Data_Augmentator.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2970f8a7-45ba-4933-8714-f72ff55a172a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-22T11:56:47.619751Z",
     "iopub.status.busy": "2022-11-22T11:56:47.619241Z",
     "iopub.status.idle": "2022-11-22T11:56:51.746570Z",
     "shell.execute_reply": "2022-11-22T11:56:51.745744Z",
     "shell.execute_reply.started": "2022-11-22T11:56:47.619674Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting torchsummary\n",
      "  Downloading torchsummary-1.5.1-py3-none-any.whl (2.8 kB)\n",
      "Installing collected packages: torchsummary\n",
      "Successfully installed torchsummary-1.5.1\n",
      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
      "\u001b[0m"
     ]
    }
   ],
   "source": [
    "!pip install torchsummary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9808dd80-28a3-4531-88ba-11ff0f090c90",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-22T11:56:51.748391Z",
     "iopub.status.busy": "2022-11-22T11:56:51.748037Z",
     "iopub.status.idle": "2022-11-22T11:56:53.790226Z",
     "shell.execute_reply": "2022-11-22T11:56:53.788934Z",
     "shell.execute_reply.started": "2022-11-22T11:56:51.748348Z"
    }
   },
   "outputs": [],
   "source": [
    "from torchsummary import summary\n",
    "import torch\n",
    "from torch import nn, optim\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1f79c179-d2d9-4d93-b40c-46a7353d6dba",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-22T11:56:53.793624Z",
     "iopub.status.busy": "2022-11-22T11:56:53.792950Z",
     "iopub.status.idle": "2022-11-22T11:56:54.427908Z",
     "shell.execute_reply": "2022-11-22T11:56:54.426624Z",
     "shell.execute_reply.started": "2022-11-22T11:56:53.793549Z"
    }
   },
   "outputs": [],
   "source": [
    "\n",
    "y = [\n",
    "    (131, 14, 452, 210), (218, 16, 409, 227), (102, 21, 403, 228), (152, 23, 430, 195), (152, 23, 430, 195),\n",
    "    (83, 10, 401, 190), (84, 57, 385, 311), (317, 5, 420, 212), (245, 85, 499, 360), (208, 0, 458, 232),\n",
    "    (125, 0, 355, 185), (0, 0, 169, 330), (22, 33, 463, 335), (129, 43, 460, 203), (130, 0, 405, 240),\n",
    "    (15, 15, 490, 470), (150, 0, 360, 160), (90, 0, 335, 235), (0, 0, 270, 200), (155, 10, 350, 210),\n",
    "    (136, 0, 470, 300), (100, 0, 340, 265), (100, 25, 360, 230), (75, 105, 300, 400), (75, 0, 415, 240),\n",
    "    (210, 0, 445, 170), (325, 37, 430, 195), (225, 125, 350, 288), (80, 290, 450, 290), (195, 95, 400, 345),\n",
    "    (197, 0, 455, 205), (117, 20, 345, 145), (0, 360, 240, 499), (50, 0, 460, 375), (235, 99, 275, 180),\n",
    "    (165, 55, 360, 302), (60, 0, 353, 218), (136, 30, 334, 253), (200, 50, 372, 270), (140, 0, 308, 160),\n",
