      "Up:0.29300000000000004 Up err:0.257049\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 86 Weight:0.5860000000000001\n",
      "Error:0.257049 Pred:0.29300000000000004\n",
      "Up:0.29350000000000004 Up err:0.25654224999999997\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 87 Weight:0.5870000000000001\n",
      "Error:0.25654224999999997 Pred:0.29350000000000004\n",
      "Up:0.29400000000000004 Up err:0.256036\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 88 Weight:0.5880000000000001\n",
      "Error:0.256036 Pred:0.29400000000000004\n",
      "Up:0.29450000000000004 Up err:0.25553025000000007\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 89 Weight:0.5890000000000001\n",
      "Error:0.25553025000000007 Pred:0.29450000000000004\n",
      "Up:0.29500000000000004 Up err:0.255025\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 90 Weight:0.5900000000000001\n",
      "Error:0.255025 Pred:0.29500000000000004\n",
      "Up:0.29550000000000004 Up err:0.25452024999999995\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 91 Weight:0.5910000000000001\n",
      "Error:0.25452024999999995 Pred:0.29550000000000004\n",
      "Up:0.29600000000000004 Up err:0.254016\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 92 Weight:0.5920000000000001\n",
      "Error:0.254016 Pred:0.29600000000000004\n",
      "Up:0.29650000000000004 Up err:0.25351225000000005\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 93 Weight:0.5930000000000001\n",
      "Error:0.25351225000000005 Pred:0.29650000000000004\n",
      "Up:0.29700000000000004 Up err:0.253009\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 94 Weight:0.5940000000000001\n",
      "Error:0.253009 Pred:0.29700000000000004\n",
      "Up:0.29750000000000004 Up err:0.25250624999999993\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 95 Weight:0.5950000000000001\n",
      "Error:0.25250624999999993 Pred:0.29750000000000004\n",
      "Up:0.29800000000000004 Up err:0.252004\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 96 Weight:0.5960000000000001\n",
      "Error:0.252004 Pred:0.29800000000000004\n",
      "Up:0.29850000000000004 Up err:0.25150225000000004\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 97 Weight:0.5970000000000001\n",
      "Error:0.25150225000000004 Pred:0.29850000000000004\n",
      "Up:0.29900000000000004 Up err:0.251001\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 98 Weight:0.5980000000000001\n",
      "Error:0.251001 Pred:0.29900000000000004\n",
      "Up:0.29950000000000004 Up err:0.2505002499999999\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 99 Weight:0.5990000000000001\n",
      "Error:0.2505002499999999 Pred:0.29950000000000004\n",
      "Up:0.30000000000000004 Up err:0.25\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 100 Weight:0.6000000000000001\n",
      "Error:0.25 Pred:0.30000000000000004\n",
      "Up:0.30050000000000004 Up err:0.24950025\n",
      "Down:0.29950000000000004 Down err:0.2505002499999999\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 101 Weight:0.6010000000000001\n",
      "Error:0.24950025 Pred:0.30050000000000004\n",
      "Up:0.30100000000000005 Up err:0.249001\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 102 Weight:0.6020000000000001\n",
      "Error:0.249001 Pred:0.30100000000000005\n",
      "Up:0.30150000000000005 Up err:0.24850225\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 103 Weight:0.6030000000000001\n",
      "Error:0.24850225 Pred:0.30150000000000005\n",
      "Up:0.30200000000000005 Up err:0.248004\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 104 Weight:0.6040000000000001\n",
      "Error:0.248004 Pred:0.30200000000000005\n",
      "Up:0.30250000000000005 Up err:0.24750625\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 105 Weight:0.6050000000000001\n",
      "Error:0.24750625 Pred:0.30250000000000005\n",
      "Up:0.30300000000000005 Up err:0.247009\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 106 Weight:0.6060000000000001\n",
      "Error:0.247009 Pred:0.30300000000000005\n",
      "Up:0.30350000000000005 Up err:0.24651225\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 107 Weight:0.6070000000000001\n",
      "Error:0.24651225 Pred:0.30350000000000005\n",
      "Up:0.30400000000000005 Up err:0.24601599999999998\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.24601599999999998 Pred:0.30400000000000005\n",
      "Up:0.30450000000000005 Up err:0.24552025\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 109 Weight:0.6090000000000001\n",
      "Error:0.24552025 Pred:0.30450000000000005\n",
      "Up:0.30500000000000005 Up err:0.245025\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.245025 Pred:0.30500000000000005\n",
      "Up:0.30550000000000005 Up err:0.24453025\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 111 Weight:0.6110000000000001\n",
      "Error:0.24453025 Pred:0.30550000000000005\n",
      "Up:0.30600000000000005 Up err:0.244036\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.244036 Pred:0.30600000000000005\n",
      "Up:0.30650000000000005 Up err:0.24354225\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 113 Weight:0.6130000000000001\n",
      "Error:0.24354225 Pred:0.30650000000000005\n",
      "Up:0.30700000000000005 Up err:0.243049\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.243049 Pred:0.30700000000000005\n",
      "Up:0.30750000000000005 Up err:0.24255625\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 115 Weight:0.6150000000000001\n",
      "Error:0.24255625 Pred:0.30750000000000005\n",
      "Up:0.30800000000000005 Up err:0.242064\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.242064 Pred:0.30800000000000005\n",
      "Up:0.30850000000000005 Up err:0.24157225\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.24157225 Pred:0.30850000000000005\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.241081 Pred:0.30900000000000005\n",
      "Up:0.30950000000000005 Up err:0.24059025\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 119 Weight:0.6190000000000001\n",
      "Error:0.24059025 Pred:0.30950000000000005\n",
      "Up:0.31000000000000005 Up err:0.24009999999999998\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.24009999999999998 Pred:0.31000000000000005\n",
      "Up:0.31050000000000005 Up err:0.23961025\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.23961025 Pred:0.31050000000000005\n",
      "Up:0.31100000000000005 Up err:0.239121\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Up:0.31150000000000005 Up err:0.23863225\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.23863225 Pred:0.31150000000000005\n",
      "Up:0.31200000000000006 Up err:0.238144\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.238144 Pred:0.31200000000000006\n",
      "Up:0.31250000000000006 Up err:0.23765624999999999\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Up:0.31300000000000006 Up err:0.237169\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Up:0.31350000000000006 Up err:0.23668224999999998\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Up:0.31450000000000006 Up err:0.23571024999999998\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.235225 Pred:0.31500000000000006\n",
      "Up:0.31550000000000006 Up err:0.23474024999999998\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.23474024999999998 Pred:0.31550000000000006\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Up:0.31650000000000006 Up err:0.23377225\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.233289 Pred:0.31700000000000006\n",
      "Up:0.31750000000000006 Up err:0.23280625\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Up:0.31800000000000006 Up err:0.23232399999999997\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.23232399999999997 Pred:0.31800000000000006\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.23184224999999997 Pred:0.31850000000000006\n",
      "Up:0.31900000000000006 Up err:0.23136099999999998\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.2304 Pred:0.32000000000000006\n",
      "Up:0.32050000000000006 Up err:0.22992025\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Up:0.32100000000000006 Up err:0.22944099999999998\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.22896224999999998 Pred:0.32150000000000006\n",
      "Up:0.32200000000000006 Up err:0.228484\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Up:0.32250000000000006 Up err:0.22800625\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.22800625 Pred:0.32250000000000006\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Up:0.3605000000000001 Up err:0.19316024999999995\n",
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      "Error:0.16281224999999994 Pred:0.39650000000000013\n",
      "Up:0.39700000000000013 Up err:0.16240899999999994\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.16240899999999994 Pred:0.39700000000000013\n",
      "Up:0.39750000000000013 Up err:0.16200624999999994\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 295 Weight:0.7950000000000003\n",
      "Error:0.16200624999999994 Pred:0.39750000000000013\n",
      "Up:0.39800000000000013 Up err:0.16160399999999994\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 296 Weight:0.7960000000000003\n",
      "Error:0.16160399999999994 Pred:0.39800000000000013\n",
      "Up:0.39850000000000013 Up err:0.16120224999999994\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 297 Weight:0.7970000000000003\n",
      "Error:0.16120224999999994 Pred:0.39850000000000013\n",
      "Up:0.39900000000000013 Up err:0.16080099999999992\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 298 Weight:0.7980000000000003\n",
      "Error:0.16080099999999992 Pred:0.39900000000000013\n",
      "Up:0.39950000000000013 Up err:0.16040024999999994\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.16040024999999994 Pred:0.39950000000000013\n",
      "Up:0.40000000000000013 Up err:0.15999999999999992\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 300 Weight:0.8000000000000003\n",
      "Error:0.15999999999999992 Pred:0.40000000000000013\n",
      "Up:0.40050000000000013 Up err:0.15960024999999992\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 301 Weight:0.8010000000000003\n",
      "Error:0.15960024999999992 Pred:0.40050000000000013\n",
      "Up:0.40100000000000013 Up err:0.15920099999999993\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 302 Weight:0.8020000000000003\n",
      "Error:0.15920099999999993 Pred:0.40100000000000013\n",
      "Up:0.40150000000000013 Up err:0.15880224999999992\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 303 Weight:0.8030000000000003\n",
      "Error:0.15880224999999992 Pred:0.40150000000000013\n",
      "Up:0.40200000000000014 Up err:0.15840399999999993\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 304 Weight:0.8040000000000003\n",
      "Error:0.15840399999999993 Pred:0.40200000000000014\n",
      "Up:0.40250000000000014 Up err:0.15800624999999993\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 305 Weight:0.8050000000000003\n",
      "Error:0.15800624999999993 Pred:0.40250000000000014\n",
      "Up:0.40300000000000014 Up err:0.15760899999999992\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.15760899999999992 Pred:0.40300000000000014\n",
      "Up:0.40350000000000014 Up err:0.15721224999999991\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 307 Weight:0.8070000000000003\n",
      "Error:0.15721224999999991 Pred:0.40350000000000014\n",
      "Up:0.40400000000000014 Up err:0.15681599999999993\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 308 Weight:0.8080000000000003\n",
      "Error:0.15681599999999993 Pred:0.40400000000000014\n",
      "Up:0.40450000000000014 Up err:0.15642024999999993\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 309 Weight:0.8090000000000003\n",
      "Error:0.15642024999999993 Pred:0.40450000000000014\n",
      "Up:0.40500000000000014 Up err:0.1560249999999999\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 310 Weight:0.8100000000000003\n",
      "Error:0.1560249999999999 Pred:0.40500000000000014\n",
      "Up:0.40550000000000014 Up err:0.15563024999999991\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 311 Weight:0.8110000000000003\n",
      "Error:0.15563024999999991 Pred:0.40550000000000014\n",
      "Up:0.40600000000000014 Up err:0.15523599999999993\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 312 Weight:0.8120000000000003\n",
      "Error:0.15523599999999993 Pred:0.40600000000000014\n",
      "Up:0.40650000000000014 Up err:0.15484224999999993\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.15484224999999993 Pred:0.40650000000000014\n",