    "    (100, 0, 400, 226), (305, 0, 425, 205), (50, 0, 385, 300), (175, 0, 488, 205), (178, 10, 423, 219),\n",
    "    (100, 35, 379, 280), (50, 0, 255, 190), (78, 153, 378, 264), (0, 164, 40, 219), (175, 0, 323, 120),\n",
    "    (280, 25, 360, 163), (95, 0, 371, 215), (200, 0, 499, 240), (200, 0, 499, 240), (100, 0, 400, 230),\n",
    "    (12, 0, 296, 169), (344, 83, 420, 198), (150, 0, 350, 175), (124, 0, 393, 207), (390, 184, 410, 230),\n",
    "    (224, 8, 378, 225), (100, 0, 350, 193), (53, 0, 250, 175), (150, 20, 400, 200), (180, 20, 305, 154),\n",
    "    (17, 0, 355, 282), (100, 0, 350, 151), (160, 22, 320, 120), (117, 0, 350, 175), (150, 20, 350, 184),\n",
    "    (140, 0, 260, 120), (220, 20, 284, 112), (57, 59, 196, 184), (300, 146, 445, 294), (170, 42, 236, 123),\n",
    "    (126, 0, 315, 148), (247, 0, 408, 259), (228, 21, 275, 112), (119, 88, 284, 338), (119, 88, 284, 338),\n",
    "    (185, 6, 320, 160), (54, 0, 283, 175), (173, 0, 404, 173), (173, 0, 404, 173), (126, 13, 220, 140),\n",
    "    (127, 22, 344, 222), (97, 0, 250, 202), (199, 168, 300, 284), (200, 22, 404, 212), (64, 100, 220, 262),\n",
    "    (127, 0, 327, 142), (173, 0, 400, 172), (274, 0, 425, 189), (314, 53, 499, 268), (63, 13, 220, 284),\n",
    "    (167, 0, 345, 148), (73, 17, 398, 294), (251, 144, 351, 224), (50, 38, 150, 204), (187, 8, 352, 151), # 100\n",
    "    (179, 0, 489, 252), (178, 133, 320, 270), (228, 25, 331, 181), (31, 0, 246, 126), (120, 0, 280, 134),\n",
    "    (190, 120, 320, 194), (0, 0, 240, 350), (300, 55, 375, 130), (300, 55, 375, 130), (0, 240, 182, 499),\n",
    "    (315, 140, 375, 221), (140, 62, 260, 162), (25, 0, 212, 294), (230, 7, 450, 244), (115, 145, 400, 400),\n",
    "    (280, 0, 425, 208), (0, 0, 499, 499), (70, 60, 300, 336), (160, 30, 290, 180), (50, 16, 400, 345),\n",
    "    (120, 0, 380, 200), (215, 75, 499, 265), (278, 35, 495, 250), (260, 0, 499, 230), (0, 0, 1, 1),\n",
    "    (0, 0, 1, 1), (250, 0, 460, 153), (0, 0, 1, 1), (0, 0, 1, 1), (100, 0, 400, 200),\n",
    "    (105, 18, 376, 175), (133, 119, 335, 390), (60, 0, 250, 160), (65, 25, 330, 235), (0, 0, 1, 1),\n",
    "    (200, 0, 360, 155), (40, 5, 221, 275), (270, 9, 425, 210), (125, 10, 368, 330), (220, 27, 320, 176),\n",
    "    (120, 0, 325, 137), (43, 20, 418, 315), (150, 64, 350, 180), (50, 25, 453, 312), (132, 0, 374, 119),\n",
    "    (293, 0, 499, 127), (217, 0, 499, 224), (230, 30, 322, 201), (165, 12, 327, 236), (217, 0, 499, 209),\n",
    "    (102, 0, 363, 211), (130, 0, 350, 302), (100, 40, 364, 200), (65, 0, 400, 300), (150, 25, 350, 215),\n",
    "    (272, 0, 420, 232), (0, 0, 499, 499), (325, 0, 432, 190), (19, 0, 403, 191), (132, 14, 428, 280),\n",
    "    (105, 0, 379, 313), (26, 0, 413, 180), (120, 25, 378, 250), (235, 30, 320, 173), (0, 0, 1, 1),\n",
    "    (126, 0, 400, 190), (56, 109, 202, 300), (197, 0, 320, 240), (75, 0, 445, 337), (39, 0, 341, 271),\n",
    "    (180, 5, 350, 200), (16, 0, 250, 250), (162, 20, 400, 180), (180, 20, 350, 180), (185, 25, 400, 244),\n",
    "    (115, 0, 386, 154), (127, 0, 390, 242), (55, 7, 233, 120), (352, 175, 420, 266), (132, 0, 336, 205),\n",
    "    (117, 0, 384, 276), (50, 0, 300, 145), (100, 29, 385, 395), (122, 0, 353, 216), (0, 0, 499, 499),\n",
    "    (61, 0, 391, 268), (230, 0, 345, 184), (160, 0, 320, 160), (240, 0, 450, 175), (25, 0, 400, 425),\n",
    "    (70, 50, 400, 450), (0, 0, 499, 499), (105, 16, 382, 260), (185, 5, 439, 200), (134, 57, 370, 270),\n",
    "    (175, 5, 393, 175), (156, 0, 370, 180), (0, 0, 1, 1), (50, 22, 281, 250), (200, 0, 450, 193), # 200\n",
    "    (65, 15, 445, 334), (175, 0, 386, 156), (0, 0, 499, 499), (400, 74, 458, 170), (85, 0, 386, 300),\n",
    "    (65, 0, 450, 342), (0, 0, 276, 276), (150, 15, 325, 215), (0, 0, 499, 499), (50, 0, 400, 350),\n",
    "    (68, 0, 260, 150), (117, 100, 280, 395), (50, 0, 440, 360), (155, 0, 360, 210), (110, 0, 300, 175),\n",
    "    (50, 6, 250, 280), (182, 0, 445, 200), (16, 0, 350, 405), (0, 0, 428, 465), (0, 0, 499, 499),\n",
    "    (145, 0, 499, 350), (50, 0, 340, 200), (145, 0, 499, 350), (87, 172, 124, 228), (275, 96, 366, 200),\n",
    "    (196, 0, 431, 180), (323, 152, 499, 331), (0, 0, 1, 1), (163, 0, 304, 169), (136, 36, 390, 269),\n",
    "    (256, 66, 450, 265), (50, 35, 418, 293), (250, 0, 427, 208), (0, 0, 1, 1), (143, 5, 476, 341),\n",
    "    (135, 10, 325, 180), (205, 20, 414, 190), (170, 0, 438, 180), (50, 39, 452, 343), (37, 0, 471, 325),\n",
    "    (128, 8, 236, 250), (205, 0, 487, 213), (86, 0, 428, 333), (127, 13, 499, 285), (0, 0, 1, 1),\n",
    "    (50, 0, 378, 282), (108, 12, 388, 264), (71, 0, 382, 226), (36, 0, 432, 350), (115, 0, 499, 256),\n",
    "    (192, 2, 320, 100), (64, 24, 382, 327), (57, 0, 450, 170), (0, 0, 1, 1), (27, 23, 147, 174),\n",
    "    (0, 0, 333, 264), (72, 0, 334, 216), (175, 12, 315, 194), (117, 10, 400, 300), (118, 0, 379, 235),\n",
    "    (250, 0, 354, 185), (200, 0, 430, 180), (160, 32, 255, 177), (230, 180, 287, 280), (100, 0, 300, 194),\n",
    "    (158, 0, 262, 193), (205, 93, 329, 310), (0, 0, 1, 1), (94, 0, 373, 242), (200, 10, 340, 135),\n",
    "    (0, 0, 1, 1), (100, 23, 356, 262), (100, 0, 445, 372), (127, 50, 395, 295), (185, 0, 340, 146),\n",
    "    (180, 50, 260, 190), (218, 80, 316, 196), (100, 0, 364, 207), (190, 25, 300, 185), (43, 0, 407, 392),\n",
    "    (200, 0, 410, 185), (26, 0, 476, 312), (74, 0, 426, 297), (80, 0, 445, 332), (180, 0, 320, 160),\n",