      "Up:0.40700000000000014 Up err:0.15444899999999992\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.15444899999999992 Pred:0.40700000000000014\n",
      "Up:0.40750000000000014 Up err:0.15405624999999992\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.15405624999999992 Pred:0.40750000000000014\n",
      "Up:0.40800000000000014 Up err:0.1536639999999999\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1536639999999999 Pred:0.40800000000000014\n",
      "Up:0.40850000000000014 Up err:0.15327224999999992\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.15327224999999992 Pred:0.40850000000000014\n",
      "Up:0.40900000000000014 Up err:0.15288099999999993\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 318 Weight:0.8180000000000003\n",
      "Error:0.15288099999999993 Pred:0.40900000000000014\n",
      "Up:0.40950000000000014 Up err:0.1524902499999999\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1524902499999999 Pred:0.40950000000000014\n",
      "Up:0.41000000000000014 Up err:0.15209999999999993\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 320 Weight:0.8200000000000003\n",
      "Error:0.15209999999999993 Pred:0.41000000000000014\n",
      "Up:0.41050000000000014 Up err:0.15171024999999994\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 321 Weight:0.8210000000000003\n",
      "Error:0.15171024999999994 Pred:0.41050000000000014\n",
      "Up:0.41100000000000014 Up err:0.15132099999999993\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 322 Weight:0.8220000000000003\n",
      "Error:0.15132099999999993 Pred:0.41100000000000014\n",
      "Up:0.41150000000000014 Up err:0.15093224999999993\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 323 Weight:0.8230000000000003\n",
      "Error:0.15093224999999993 Pred:0.41150000000000014\n",
      "Up:0.41200000000000014 Up err:0.15054399999999993\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 324 Weight:0.8240000000000003\n",
      "Error:0.15054399999999993 Pred:0.41200000000000014\n",
      "Up:0.41250000000000014 Up err:0.15015624999999994\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.15015624999999994 Pred:0.41250000000000014\n",
      "Up:0.41300000000000014 Up err:0.14976899999999993\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.14976899999999993 Pred:0.41300000000000014\n",
      "Up:0.41350000000000015 Up err:0.1493822499999999\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1493822499999999 Pred:0.41350000000000015\n",
      "Up:0.41400000000000015 Up err:0.14899599999999993\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.14899599999999993 Pred:0.41400000000000015\n",
      "Up:0.41450000000000015 Up err:0.14861024999999992\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.14861024999999992 Pred:0.41450000000000015\n",
      "Up:0.41500000000000015 Up err:0.1482249999999999\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1482249999999999 Pred:0.41500000000000015\n",
      "Up:0.41550000000000015 Up err:0.14784024999999992\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.14784024999999992 Pred:0.41550000000000015\n",
      "Up:0.41600000000000015 Up err:0.14745599999999992\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.14745599999999992 Pred:0.41600000000000015\n",
      "Up:0.41650000000000015 Up err:0.14707224999999993\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.14707224999999993 Pred:0.41650000000000015\n",
      "Up:0.41700000000000015 Up err:0.14668899999999993\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.14668899999999993 Pred:0.41700000000000015\n",
      "Up:0.41750000000000015 Up err:0.14630624999999992\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.14630624999999992 Pred:0.41750000000000015\n",
      "Up:0.41800000000000015 Up err:0.14592399999999991\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.14592399999999991 Pred:0.41800000000000015\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.14554224999999993 Pred:0.41850000000000015\n",
      "Up:0.41900000000000015 Up err:0.14516099999999993\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.14516099999999993 Pred:0.41900000000000015\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.14478024999999992 Pred:0.41950000000000015\n",
      "Up:0.42000000000000015 Up err:0.14439999999999992\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.14439999999999992 Pred:0.42000000000000015\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1440202499999999 Pred:0.42050000000000015\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1436409999999999 Pred:0.42100000000000015\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.14326224999999992 Pred:0.42150000000000015\n",
      "Up:0.42200000000000015 Up err:0.14288399999999993\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.14288399999999993 Pred:0.42200000000000015\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.14250624999999992 Pred:0.42250000000000015\n",
      "Up:0.42300000000000015 Up err:0.14212899999999992\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.14212899999999992 Pred:0.42300000000000015\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1417522499999999 Pred:0.42350000000000015\n",
      "Up:0.42400000000000015 Up err:0.14137599999999992\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.14137599999999992 Pred:0.42400000000000015\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1410002499999999 Pred:0.42450000000000015\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.14062499999999992 Pred:0.42500000000000016\n",
      "Up:0.42550000000000016 Up err:0.1402502499999999\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1402502499999999 Pred:0.42550000000000016\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.13987599999999992 Pred:0.42600000000000016\n",
      "Up:0.42650000000000016 Up err:0.1395022499999999\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1395022499999999 Pred:0.42650000000000016\n",
      "Up:0.42700000000000016 Up err:0.13912899999999992\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.13912899999999992 Pred:0.42700000000000016\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.13875624999999991 Pred:0.42750000000000016\n",
      "Up:0.42800000000000016 Up err:0.13838399999999992\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.13838399999999992 Pred:0.42800000000000016\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Up:0.43000000000000016 Up err:0.1368999999999999\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1368999999999999 Pred:0.43000000000000016\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Up:0.43100000000000016 Up err:0.13616099999999992\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.13616099999999992 Pred:0.43100000000000016\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.13579224999999992 Pred:0.43150000000000016\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1354239999999999 Pred:0.43200000000000016\n",
      "Up:0.43250000000000016 Up err:0.1350562499999999\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 365 Weight:0.8650000000000003\n",
      "Error:0.1350562499999999 Pred:0.43250000000000016\n",
      "Up:0.43300000000000016 Up err:0.13468899999999992\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 366 Weight:0.8660000000000003\n",
      "Error:0.13468899999999992 Pred:0.43300000000000016\n",
      "Up:0.43350000000000016 Up err:0.13432224999999992\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 367 Weight:0.8670000000000003\n",
      "Error:0.13432224999999992 Pred:0.43350000000000016\n",
      "Up:0.43400000000000016 Up err:0.1339559999999999\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 368 Weight:0.8680000000000003\n",
      "Error:0.1339559999999999 Pred:0.43400000000000016\n",
      "Up:0.43450000000000016 Up err:0.1335902499999999\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 369 Weight:0.8690000000000003\n",
      "Error:0.1335902499999999 Pred:0.43450000000000016\n",
      "Up:0.43500000000000016 Up err:0.1332249999999999\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 370 Weight:0.8700000000000003\n",
      "Error:0.1332249999999999 Pred:0.43500000000000016\n",
      "Up:0.43550000000000016 Up err:0.1328602499999999\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1328602499999999 Pred:0.43550000000000016\n",
      "Up:0.43600000000000017 Up err:0.13249599999999992\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.13249599999999992 Pred:0.43600000000000017\n",
      "Up:0.43650000000000017 Up err:0.13213224999999992\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.13213224999999992 Pred:0.43650000000000017\n",
      "Up:0.43700000000000017 Up err:0.13176899999999991\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 374 Weight:0.8740000000000003\n",
      "Error:0.13176899999999991 Pred:0.43700000000000017\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.13140624999999992 Pred:0.43750000000000017\n",
      "Up:0.43800000000000017 Up err:0.1310439999999999\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 376 Weight:0.8760000000000003\n",
      "Error:0.1310439999999999 Pred:0.43800000000000017\n",
      "Up:0.43850000000000017 Up err:0.13068224999999992\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 377 Weight:0.8770000000000003\n",
      "Error:0.13068224999999992 Pred:0.43850000000000017\n",
      "Up:0.43900000000000017 Up err:0.1303209999999999\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 378 Weight:0.8780000000000003\n",
      "Error:0.1303209999999999 Pred:0.43900000000000017\n",
      "Up:0.43950000000000017 Up err:0.12996024999999992\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 379 Weight:0.8790000000000003\n",
      "Error:0.12996024999999992 Pred:0.43950000000000017\n",
      "Up:0.44000000000000017 Up err:0.1295999999999999\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 380 Weight:0.8800000000000003\n",
      "Error:0.1295999999999999 Pred:0.44000000000000017\n",
      "Up:0.44050000000000017 Up err:0.12924024999999992\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 381 Weight:0.8810000000000003\n",
      "Error:0.12924024999999992 Pred:0.44050000000000017\n",
      "Up:0.44100000000000017 Up err:0.1288809999999999\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 382 Weight:0.8820000000000003\n",
      "Error:0.1288809999999999 Pred:0.44100000000000017\n",
      "Up:0.44150000000000017 Up err:0.12852224999999992\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.12852224999999992 Pred:0.44150000000000017\n",
      "Up:0.44200000000000017 Up err:0.12816399999999992\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 384 Weight:0.8840000000000003\n",
      "Error:0.12816399999999992 Pred:0.44200000000000017\n",
      "Up:0.44250000000000017 Up err:0.1278062499999999\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1278062499999999 Pred:0.44250000000000017\n",
      "Up:0.44300000000000017 Up err:0.1274489999999999\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1274489999999999 Pred:0.44300000000000017\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 387 Weight:0.8870000000000003\n",
      "Error:0.1270922499999999 Pred:0.44350000000000017\n",
      "Up:0.4440000000000002 Up err:0.1267359999999999\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1267359999999999 Pred:0.4440000000000002\n",
      "Up:0.4445000000000002 Up err:0.12638024999999992\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.12638024999999992 Pred:0.4445000000000002\n",
      "Up:0.4450000000000002 Up err:0.12602499999999991\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.12602499999999991 Pred:0.4450000000000002\n",
      "Up:0.4455000000000002 Up err:0.1256702499999999\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1256702499999999 Pred:0.4455000000000002\n",
      "Up:0.4460000000000002 Up err:0.1253159999999999\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1253159999999999 Pred:0.4460000000000002\n",
      "Up:0.4465000000000002 Up err:0.12496224999999991\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.12496224999999991 Pred:0.4465000000000002\n",
      "Up:0.4470000000000002 Up err:0.12460899999999991\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.12460899999999991 Pred:0.4470000000000002\n",
      "Up:0.4475000000000002 Up err:0.1242562499999999\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1242562499999999 Pred:0.4475000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1239039999999999 Pred:0.4480000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1235522499999999 Pred:0.4485000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.12320099999999991 Pred:0.4490000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.12285024999999991 Pred:0.4495000000000002\n",