    "    (120, 17, 435, 310), (120, 17, 435, 310), (123, 0, 384, 230), (120, 17, 435, 310), (120, 67, 310, 220),\n",
    "    (160, 0, 315, 95), (102, 0, 438, 279), (50, 10, 394, 265), (293, 26, 470, 294), (135, 22, 319, 168),\n",
    "    (134, 0, 450, 322), (135, 22, 319, 168), (128, 5, 350, 208), (153, 45, 400, 272), (125, 6, 323, 180), # 300\n",
    "    (0, 0, 499, 499), (175, 0, 402, 180), (131, 0, 352, 180), (78, 120, 286, 395), (110, 10, 330, 185),\n",
    "    (55, 0, 305, 237), (0, 0, 1, 1), (0, 0, 499, 499), (170, 0, 350, 150), (30, 0, 450, 383),\n",
    "    (160, 0, 350, 178), (274, 0, 499, 442), (70, 0, 305, 162), (120, 120, 280, 280), (126, 0, 472, 305),\n",
    "    (75, 0, 240, 210), (35, 0, 499, 382), (72, 0, 434, 244), (55, 5, 235, 275), (116, 0, 462, 312),\n",
    "    (128, 22, 368, 205), (128, 22, 368, 205), (30, 238, 138, 370), (234, 50, 460, 206), (44, 0, 472, 404),\n",
    "    (235, 150, 499, 362), (220, 35, 482, 310), (130, 0, 416, 206), (186, 0, 402, 186), (150, 0, 332, 140),\n",
    "    (0, 0, 499, 499), (140, 0, 372, 192), (110, 0, 370, 160), (300, 0, 417, 177), (205, 22, 394, 183),\n",
    "    (110, 27, 424, 276), (0, 0, 499, 499), (175, 40, 340, 150), (95, 30, 175, 133), (280, 45, 421, 176),\n",
    "    (175, 45, 260, 166), (180, 44, 300, 252), (107, 0, 393, 362), (100, 25, 275, 180), (406, 160, 480, 308),\n",
    "    (0, 0, 499, 499), (0, 0, 499, 499), (80, 0, 400, 250), (192, 0, 350, 150), (50, 12, 315, 180),\n",
    "    (140, 10, 400, 200), (160, 15, 370, 190), (197, 50, 499, 250), (226, 0, 499, 315), (195, 0, 440, 175),\n",
    "    (100, 225, 327, 410), (100, 80, 372, 320), (0, 0, 1, 1), (65, 0, 495, 499), (0, 0, 250, 180),\n",
    "    (175, 0, 320, 125), (200, 30, 410, 195), (110, 0, 275, 200), (255, 0, 460, 185), (0, 0, 499, 499),\n",
    "    (10, 0, 260, 215), (0, 0, 1, 1), (46, 0, 280, 180), (130, 65, 352, 285), (225, 0, 362, 175),\n",
    "    (17, 0, 490, 475), (90, 0, 348, 210), (100, 0, 275, 150), (0, 0, 499, 350), (80, 0, 300, 200),\n",
    "    (170, 57, 340, 215), (190, 0, 415, 210), (180, 0, 430, 183), (125, 20, 280, 170), (185, 25, 352, 160),\n",
    "    (225, 26, 375, 180), (32, 0, 325, 193), (190, 0, 300, 160), (75, 22, 268, 180), (31, 80, 140, 212),\n",
    "    (173, 0, 499, 250), (163, 0, 375, 160), (240, 27, 421, 181), (150, 24, 344, 195), (288, 20, 475, 175),\n",
    "    (258, 23, 375, 200), (60, 0, 250, 210), (95, 20, 405, 400), (117, 15, 397, 245), (180, 35, 320, 140),\n",
    "    (0, 0, 499, 499), (220, 32, 340, 180), (125, 12, 400, 200), (310, 150, 499, 375), (130, 10, 388, 274), # 400\n",
    "    (150, 0, 435, 187), (0, 0, 208, 360), (100, 43, 450, 394), (0, 0, 1, 1), (60, 17, 350, 268),\n",
    "    (96, 0, 67, 202), (150, 14, 450, 320), (0, 50, 254, 262), (0, 0, 1, 1), (0, 0, 1, 1),\n",
    "    (172, 17, 374, 294), (0, 0, 1, 1), (129, 24, 425, 330), (109, 40, 300, 200), (69, 0, 443, 300),\n",
    "    (250, 0, 365, 217), (126, 25, 377, 224), (152, 32, 375, 225), (152, 32, 375, 225), (51, 0, 250, 339),\n",
    "    (25, 0, 489, 344), (150, 0, 325, 137), (140, 79, 325, 265), (186, 22, 429, 309), (90, 0, 396, 268),\n",
    "    (261, 0, 425, 140), (58, 0, 450, 250), (100, 0, 350, 291), (215, 33, 275, 129), (0, 0, 1, 1),\n",
    "    (140, 0, 450, 175), (117, 17, 400, 250), (100, 0, 450, 427), (100, 32, 270, 194), (212, 25, 300, 200),\n",
    "    (100, 220, 310, 333), (110, 40, 385, 268), (50, 0, 394, 250), (70, 26, 450, 322), (140, 40, 300, 225),\n",
    "    (180, 0, 400, 155), (308, 34, 499, 174), (72, 0, 421, 250), (100, 0, 415, 400), (100, 0, 400, 300),\n",
    "    (0, 0, 1, 1), (100, 0, 400, 277), (250, 0, 432, 120), (0, 0, 250, 175), (0, 0, 250, 175),\n",
    "    (115, 0, 375, 200), (150, 20, 343, 160), (405, 306, 450, 355), (118, 0, 367, 200), (0, 0, 1, 1),\n",
    "    (250, 0, 425, 131), (17, 0, 205, 242), (0, 0, 1, 1), (160, 160, 246, 250), (136, 0, 400, 190),\n",
    "    (100, 0, 365, 230), (95, 0, 442, 332), (100, 0, 365, 230), (100, 0, 365, 230), (90, 0, 350, 250),\n",
    "    (200, 0, 325, 200), (0, 0, 1, 1), (125, 0, 300, 160), (200, 0, 400, 190), (200, 0, 400, 190),\n",
    "    (50, 50, 400, 400), (100, 0, 370, 240), (0, 0, 499, 499), (142, 33, 300, 200), (200, 85, 440, 350),\n",
    "    (100, 0, 365, 230), (155, 20, 400, 250), (67, 0, 350, 250), (125, 0, 300, 170), (15, 40, 212, 222),\n",
    "    (318, 40, 470, 250), (118, 0, 350, 200), (172, 203, 312, 290), (127, 17, 472, 330), (150, 0, 350, 175),\n",
    "    (200, 0, 400, 175), (175, 0, 400, 140), (25, 0, 200, 185), (83, 13, 400, 300), (135, 40, 300, 180),\n",
    "    (0, 0, 499, 499), (133, 15, 450, 222), (38, 0, 400, 282), (82, 82, 300, 285), (320, 274, 440, 346),\n",
    "    (18, 0, 394, 327), (236, 0, 455, 196), (162, 0, 450, 205), (268, 0, 450, 215), (75, 5, 350, 300), # 500\n",
    "    (59, 0, 334, 200), (0, 0, 460, 450), (123, 15, 490, 330), (110, 7, 450, 370), (129, 0, 448, 282),\n",
    "    (28, 38, 456, 390), (144, 25, 400, 237), (5, 7, 263, 220), (112, 0, 400, 192), (78, 0, 438, 200),\n",
    "    (220, 45, 396, 200), (20, 0, 470, 390), (220, 0, 450, 160), (125, 0, 300, 120), (93, 25, 393, 300),\n",
    "    (197, 100, 375, 270), (150, 0, 418, 224), (156, 40, 423, 180), (126, 20, 350, 180), (65, 0, 450, 367),\n",
    "    (138, 0, 400, 194), (181, 0, 438, 275), (252, 7, 475, 160), (150, 20, 350, 150), (200, 9, 300, 150),\n",
    "    (59, 0, 400, 275), (75, 38, 320, 235), (125, 75, 335, 275), (172, 75, 340, 250), (175, 40, 325, 170),\n",
    "    (100, 105, 300, 260), (100, 70, 385, 350), (175, 0, 400, 499), (0, 0, 1, 1), (45, 65, 250, 380), \n",