      "Up:0.4500000000000002 Up err:0.1224999999999999\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1224999999999999 Pred:0.4500000000000002\n",
      "Up:0.4505000000000002 Up err:0.1221502499999999\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Up:0.4510000000000002 Up err:0.12180099999999991\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.12180099999999991 Pred:0.4510000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1214522499999999 Pred:0.4515000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1211039999999999 Pred:0.4520000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.12075624999999991 Pred:0.4525000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.12006224999999991 Pred:0.4535000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1197159999999999 Pred:0.4540000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1193702499999999 Pred:0.4545000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.11902499999999991 Pred:0.4550000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.11799224999999991 Pred:0.4565000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1176489999999999 Pred:0.4570000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1155999999999999 Pred:0.4600000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "\n",
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      "Error:0.1145822499999999 Pred:0.4615000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1135689999999999 Pred:0.4630000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
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      "Is errors are equal?False\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "Up:0.4690000000000002 Up err:0.1095609999999999\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1095609999999999 Pred:0.4690000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1092302499999999 Pred:0.4695000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1088999999999999 Pred:0.4700000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1085702499999999 Pred:0.4705000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1082409999999999 Pred:0.4710000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1079122499999999 Pred:0.4715000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1075839999999999 Pred:0.4720000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1072562499999999 Pred:0.4725000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1069289999999999 Pred:0.4730000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1066022499999999 Pred:0.4735000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1062759999999999 Pred:0.4740000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1059502499999999 Pred:0.4745000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1056249999999999 Pred:0.4750000000000002\n",
      "Up:0.4755000000000002 Up err:0.1053002499999999\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1053002499999999 Pred:0.4755000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1049759999999999 Pred:0.4760000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1046522499999999 Pred:0.4765000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1043289999999999 Pred:0.4770000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1040062499999999 Pred:0.4775000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1036839999999999 Pred:0.4780000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.10336224999999989 Pred:0.4785000000000002\n",
      "Up:0.4790000000000002 Up err:0.1030409999999999\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1030409999999999 Pred:0.4790000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1027202499999999 Pred:0.4795000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1023999999999999 Pred:0.4800000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1020802499999999 Pred:0.4805000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1017609999999999 Pred:0.4810000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1014422499999999 Pred:0.4815000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1011239999999999 Pred:0.4820000000000002\n",
      "Up:0.4825000000000002 Up err:0.1008062499999999\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1008062499999999 Pred:0.4825000000000002\n",
      "Up:0.4830000000000002 Up err:0.1004889999999999\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1004889999999999 Pred:0.4830000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.1001722499999999 Pred:0.4835000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0998559999999999 Pred:0.4840000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0995402499999999 Pred:0.4845000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0992249999999999 Pred:0.4850000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0989102499999999 Pred:0.4855000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.09859599999999989 Pred:0.4860000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.09828224999999989 Pred:0.4865000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.09796899999999989 Pred:0.4870000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0976562499999999 Pred:0.4875000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.09734399999999989 Pred:0.4880000000000002\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
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      "Is errors are equal?False\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "Is errors are equal?False\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "Up:0.5029999999999999 Up err:0.08820900000000009\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "Up:0.5054999999999996 Up err:0.08673025000000026\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.08614225000000032 Pred:0.5064999999999995\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.08584900000000034 Pred:0.5069999999999995\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.08555625000000038 Pred:0.5074999999999994\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.08526400000000041 Pred:0.5079999999999993\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "Error:0.08468100000000048 Pred:0.5089999999999992\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0843902500000005 Pred:0.5094999999999992\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Up:0.510999999999999 Up err:0.0835210000000006\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0835210000000006 Pred:0.510999999999999\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.08323225000000063 Pred:0.511499999999999\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.08294400000000066 Pred:0.5119999999999989\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0826562500000007 Pred:0.5124999999999988\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.08236900000000072 Pred:0.5129999999999988\n",
      "Up:0.5134999999999987 Up err:0.08208225000000074\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.08208225000000074 Pred:0.5134999999999987\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.08179600000000078 Pred:0.5139999999999987\n",
      "Up:0.5144999999999986 Up err:0.08151025000000081\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.08151025000000081 Pred:0.5144999999999986\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.08122500000000084 Pred:0.5149999999999986\n",
      "Up:0.5154999999999985 Up err:0.08094025000000087\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.08094025000000087 Pred:0.5154999999999985\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0806560000000009 Pred:0.5159999999999985\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.08008900000000096 Pred:0.5169999999999983\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.079806250000001 Pred:0.5174999999999983\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.07952400000000102 Pred:0.5179999999999982\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.07924225000000104 Pred:0.5184999999999982\n",
      "Up:0.5189999999999981 Up err:0.07896100000000107\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.07896100000000107 Pred:0.5189999999999981\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.07840000000000114 Pred:0.519999999999998\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.07812025000000117 Pred:0.520499999999998\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.07784100000000119 Pred:0.5209999999999979\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "Error:0.07728400000000125 Pred:0.5219999999999978\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.07700625000000128 Pred:0.5224999999999977\n",
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      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "Error:0.06734025000000222 Pred:0.5404999999999958\n",
      "Up:0.5409999999999957 Up err:0.06708100000000225\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.06708100000000225 Pred:0.5409999999999957\n",
      "Up:0.5414999999999957 Up err:0.06682225000000228\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 583 Weight:1.0829999999999913\n",
      "Error:0.06682225000000228 Pred:0.5414999999999957\n",
      "Up:0.5419999999999956 Up err:0.0665640000000023\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0665640000000023 Pred:0.5419999999999956\n",
      "Up:0.5424999999999955 Up err:0.06630625000000231\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 585 Weight:1.084999999999991\n",
      "Error:0.06630625000000231 Pred:0.5424999999999955\n",
      "Up:0.5429999999999955 Up err:0.06604900000000234\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 586 Weight:1.085999999999991\n",
      "Error:0.06604900000000234 Pred:0.5429999999999955\n",
      "Up:0.5434999999999954 Up err:0.06579225000000237\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 587 Weight:1.0869999999999909\n",
      "Error:0.06579225000000237 Pred:0.5434999999999954\n",
      "Up:0.5439999999999954 Up err:0.06553600000000238\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.06553600000000238 Pred:0.5439999999999954\n",
      "Up:0.5444999999999953 Up err:0.06528025000000241\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 589 Weight:1.0889999999999906\n",
      "Error:0.06528025000000241 Pred:0.5444999999999953\n",
      "Up:0.5449999999999953 Up err:0.06502500000000244\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 590 Weight:1.0899999999999905\n",
      "Error:0.06502500000000244 Pred:0.5449999999999953\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 591 Weight:1.0909999999999904\n",
      "Error:0.06477025000000246 Pred:0.5454999999999952\n",
      "Up:0.5459999999999952 Up err:0.06451600000000249\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 592 Weight:1.0919999999999903\n",
      "Error:0.06451600000000249 Pred:0.5459999999999952\n",
      "Up:0.5464999999999951 Up err:0.0642622500000025\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0642622500000025 Pred:0.5464999999999951\n",
      "Up:0.546999999999995 Up err:0.06400900000000254\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 594 Weight:1.09399999999999\n",
      "Error:0.06400900000000254 Pred:0.546999999999995\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 595 Weight:1.09499999999999\n",
      "Error:0.06375625000000255 Pred:0.547499999999995\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.06350400000000257 Pred:0.5479999999999949\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 597 Weight:1.0969999999999898\n",
      "Error:0.06325225000000259 Pred:0.5484999999999949\n",
      "Up:0.5489999999999948 Up err:0.06300100000000262\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.06300100000000262 Pred:0.5489999999999948\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.06275025000000264 Pred:0.5494999999999948\n",
      "Up:0.5499999999999947 Up err:0.06250000000000266\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 600 Weight:1.0999999999999894\n",
      "Error:0.06250000000000266 Pred:0.5499999999999947\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.062250250000002685 Pred:0.5504999999999947\n",
      "Up:0.5509999999999946 Up err:0.06200100000000271\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.06200100000000271 Pred:0.5509999999999946\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.06175225000000273 Pred:0.5514999999999946\n",