    "    (235, 0, 486, 215), (90, 7, 400, 350), (60, 0, 440, 120), (10, 100, 350, 430), (67, 0, 225, 200),\n",
    "    (230, 75, 450, 275), (25, 0, 180, 140), (0, 0, 499, 499), (256, 65, 450, 300), (240, 60, 292, 160),\n",
    "    (150, 0, 350, 190), (67, 0, 300, 175), (210, 100, 320, 215), (180, 20, 300, 140), (165, 25, 300, 200),\n",
    "    (50, 0, 460, 400), (80, 0, 300, 175), (80, 0, 300, 175), (167, 0, 380, 160), (50, 7, 370, 230),\n",
    "    (0, 0, 1, 1), (100, 20, 330, 225), (96, 0, 450, 276), (55, 50, 225, 250), (132, 0, 300, 200),\n",
    "    (190, 7, 375, 180), (133, 37, 350, 225), (173, 75, 400, 290), (200, 0, 424, 196), (150, 50, 350, 250),\n",
    "    (100, 10, 360, 320), (230, 60, 345, 265), (72, 44, 200, 170), (135, 8, 350, 200), (190, 10, 320, 175), \n",
    "    (0, 0, 1, 1), (25, 130, 225, 280), (168, 0, 380, 156), (116, 0, 378, 212), (0, 0, 1, 1),\n",
    "    (40, 40, 180, 200), (80, 10, 314, 216), (0, 0, 270, 262), (88, 0, 415, 380), (100, 0, 330, 205),\n",
    "    (145, 0, 350, 200), (65, 0, 440, 400), (77, 0, 388, 320), (167, 25, 335, 205), (137, 0, 350, 185),\n",
    "    (0, 0, 140, 100), (120, 35, 400, 350), (140, 0, 380, 243), (140, 0, 380, 243), (0, 0, 1, 1),\n",
    "    (150, 0, 446, 200), (0, 0, 1, 1), (150, 0, 400, 212), (75, 0, 388, 320), (120, 190, 190, 290),\n",
    "    (155, 12, 350, 300), (155, 104, 360, 280), (85, 50, 350, 340), (70, 0, 350, 275), (155, 0, 380, 176), # 600\n",
    "    (180, 50, 320, 200), (180, 50, 320, 200), (180, 50, 320, 200), (174, 12, 403, 210), (174, 12, 403, 210),\n",
    "    (174, 12, 403, 210), (0, 0, 1, 1), (140, 0, 325, 175), (230, 0, 476, 280), (162, 0, 300, 143),\n",
    "    (40, 0, 350, 300), (0, 35, 499, 499), (100, 6, 380, 230), (90, 0, 425, 330), (0, 0, 1, 1),\n",
    "    (10, 20, 470, 499), (335, 75, 475, 265), (200, 130, 300, 257), (0, 0, 400, 499), (0, 0, 1, 1),\n",
    "    (60, 8, 290, 200), (250, 120, 433, 330), (0, 0, 499, 499), (280, 3, 420, 113), (0, 0, 499, 232),\n",
    "    (245, 5, 375, 160), (100, 85, 400, 400), (0, 0, 350, 275), (50, 0, 250, 200), (290, 25, 499, 200),\n",
    "    (90, 25, 300, 230), (69, 0, 350, 300), (150, 40, 240, 145), (80, 0, 380, 310), (76, 0, 265, 260),\n",
    "    (140, 0, 450, 175), (84, 0, 462, 400), (100, 15, 400, 400), (150, 12, 364, 200), (320, 110, 430, 280),\n",
    "    (160, 5, 300, 160), (195, 0, 499, 275), (135, 0, 316, 300), (125, 30, 250, 225), (116, 20, 200, 180),\n",
    "    (34, 244, 160, 340), (50, 0, 450, 430), (30, 20, 463, 344), (32, 0, 400, 300), (70, 156, 110, 190),\n",
    "    (80, 18, 350, 200), (134, 190, 190, 250), (265, 60, 420, 212), (0, 0, 1, 1), (150, 12, 350, 200),\n",
    "    (20, 0, 200, 250), (10, 0, 420, 340), (105, 90, 378, 350), (230, 18, 400, 300), (0, 0, 200, 284),\n",