      "Up:0.5519999999999945 Up err:0.06150400000000275\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.06150400000000275 Pred:0.5519999999999945\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Up:0.5529999999999944 Up err:0.0610090000000028\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0610090000000028 Pred:0.5529999999999944\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.060762250000002814 Pred:0.5534999999999943\n",
      "Up:0.5539999999999943 Up err:0.06051600000000284\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.06051600000000284 Pred:0.5539999999999943\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.06027025000000286 Pred:0.5544999999999942\n",
      "Up:0.5549999999999942 Up err:0.06002500000000288\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.06002500000000288 Pred:0.5549999999999942\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0597802500000029 Pred:0.5554999999999941\n",
      "Up:0.555999999999994 Up err:0.05953600000000292\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.05953600000000292 Pred:0.555999999999994\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.05929225000000295 Pred:0.556499999999994\n",
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      "\n",
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      "Error:0.05904900000000297 Pred:0.5569999999999939\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Up:0.5579999999999938 Up err:0.058564000000003\n",
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      "\n",
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      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "Error:0.05784025000000307 Pred:0.5594999999999937\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "Up:0.5764999999999918 Up err:0.04995225000000369\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.04995225000000369 Pred:0.5764999999999918\n",
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      "\n",
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      "\n",
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      "\n",
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      "Error:0.049284000000003735 Pred:0.5779999999999916\n",
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      "\n",
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      "Error:0.04906225000000375 Pred:0.5784999999999916\n",
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      "\n",
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      "Error:0.04884100000000377 Pred:0.5789999999999915\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0484000000000038 Pred:0.5799999999999914\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.04818025000000382 Pred:0.5804999999999914\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.04796100000000383 Pred:0.5809999999999913\n",
      "Up:0.5814999999999912 Up err:0.047742250000003844\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.047742250000003844 Pred:0.5814999999999912\n",
      "Up:0.5819999999999912 Up err:0.04752400000000386\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.04752400000000386 Pred:0.5819999999999912\n",
      "Up:0.5824999999999911 Up err:0.04730625000000387\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.04730625000000387 Pred:0.5824999999999911\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.04708900000000389 Pred:0.5829999999999911\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.046872250000003904 Pred:0.583499999999991\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.04665600000000392 Pred:0.583999999999991\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.04644025000000394 Pred:0.5844999999999909\n",
      "Up:0.5849999999999909 Up err:0.04622500000000395\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.04622500000000395 Pred:0.5849999999999909\n",
      "Up:0.5854999999999908 Up err:0.046010250000003965\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.046010250000003965 Pred:0.5854999999999908\n",
      "Up:0.5859999999999908 Up err:0.04579600000000398\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.04579600000000398 Pred:0.5859999999999908\n",
      "Up:0.5864999999999907 Up err:0.045582250000003995\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.045582250000003995 Pred:0.5864999999999907\n",
      "Up:0.5869999999999906 Up err:0.045369000000004\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.045369000000004 Pred:0.5869999999999906\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.04515625000000402 Pred:0.5874999999999906\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.044944000000004036 Pred:0.5879999999999905\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.04473225000000405 Pred:0.5884999999999905\n",
      "Up:0.5889999999999904 Up err:0.044521000000004064\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.044521000000004064 Pred:0.5889999999999904\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.044310250000004076 Pred:0.5894999999999904\n",
      "Up:0.5899999999999903 Up err:0.04410000000000409\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.04410000000000409 Pred:0.5899999999999903\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0438902500000041 Pred:0.5904999999999903\n",
      "Up:0.5909999999999902 Up err:0.04368100000000411\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.04368100000000411 Pred:0.5909999999999902\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.043472250000004126 Pred:0.5914999999999901\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.04326400000000414 Pred:0.5919999999999901\n",
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      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.04264225000000418 Pred:0.5934999999999899\n",
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      "\n",
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      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.04202500000000422 Pred:0.5949999999999898\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.04161600000000424 Pred:0.5959999999999896\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0406022500000043 Pred:0.5984999999999894\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.03667225000000451 Pred:0.6084999999999883\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.03553225000000456 Pred:0.6114999999999879\n",
      "Up:0.6119999999999879 Up err:0.03534400000000457\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "Error:0.0345960000000046 Pred:0.6139999999999877\n",
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      "\n",
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      "Error:0.03441025000000461 Pred:0.6144999999999876\n",
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      "\n",
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      "Error:0.03422500000000462 Pred:0.6149999999999876\n",
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      "\n",
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      "\n",
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      "\n",
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      "Error:0.03367225000000464 Pred:0.6164999999999874\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.033489000000004654 Pred:0.6169999999999873\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.03330625000000466 Pred:0.6174999999999873\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.033124000000004664 Pred:0.6179999999999872\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "Error:0.03276100000000468 Pred:0.6189999999999871\n",
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      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.032400000000004696 Pred:0.619999999999987\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0322202500000047 Pred:0.620499999999987\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.032041000000004705 Pred:0.6209999999999869\n",
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      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.03168400000000472 Pred:0.6219999999999868\n",
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      "\n",
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      "Error:0.031506250000004725 Pred:0.6224999999999867\n",
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      "Error:0.03115225000000474 Pred:0.6234999999999866\n",
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      "Is errors are equal?False\n",
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      "Error:0.030976000000004746 Pred:0.6239999999999866\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.03080025000000475 Pred:0.6244999999999865\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "Error:0.03045025000000476 Pred:0.6254999999999864\n",
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      "\n",
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      "Error:0.030276000000004768 Pred:0.6259999999999863\n",
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      "\n",
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      "Error:0.03010225000000477 Pred:0.6264999999999863\n",
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      "Error:0.0235622500000049 Pred:0.6464999999999841\n",
      "Up:0.646999999999984 Up err:0.023409000000004898\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.023409000000004898 Pred:0.646999999999984\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0232562500000049 Pred:0.647499999999984\n",
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      "\n",
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      "Error:0.023104000000004902 Pred:0.6479999999999839\n",
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      "\n",
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      "Error:0.022952250000004903 Pred:0.6484999999999839\n",
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      "\n",
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      "\n",
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      "Error:0.022650250000004903 Pred:0.6494999999999838\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0225000000000049 Pred:0.6499999999999837\n",
      "Up:0.6504999999999836 Up err:0.022350250000004904\n",
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      "\n",
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      "Error:0.022350250000004904 Pred:0.6504999999999836\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.022201000000004904 Pred:0.6509999999999836\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0220522500000049 Pred:0.6514999999999835\n",
      "Up:0.6519999999999835 Up err:0.021904000000004902\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.021904000000004902 Pred:0.6519999999999835\n",
      "Up:0.6524999999999834 Up err:0.021756250000004904\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.021756250000004904 Pred:0.6524999999999834\n",
      "Up:0.6529999999999834 Up err:0.021609000000004902\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.021609000000004902 Pred:0.6529999999999834\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0214622500000049 Pred:0.6534999999999833\n",
      "Up:0.6539999999999833 Up err:0.0213160000000049\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0213160000000049 Pred:0.6539999999999833\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0211702500000049 Pred:0.6544999999999832\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.021025000000004897 Pred:0.6549999999999832\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0208802500000049 Pred:0.6554999999999831\n",
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      "\n",
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      "Error:0.020736000000004896 Pred:0.655999999999983\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.020592250000004895 Pred:0.656499999999983\n",
      "Up:0.6569999999999829 Up err:0.020449000000004894\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.020449000000004894 Pred:0.6569999999999829\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.020306250000004893 Pred:0.6574999999999829\n",
      "Up:0.6579999999999828 Up err:0.02016400000000489\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.02016400000000489 Pred:0.6579999999999828\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.02002225000000489 Pred:0.6584999999999828\n",
      "Up:0.6589999999999827 Up err:0.019881000000004888\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.019881000000004888 Pred:0.6589999999999827\n",
      "Up:0.6594999999999827 Up err:0.019740250000004886\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.019740250000004886 Pred:0.6594999999999827\n",
      "Up:0.6599999999999826 Up err:0.019600000000004884\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.019600000000004884 Pred:0.6599999999999826\n",
      "Up:0.6604999999999825 Up err:0.019460250000004883\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.019460250000004883 Pred:0.6604999999999825\n",
      "Up:0.6609999999999825 Up err:0.01932100000000488\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.01932100000000488 Pred:0.6609999999999825\n",
      "Up:0.6614999999999824 Up err:0.01918225000000488\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.01918225000000488 Pred:0.6614999999999824\n",
      "Up:0.6619999999999824 Up err:0.019044000000004876\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.019044000000004876 Pred:0.6619999999999824\n",
      "Up:0.6624999999999823 Up err:0.018906250000004874\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.018906250000004874 Pred:0.6624999999999823\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.01876900000000487 Pred:0.6629999999999823\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.018632250000004867 Pred:0.6634999999999822\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.018496000000004866 Pred:0.6639999999999822\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.018360250000004862 Pred:0.6644999999999821\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.01822500000000486 Pred:0.664999999999982\n",
      "Up:0.665499999999982 Up err:0.018090250000004856\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.018090250000004856 Pred:0.665499999999982\n",
      "Up:0.6659999999999819 Up err:0.017956000000004853\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.017956000000004853 Pred:0.6659999999999819\n",
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      "\n",
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      "Error:0.017822250000004848 Pred:0.6664999999999819\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.01664100000000481 Pred:0.6709999999999814\n",
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      "\n",
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      "Error:0.016512250000004808 Pred:0.6714999999999813\n",
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      "\n",
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      "Error:0.016384000000004804 Pred:0.6719999999999813\n",
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      "Error:0.016256250000004798 Pred:0.6724999999999812\n",
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      "Error:0.016129000000004796 Pred:0.6729999999999812\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "Error:0.015376000000004763 Pred:0.6759999999999808\n",
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      "\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 863 Weight:1.3629999999999605\n",
      "Error:0.014042250000004695 Pred:0.6814999999999802\n",
      "Up:0.6819999999999802 Up err:0.013924000000004688\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 864 Weight:1.3639999999999604\n",
      "Error:0.013924000000004688 Pred:0.6819999999999802\n",
      "Up:0.6824999999999801 Up err:0.013806250000004681\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.013806250000004681 Pred:0.6824999999999801\n",
      "Up:0.6829999999999801 Up err:0.013689000000004675\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 866 Weight:1.3659999999999601\n",
      "Error:0.013689000000004675 Pred:0.6829999999999801\n",
      "Up:0.68349999999998 Up err:0.013572250000004667\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 867 Weight:1.36699999999996\n",
      "Error:0.013572250000004667 Pred:0.68349999999998\n",
      "Up:0.68399999999998 Up err:0.01345600000000466\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 868 Weight:1.36799999999996\n",
      "Error:0.01345600000000466 Pred:0.68399999999998\n",
      "Up:0.6844999999999799 Up err:0.013340250000004652\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.013340250000004652 Pred:0.6844999999999799\n",
      "Up:0.6849999999999798 Up err:0.013225000000004644\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 870 Weight:1.3699999999999597\n",
      "Error:0.013225000000004644 Pred:0.6849999999999798\n",
      "Up:0.6854999999999798 Up err:0.013110250000004637\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 871 Weight:1.3709999999999596\n",
      "Error:0.013110250000004637 Pred:0.6854999999999798\n",
      "Up:0.6859999999999797 Up err:0.01299600000000463\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 872 Weight:1.3719999999999595\n",
      "Error:0.01299600000000463 Pred:0.6859999999999797\n",
      "Up:0.6864999999999797 Up err:0.012882250000004623\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 873 Weight:1.3729999999999594\n",
      "Error:0.012882250000004623 Pred:0.6864999999999797\n",
      "Up:0.6869999999999796 Up err:0.012769000000004615\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 874 Weight:1.3739999999999593\n",
      "Error:0.012769000000004615 Pred:0.6869999999999796\n",
      "Up:0.6874999999999796 Up err:0.012656250000004607\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 875 Weight:1.3749999999999591\n",
      "Error:0.012656250000004607 Pred:0.6874999999999796\n",
      "Up:0.6879999999999795 Up err:0.012544000000004598\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 876 Weight:1.375999999999959\n",
      "Error:0.012544000000004598 Pred:0.6879999999999795\n",
      "Up:0.6884999999999795 Up err:0.01243225000000459\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.01243225000000459 Pred:0.6884999999999795\n",
      "Up:0.6889999999999794 Up err:0.012321000000004582\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 878 Weight:1.3779999999999588\n",
      "Error:0.012321000000004582 Pred:0.6889999999999794\n",
      "Up:0.6894999999999794 Up err:0.012210250000004573\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.012210250000004573 Pred:0.6894999999999794\n",
      "Up:0.6899999999999793 Up err:0.012100000000004564\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 880 Weight:1.3799999999999586\n",
      "Error:0.012100000000004564 Pred:0.6899999999999793\n",
      "Up:0.6904999999999792 Up err:0.011990250000004556\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.011990250000004556 Pred:0.6904999999999792\n",
      "Up:0.6909999999999792 Up err:0.011881000000004548\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 882 Weight:1.3819999999999584\n",
      "Error:0.011881000000004548 Pred:0.6909999999999792\n",
      "Up:0.6914999999999791 Up err:0.011772250000004538\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.011772250000004538 Pred:0.6914999999999791\n",
      "Up:0.6919999999999791 Up err:0.011664000000004528\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 884 Weight:1.3839999999999582\n",
      "Error:0.011664000000004528 Pred:0.6919999999999791\n",
      "Up:0.692499999999979 Up err:0.01155625000000452\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.01155625000000452 Pred:0.692499999999979\n",
      "Up:0.692999999999979 Up err:0.011449000000004511\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.011449000000004511 Pred:0.692999999999979\n",
      "Up:0.6934999999999789 Up err:0.011342250000004502\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 887 Weight:1.3869999999999578\n",
      "Error:0.011342250000004502 Pred:0.6934999999999789\n",
      "Up:0.6939999999999789 Up err:0.011236000000004492\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.011236000000004492 Pred:0.6939999999999789\n",
      "Up:0.6944999999999788 Up err:0.011130250000004482\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.011130250000004482 Pred:0.6944999999999788\n",
      "Up:0.6949999999999787 Up err:0.011025000000004472\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 890 Weight:1.3899999999999575\n",
      "Error:0.011025000000004472 Pred:0.6949999999999787\n",
      "Up:0.6954999999999787 Up err:0.010920250000004463\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.010920250000004463 Pred:0.6954999999999787\n",
      "Up:0.6959999999999786 Up err:0.010816000000004452\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 892 Weight:1.3919999999999573\n",
      "Error:0.010816000000004452 Pred:0.6959999999999786\n",
      "Up:0.6964999999999786 Up err:0.010712250000004442\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.010712250000004442 Pred:0.6964999999999786\n",
      "Up:0.6969999999999785 Up err:0.010609000000004433\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.010609000000004433 Pred:0.6969999999999785\n",
      "Up:0.6974999999999785 Up err:0.010506250000004422\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.010506250000004422 Pred:0.6974999999999785\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.010404000000004411 Pred:0.6979999999999784\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.010302250000004402 Pred:0.6984999999999784\n",
      "Up:0.6989999999999783 Up err:0.01020100000000439\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.01020100000000439 Pred:0.6989999999999783\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.01010025000000438 Pred:0.6994999999999783\n",
      "Up:0.6999999999999782 Up err:0.01000000000000437\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.01000000000000437 Pred:0.6999999999999782\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 901 Weight:1.4009999999999563\n",
      "Error:0.009900250000004359 Pred:0.7004999999999781\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.009801000000004348 Pred:0.7009999999999781\n",
      "Up:0.701499999999978 Up err:0.009702250000004338\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.009702250000004338 Pred:0.701499999999978\n",
      "Up:0.701999999999978 Up err:0.009604000000004326\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.009604000000004326 Pred:0.701999999999978\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.009506250000004315 Pred:0.7024999999999779\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.009409000000004303 Pred:0.7029999999999779\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.00921600000000428 Pred:0.7039999999999778\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.009120250000004267 Pred:0.7044999999999777\n",
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      "\n",
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      "Error:0.009025000000004255 Pred:0.7049999999999776\n",
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      "\n",
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      "\n",
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      "Error:0.008836000000004231 Pred:0.7059999999999775\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "Error:0.007056000000003967 Pred:0.7159999999999764\n",
      "Up:0.7164999999999764 Up err:0.006972250000003953\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 933 Weight:1.4329999999999528\n",
      "Error:0.006972250000003953 Pred:0.7164999999999764\n",
      "Up:0.7169999999999763 Up err:0.006889000000003938\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 934 Weight:1.4339999999999526\n",
      "Error:0.006889000000003938 Pred:0.7169999999999763\n",
      "Up:0.7174999999999763 Up err:0.006806250000003923\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 935 Weight:1.4349999999999525\n",
      "Error:0.006806250000003923 Pred:0.7174999999999763\n",
      "Up:0.7179999999999762 Up err:0.006724000000003908\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 936 Weight:1.4359999999999524\n",
      "Error:0.006724000000003908 Pred:0.7179999999999762\n",
      "Up:0.7184999999999762 Up err:0.006642250000003893\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 937 Weight:1.4369999999999523\n",
      "Error:0.006642250000003893 Pred:0.7184999999999762\n",
      "Up:0.7189999999999761 Up err:0.006561000000003879\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 938 Weight:1.4379999999999522\n",
      "Error:0.006561000000003879 Pred:0.7189999999999761\n",
      "Up:0.719499999999976 Up err:0.006480250000003863\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 939 Weight:1.438999999999952\n",
      "Error:0.006480250000003863 Pred:0.719499999999976\n",
      "Up:0.719999999999976 Up err:0.006400000000003848\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 940 Weight:1.439999999999952\n",
      "Error:0.006400000000003848 Pred:0.719999999999976\n",
      "Up:0.7204999999999759 Up err:0.006320250000003833\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 941 Weight:1.4409999999999519\n",
      "Error:0.006320250000003833 Pred:0.7204999999999759\n",
      "Up:0.7209999999999759 Up err:0.006241000000003817\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 942 Weight:1.4419999999999518\n",
      "Error:0.006241000000003817 Pred:0.7209999999999759\n",
      "Up:0.7214999999999758 Up err:0.006162250000003802\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 943 Weight:1.4429999999999517\n",
      "Error:0.006162250000003802 Pred:0.7214999999999758\n",
      "Up:0.7219999999999758 Up err:0.006084000000003786\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 944 Weight:1.4439999999999515\n",
      "Error:0.006084000000003786 Pred:0.7219999999999758\n",
      "Up:0.7224999999999757 Up err:0.006006250000003771\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 945 Weight:1.4449999999999514\n",
      "Error:0.006006250000003771 Pred:0.7224999999999757\n",
      "Up:0.7229999999999757 Up err:0.005929000000003755\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 946 Weight:1.4459999999999513\n",
      "Error:0.005929000000003755 Pred:0.7229999999999757\n",
      "Up:0.7234999999999756 Up err:0.005852250000003739\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 947 Weight:1.4469999999999512\n",
      "Error:0.005852250000003739 Pred:0.7234999999999756\n",
      "Up:0.7239999999999756 Up err:0.005776000000003723\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 948 Weight:1.447999999999951\n",
      "Error:0.005776000000003723 Pred:0.7239999999999756\n",
      "Up:0.7244999999999755 Up err:0.005700250000003707\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 949 Weight:1.448999999999951\n",
      "Error:0.005700250000003707 Pred:0.7244999999999755\n",
      "Up:0.7249999999999754 Up err:0.00562500000000369\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 950 Weight:1.4499999999999509\n",
      "Error:0.00562500000000369 Pred:0.7249999999999754\n",
      "Up:0.7254999999999754 Up err:0.005550250000003674\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 951 Weight:1.4509999999999508\n",
      "Error:0.005550250000003674 Pred:0.7254999999999754\n",
      "Up:0.7259999999999753 Up err:0.005476000000003658\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 952 Weight:1.4519999999999507\n",
      "Error:0.005476000000003658 Pred:0.7259999999999753\n",
      "Up:0.7264999999999753 Up err:0.005402250000003641\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 953 Weight:1.4529999999999506\n",
      "Error:0.005402250000003641 Pred:0.7264999999999753\n",
      "Up:0.7269999999999752 Up err:0.005329000000003624\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 954 Weight:1.4539999999999504\n",
      "Error:0.005329000000003624 Pred:0.7269999999999752\n",
      "Up:0.7274999999999752 Up err:0.005256250000003607\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.005256250000003607 Pred:0.7274999999999752\n",
      "Up:0.7279999999999751 Up err:0.00518400000000359\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 956 Weight:1.4559999999999502\n",
      "Error:0.00518400000000359 Pred:0.7279999999999751\n",
      "Up:0.7284999999999751 Up err:0.005112250000003573\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.005112250000003573 Pred:0.7284999999999751\n",
      "Up:0.728999999999975 Up err:0.0050410000000035565\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 958 Weight:1.45799999999995\n",
      "Error:0.0050410000000035565 Pred:0.728999999999975\n",
      "Up:0.729499999999975 Up err:0.004970250000003539\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 959 Weight:1.45899999999995\n",
      "Error:0.004970250000003539 Pred:0.729499999999975\n",
      "Up:0.7299999999999749 Up err:0.004900000000003521\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 960 Weight:1.4599999999999498\n",
      "Error:0.004900000000003521 Pred:0.7299999999999749\n",
      "Up:0.7304999999999748 Up err:0.004830250000003504\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 961 Weight:1.4609999999999497\n",
      "Error:0.004830250000003504 Pred:0.7304999999999748\n",
      "Up:0.7309999999999748 Up err:0.004761000000003486\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 962 Weight:1.4619999999999496\n",
      "Error:0.004761000000003486 Pred:0.7309999999999748\n",
      "Up:0.7314999999999747 Up err:0.004692250000003469\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.004692250000003469 Pred:0.7314999999999747\n",
      "Up:0.7319999999999747 Up err:0.004624000000003451\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 964 Weight:1.4639999999999493\n",
      "Error:0.004624000000003451 Pred:0.7319999999999747\n",
      "Up:0.7324999999999746 Up err:0.0045562500000034326\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0045562500000034326 Pred:0.7324999999999746\n",
      "Up:0.7329999999999746 Up err:0.004489000000003415\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.004489000000003415 Pred:0.7329999999999746\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0044222500000033966 Pred:0.7334999999999745\n",
      "Up:0.7339999999999745 Up err:0.004356000000003378\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.004356000000003378 Pred:0.7339999999999745\n",
      "Up:0.7344999999999744 Up err:0.00429025000000336\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.00429025000000336 Pred:0.7344999999999744\n",
      "Up:0.7349999999999743 Up err:0.0042250000000033415\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0042250000000033415 Pred:0.7349999999999743\n",
      "Up:0.7354999999999743 Up err:0.004160250000003323\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.004160250000003323 Pred:0.7354999999999743\n",
      "Up:0.7359999999999742 Up err:0.0040960000000033045\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0040960000000033045 Pred:0.7359999999999742\n",
      "Up:0.7364999999999742 Up err:0.004032250000003285\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.004032250000003285 Pred:0.7364999999999742\n",
      "Up:0.7369999999999741 Up err:0.003969000000003267\n",
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      "\n",
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      "Error:0.003969000000003267 Pred:0.7369999999999741\n",
      "Up:0.7374999999999741 Up err:0.003906250000003247\n",
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      "\n",
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      "Up:0.737999999999974 Up err:0.003844000000003228\n",
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      "\n",
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      "Error:0.003844000000003228 Pred:0.737999999999974\n",
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      "\n",
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      "Error:0.003782250000003209 Pred:0.738499999999974\n",
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      "\n",
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      "\n",
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      "Error:0.00366025000000317 Pred:0.7394999999999738\n",
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      "\n",
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      "Error:0.0036000000000031506 Pred:0.7399999999999738\n",
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      "\n",
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      "\n",
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      "Error:0.003481000000003111 Pred:0.7409999999999737\n",
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      "\n",
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      "Error:0.0034222500000030912 Pred:0.7414999999999736\n",
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      "\n",
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      "Error:0.003364000000003071 Pred:0.7419999999999736\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "Error:0.0030250000000029485 Pred:0.7449999999999732\n",
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      "\n",
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      "\n",
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      "\n",
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      "Error:0.0025000000000027357 Pred:0.7499999999999727\n",
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      "\n",
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      "Up:0.7509999999999726 Up err:0.0024010000000026918\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1002 Weight:1.5019999999999452\n",
      "Error:0.0024010000000026918 Pred:0.7509999999999726\n",
      "Up:0.7514999999999725 Up err:0.0023522500000026695\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1003 Weight:1.502999999999945\n",
      "Error:0.0023522500000026695 Pred:0.7514999999999725\n",
      "Up:0.7519999999999725 Up err:0.0023040000000026472\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1004 Weight:1.503999999999945\n",
      "Error:0.0023040000000026472 Pred:0.7519999999999725\n",
      "Up:0.7524999999999724 Up err:0.002256250000002625\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1005 Weight:1.5049999999999448\n",
      "Error:0.002256250000002625 Pred:0.7524999999999724\n",
      "Up:0.7529999999999724 Up err:0.0022090000000026025\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1006 Weight:1.5059999999999447\n",
      "Error:0.0022090000000026025 Pred:0.7529999999999724\n",
      "Up:0.7534999999999723 Up err:0.00216225000000258\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1007 Weight:1.5069999999999446\n",
      "Error:0.00216225000000258 Pred:0.7534999999999723\n",
      "Up:0.7539999999999722 Up err:0.0021160000000025572\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1008 Weight:1.5079999999999445\n",
      "Error:0.0021160000000025572 Pred:0.7539999999999722\n",
      "Up:0.7544999999999722 Up err:0.0020702500000025345\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1009 Weight:1.5089999999999444\n",
      "Error:0.0020702500000025345 Pred:0.7544999999999722\n",
      "Up:0.7549999999999721 Up err:0.0020250000000025118\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1010 Weight:1.5099999999999443\n",
      "Error:0.0020250000000025118 Pred:0.7549999999999721\n",
      "Up:0.7554999999999721 Up err:0.0019802500000024887\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1011 Weight:1.5109999999999442\n",
      "Error:0.0019802500000024887 Pred:0.7554999999999721\n",
      "Up:0.755999999999972 Up err:0.0019360000000024655\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1012 Weight:1.511999999999944\n",
      "Error:0.0019360000000024655 Pred:0.755999999999972\n",
      "Up:0.756499999999972 Up err:0.0018922500000024423\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1013 Weight:1.512999999999944\n",
      "Error:0.0018922500000024423 Pred:0.756499999999972\n",
      "Up:0.7569999999999719 Up err:0.0018490000000024188\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1014 Weight:1.5139999999999438\n",
      "Error:0.0018490000000024188 Pred:0.7569999999999719\n",
      "Up:0.7574999999999719 Up err:0.0018062500000023956\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1015 Weight:1.5149999999999437\n",
      "Error:0.0018062500000023956 Pred:0.7574999999999719\n",
      "Up:0.7579999999999718 Up err:0.001764000000002372\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1016 Weight:1.5159999999999436\n",
      "Error:0.001764000000002372 Pred:0.7579999999999718\n",
      "Up:0.7584999999999718 Up err:0.0017222500000023482\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1017 Weight:1.5169999999999435\n",
      "Error:0.0017222500000023482 Pred:0.7584999999999718\n",
      "Up:0.7589999999999717 Up err:0.0016810000000023245\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1018 Weight:1.5179999999999434\n",
      "Error:0.0016810000000023245 Pred:0.7589999999999717\n",
      "Up:0.7594999999999716 Up err:0.0016402500000023007\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1019 Weight:1.5189999999999433\n",
      "Error:0.0016402500000023007 Pred:0.7594999999999716\n",
      "Up:0.7599999999999716 Up err:0.0016000000000022767\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1020 Weight:1.5199999999999432\n",
      "Error:0.0016000000000022767 Pred:0.7599999999999716\n",
      "Up:0.7604999999999715 Up err:0.0015602500000022525\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1021 Weight:1.520999999999943\n",
      "Error:0.0015602500000022525 Pred:0.7604999999999715\n",
      "Up:0.7609999999999715 Up err:0.0015210000000022283\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1022 Weight:1.521999999999943\n",
      "Error:0.0015210000000022283 Pred:0.7609999999999715\n",
      "Up:0.7614999999999714 Up err:0.001482250000002204\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1023 Weight:1.5229999999999428\n",
      "Error:0.001482250000002204 Pred:0.7614999999999714\n",
      "Up:0.7619999999999714 Up err:0.0014440000000021794\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1024 Weight:1.5239999999999427\n",
      "Error:0.0014440000000021794 Pred:0.7619999999999714\n",
      "Up:0.7624999999999713 Up err:0.001406250000002155\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1025 Weight:1.5249999999999426\n",
      "Error:0.001406250000002155 Pred:0.7624999999999713\n",
      "Up:0.7629999999999713 Up err:0.0013690000000021302\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1026 Weight:1.5259999999999425\n",
      "Error:0.0013690000000021302 Pred:0.7629999999999713\n",
      "Up:0.7634999999999712 Up err:0.0013322500000021056\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1027 Weight:1.5269999999999424\n",
      "Error:0.0013322500000021056 Pred:0.7634999999999712\n",
      "Up:0.7639999999999711 Up err:0.0012960000000020806\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1028 Weight:1.5279999999999423\n",
      "Error:0.0012960000000020806 Pred:0.7639999999999711\n",
      "Up:0.7644999999999711 Up err:0.0012602500000020557\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1029 Weight:1.5289999999999422\n",
      "Error:0.0012602500000020557 Pred:0.7644999999999711\n",
      "Up:0.764999999999971 Up err:0.0012250000000020305\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1030 Weight:1.529999999999942\n",
      "Error:0.0012250000000020305 Pred:0.764999999999971\n",
      "Up:0.765499999999971 Up err:0.0011902500000020052\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1031 Weight:1.530999999999942\n",
      "Error:0.0011902500000020052 Pred:0.765499999999971\n",
      "Up:0.7659999999999709 Up err:0.00115600000000198\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1032 Weight:1.5319999999999419\n",
      "Error:0.00115600000000198 Pred:0.7659999999999709\n",
      "Up:0.7664999999999709 Up err:0.0011222500000019546\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0011222500000019546 Pred:0.7664999999999709\n",
      "Up:0.7669999999999708 Up err:0.0010890000000019291\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0010890000000019291 Pred:0.7669999999999708\n",
      "Up:0.7674999999999708 Up err:0.0010562500000019033\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1035 Weight:1.5349999999999415\n",
      "Error:0.0010562500000019033 Pred:0.7674999999999708\n",
      "Up:0.7679999999999707 Up err:0.0010240000000018776\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1036 Weight:1.5359999999999414\n",
      "Error:0.0010240000000018776 Pred:0.7679999999999707\n",
      "Up:0.7684999999999707 Up err:0.0009922500000018517\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0009922500000018517 Pred:0.7684999999999707\n",
      "Up:0.7689999999999706 Up err:0.0009610000000018258\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1038 Weight:1.5379999999999412\n",
      "Error:0.0009610000000018258 Pred:0.7689999999999706\n",
      "Up:0.7694999999999705 Up err:0.0009302500000017998\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1039 Weight:1.538999999999941\n",
      "Error:0.0009302500000017998 Pred:0.7694999999999705\n",
      "Up:0.7699999999999705 Up err:0.0009000000000017735\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0009000000000017735 Pred:0.7699999999999705\n",
      "Up:0.7704999999999704 Up err:0.0008702500000017472\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0008702500000017472 Pred:0.7704999999999704\n",
      "Up:0.7709999999999704 Up err:0.0008410000000017208\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0008410000000017208 Pred:0.7709999999999704\n",
      "Up:0.7714999999999703 Up err:0.0008122500000016942\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0008122500000016942 Pred:0.7714999999999703\n",
      "Up:0.7719999999999703 Up err:0.0007840000000016676\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0007840000000016676 Pred:0.7719999999999703\n",
      "Up:0.7724999999999702 Up err:0.0007562500000016409\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0007562500000016409 Pred:0.7724999999999702\n",
      "Up:0.7729999999999702 Up err:0.000729000000001614\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.000729000000001614 Pred:0.7729999999999702\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.000702250000001587 Pred:0.7734999999999701\n",
      "Up:0.77399999999997 Up err:0.0006760000000015599\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0006760000000015599 Pred:0.77399999999997\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0006502500000015327 Pred:0.77449999999997\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0006250000000015054 Pred:0.7749999999999699\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0006002500000014781 Pred:0.7754999999999699\n",
      "Up:0.7759999999999698 Up err:0.0005760000000014506\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0005760000000014506 Pred:0.7759999999999698\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0005522500000014229 Pred:0.7764999999999698\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0005290000000013951 Pred:0.7769999999999697\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0005062500000013673 Pred:0.7774999999999697\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.00048400000000133937 Pred:0.7779999999999696\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0004622500000013113 Pred:0.7784999999999695\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0004410000000012831 Pred:0.7789999999999695\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0004202500000012548 Pred:0.7794999999999694\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0004000000000012264 Pred:0.7799999999999694\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0003802500000011979 Pred:0.7804999999999693\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.00036100000000116925 Pred:0.7809999999999693\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.0002722500000010245 Pred:0.783499999999969\n",
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      "\n",
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      "\n",
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      "\n",
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      "Error:0.0002102500000009067 Pred:0.7854999999999688\n",
      "Up:0.7859999999999687 Up err:0.00019600000000087698\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.00019600000000087698 Pred:0.7859999999999687\n",
      "Up:0.7864999999999687 Up err:0.00018225000000084715\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.00018225000000084715 Pred:0.7864999999999687\n",
      "Up:0.7869999999999686 Up err:0.0001690000000008172\n",
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      "\n",
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      "Error:0.0001690000000008172 Pred:0.7869999999999686\n",
      "Up:0.7874999999999686 Up err:0.00015625000000078716\n",
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      "\n",
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      "Error:0.00015625000000078716 Pred:0.7874999999999686\n",
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      "\n",
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      "Error:0.000144000000000757 Pred:0.7879999999999685\n",
      "Up:0.7884999999999684 Up err:0.0001322500000007267\n",
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      "\n",
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      "Error:0.0001322500000007267 Pred:0.7884999999999684\n",
      "Up:0.7889999999999684 Up err:0.00012100000000069633\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.00012100000000069633 Pred:0.7889999999999684\n",
      "Up:0.7894999999999683 Up err:0.00011025000000066583\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:0.00011025000000066583 Pred:0.7894999999999683\n",
      "Up:0.7899999999999683 Up err:0.00010000000000063523\n",
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      "\n",
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      "Error:0.00010000000000063523 Pred:0.7899999999999683\n",
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      "\n",
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      "Error:9.025000000060451e-05 Pred:0.7904999999999682\n",
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      "\n",
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      "Error:8.100000000057368e-05 Pred:0.7909999999999682\n",
      "Up:0.7914999999999681 Up err:7.225000000054275e-05\n",
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      "\n",
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      "Error:7.225000000054275e-05 Pred:0.7914999999999681\n",
      "Up:0.7919999999999681 Up err:6.40000000005117e-05\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:6.40000000005117e-05 Pred:0.7919999999999681\n",
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      "\n",
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      "Error:5.625000000048055e-05 Pred:0.792499999999968\n",
      "Up:0.792999999999968 Up err:4.9000000000449285e-05\n",
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      "\n",
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      "Error:4.9000000000449285e-05 Pred:0.792999999999968\n",
      "Up:0.7934999999999679 Up err:4.225000000041791e-05\n",
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      "\n",
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      "Error:4.225000000041791e-05 Pred:0.7934999999999679\n",
      "Up:0.7939999999999678 Up err:3.6000000000386424e-05\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:3.6000000000386424e-05 Pred:0.7939999999999678\n",
      "Up:0.7944999999999678 Up err:3.0250000000354826e-05\n",
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      "\n",
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      "Error:3.0250000000354826e-05 Pred:0.7944999999999678\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "Error:9.000000000195194e-06 Pred:0.7969999999999675\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "\n",
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      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "\n",
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      "\n",
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      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "\n",
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      "\n",
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      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
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      "Is errors are equal?False\n",
      "\n",
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      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "\n",
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      "\n",
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      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "Iteration: 1852 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1853 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1854 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1855 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1856 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1857 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1858 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1859 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1860 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1861 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1862 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1863 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1864 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1865 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1866 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1867 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1868 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1869 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1870 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1871 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1872 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1873 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1874 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1875 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1876 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1877 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1878 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1879 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1880 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1881 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1882 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1883 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1884 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1885 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1886 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1887 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1888 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1889 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1890 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1891 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1892 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1893 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1894 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1895 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1896 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1897 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1898 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1899 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1900 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1901 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1902 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1903 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1904 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1905 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1906 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1907 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1908 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1909 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1910 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1911 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1912 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1913 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1914 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1915 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1916 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1917 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1918 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1919 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1920 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1921 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1922 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1923 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1924 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1925 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1926 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1927 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1928 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1929 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1930 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1931 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1932 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1933 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1934 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1935 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1936 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1937 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1938 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1939 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1940 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1941 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1942 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1943 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1944 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1945 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1946 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1947 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1948 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1949 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1950 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1951 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1952 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1953 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1954 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1955 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1956 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1957 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1958 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1959 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1960 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1961 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1962 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1963 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1964 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1965 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1966 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1967 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1968 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1969 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1970 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1971 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1972 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
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      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1973 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1974 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1975 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1976 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1977 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1978 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1979 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1980 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1981 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1982 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1983 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1984 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1985 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1986 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1987 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1988 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1989 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1990 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1991 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1992 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1993 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1994 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1995 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1996 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1997 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1998 Weight:1.5999999999999344\n",
      "Error:1.0799505792475652e-27 Pred:0.7999999999999672\n",
      "Up:0.8004999999999671 Up err:2.4999999996708233e-07\n",
      "Down:0.7994999999999672 Down err:2.5000000003280753e-07\n",
      "Is errors are equal?False\n",
      "\n",
      "Iteration: 1999 Weight:1.6009999999999343\n",
      "Error:2.4999999996708233e-07 Pred:0.8004999999999671\n",
      "Up:0.8009999999999671 Up err:9.999999999340546e-07\n",
      "Down:0.7999999999999672 Down err:1.0799505792475652e-27\n",
      "Is errors are equal?False\n",
      "\n"
     ]
    }
   ],
   "execution_count": 12
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### Defining direction of weight change based on error value(gradient)",
   "id": "116268b87623f2aa"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-11T10:35:08.695802Z",
     "start_time": "2025-01-11T10:35:08.690577Z"
    }
   },
   "cell_type": "code",
   "source": [
    "weight = 0.5\n",
    "goal_pred = 0.8\n",
    "input = 0.5\n",
    "\n",
    "for iteration in range(20):\n",
    "    pred = weight * input\n",
    "    error = (pred - goal_pred) ** 2\n",
    "    direction_and_amount = (pred - goal_pred) * input\n",
    "    weight = weight - direction_and_amount\n",
    "\n",
    "    print(\"Iteration: \" + str(iteration) + \"\\nError:\" + str(error) + \"\\nPred:\" + str(pred))"
   ],
   "id": "7368e813d25c9f73",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 0\n",
      "Error:0.30250000000000005\n",
      "Pred:0.25\n",
      "Iteration: 1\n",
      "Error:0.17015625000000004\n",
      "Pred:0.3875\n",
      "Iteration: 2\n",
      "Error:0.095712890625\n",
      "Pred:0.49062500000000003\n",
      "Iteration: 3\n",
      "Error:0.05383850097656251\n",
      "Pred:0.56796875\n",
      "Iteration: 4\n",
      "Error:0.03028415679931642\n",
      "Pred:0.6259765625\n",
      "Iteration: 5\n",
      "Error:0.0170348381996155\n",
      "Pred:0.669482421875\n",
      "Iteration: 6\n",
      "Error:0.00958209648728372\n",
      "Pred:0.70211181640625\n",
      "Iteration: 7\n",
      "Error:0.005389929274097089\n",
      "Pred:0.7265838623046875\n",
      "Iteration: 8\n",
      "Error:0.0030318352166796153\n",
      "Pred:0.7449378967285156\n",
      "Iteration: 9\n",
      "Error:0.0017054073093822882\n",
      "Pred:0.7587034225463867\n",
      "Iteration: 10\n",
      "Error:0.0009592916115275371\n",
      "Pred:0.76902756690979\n",
      "Iteration: 11\n",
      "Error:0.0005396015314842384\n",
      "Pred:0.7767706751823426\n",
      "Iteration: 12\n",
      "Error:0.000303525861459885\n",
      "Pred:0.7825780063867569\n",
      "Iteration: 13\n",
      "Error:0.00017073329707118678\n",
      "Pred:0.7869335047900676\n",
      "Iteration: 14\n",
      "Error:9.603747960254256e-05\n",
      "Pred:0.7902001285925507\n",
      "Iteration: 15\n",
      "Error:5.402108227642978e-05\n",
      "Pred:0.7926500964444131\n",
      "Iteration: 16\n",
      "Error:3.038685878049206e-05\n",
      "Pred:0.7944875723333098\n",
      "Iteration: 17\n",
      "Error:1.7092608064027242e-05\n",
      "Pred:0.7958656792499823\n",
      "Iteration: 18\n",
      "Error:9.614592036015323e-06\n",
      "Pred:0.7968992594374867\n",
      "Iteration: 19\n",
      "Error:5.408208020258491e-06\n",
      "Pred:0.7976744445781151\n"
     ]
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-11T17:24:18.971451Z",
     "start_time": "2025-01-11T17:24:18.965257Z"
    }
   },
   "cell_type": "code",
   "source": [
    "weight, goal_pred, input = 0.0, 0.8, 1.1\n",
    "\n",
    "for iteration in range(4):\n",
    "    pred = weight * input\n",
    "    error = (pred - goal_pred) ** 2\n",
    "    delta = pred - goal_pred\n",
    "    weight_delta = delta * input\n",
    "    weight = weight - weight_delta\n",
    "    print(\"Error:\" + str(error) + \"\\nPred:\" + str(pred) + \"\\nWeight delta:\" + str(weight_delta))"
   ],
   "id": "bf59712c4dbc870f",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error:0.6400000000000001\n",
      "Pred:0.0\n",
      "Weight delta:-0.8800000000000001\n",
      "Error:0.02822400000000005\n",
      "Pred:0.9680000000000002\n",
      "Weight delta:0.1848000000000002\n",
      "Error:0.0012446784000000064\n",
      "Pred:0.76472\n",
      "Weight delta:-0.0388080000000001\n",
      "Error:5.4890317439999896e-05\n",
      "Pred:0.8074088\n",
      "Weight delta:0.008149679999999992\n"
     ]
    }
   ],
   "execution_count": 17
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### Alpha coefficient",
   "id": "75566f94e2a6d319"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-19T18:46:18.004612Z",
     "start_time": "2025-01-19T18:46:17.997717Z"
    }
   },
   "cell_type": "code",
   "source": [
    "weight = 0.5\n",
    "goal_pred = 0.8\n",
    "input = 10\n",
    "alpha = 0.01\n",
    "\n",
    "for iteration in range(100):\n",
    "    pred = weight * input\n",
    "    error = (pred - goal_pred) ** 2\n",
    "    derivative = (pred - goal_pred) * input\n",
    "    weight = weight - (derivative * alpha)\n",
    "\n",
    "    print(\"Error: \" + str(error) + \"\\nPred:\" + str(pred) + \"\\n\")"
   ],
   "id": "dd05708b885f142c",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error: 17.64\n",
      "Pred:5.0\n",
      "\n",
      "Error: 1.232595164407831e-32\n",
      "Pred:0.8000000000000002\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n",
      "Error: 0.0\n",
      "Pred:0.8\n",
      "\n"
     ]
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "72cdf4172a38ab04"
  }
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