    "    (262, 75, 375, 275), (50, 0, 200, 215), (100, 0, 380, 250), (125, 30, 395, 250), (180, 25, 300, 140),\n",
    "    (105, 0, 400, 195), (50, 0, 300, 200), (0, 0, 1, 1), (260, 20, 443, 180), (168, 0, 350, 160),\n",
    "    (100, 0, 350, 200), (125, 25, 400, 245), (300, 100, 450, 300), (125, 25, 350, 200), (95, 20, 435, 425),\n",
    "    (100, 30, 400, 425), (150, 5, 330, 200), (150, 5, 330, 200), (150, 0, 425, 270), (0, 0, 1, 1),\n",
    "    (160, 60, 265, 170), (165, 100, 400, 275), (150, 0, 325, 175), (0, 0, 1, 1), (55, 0, 250, 175),\n",
    "    (220, 13, 434, 180), (0, 0, 380, 290), (200, 38, 295, 160), (190, 20, 240, 120), (375, 72, 460, 220),\n",
    "    (150, 100, 350, 327), (0, 0, 499, 499), (80, 8, 285, 200), (160, 110, 295, 210), (0, 0, 1, 1),\n",
    "    (170, 5, 315, 125), (45, 32, 450, 380), (35, 0, 400, 425), (0, 0, 445, 340), (170, 25, 300, 160), # 700\n",
    "    (164, 25, 317, 285), (120, 0, 370, 200), (180, 15, 300, 140), (0, 0, 499, 499), (215, 7, 490, 230),\n",
    "    (0, 0, 1, 1), (125, 0, 315, 200), (180, 0, 440, 223), (125, 50, 350, 325), (100, 100, 368, 300),\n",
    "    (0, 0, 1, 1), (35, 0, 430, 499), (75, 30, 445, 335), (20, 0, 330, 245), (50, 0, 400, 400),\n",
    "    (130, 30, 440, 400), (0, 0, 1, 1), (150, 55, 330, 300), (0, 0, 200, 240), (120, 0, 330, 200),\n",
    "    (250, 10, 375, 290), (120, 0, 400, 200), (150, 0, 450, 240), (250, 25, 450, 200), (120, 5, 380, 330),\n",
    "    (100, 0, 450, 320), (0, 0, 499, 499), (0, 0, 1, 1), (100, 0, 360, 230), (250, 0, 435, 140),\n",
    "    (200, 40, 325, 180), (290, 0, 445, 150), (118, 16, 376, 250), (118, 16, 376, 250), (100, 0, 475, 350),\n",
    "    (140, 0, 305, 200), (0, 0, 499, 499), (0, 0, 499, 499), (75, 100, 200, 208), (150, 25, 350, 275),\n",
    "    (110, 0, 390, 185), (325, 75, 460, 250), (300, 200, 470, 420), (45, 0, 400, 499), (125, 45, 425, 335),\n",
    "    (90, 0, 350, 250), (50, 0, 350, 210), (90, 0, 350, 240), (170, 35, 350, 160), (130, 70, 310, 220),\n",
    "    (195, 40, 300, 140), (100, 40, 285, 205), (150, 25, 325, 200), (0, 0, 499, 499), (176, 0, 450, 200),\n",
    "    (176, 0, 450, 200), (125, 0, 328, 175), (85, 30, 400, 340), (340, 75, 450, 250), (185, 0, 400, 190),\n",
    "    (150, 15, 320, 225), (73, 10, 450, 327), (40, 100, 114, 220), (100, 25, 378, 274), (100, 7, 400, 242),\n",
    "    (333, 75, 465, 250), (150, 0, 325, 289), (100, 0, 400, 300), (90, 0, 450, 264), (180, 40, 340, 200),\n",
    "    (150, 0, 400, 350), (180, 0, 400, 200), (265, 0, 499, 236), (0, 0, 200, 340), (140, 0, 340, 180),\n",
    "    (165, 60, 400, 220), (25, 0, 485, 499), (190, 70, 300, 158), (330, 75, 475, 250), (330, 75, 475, 250),\n",
    "    (330, 75, 475, 250), (330, 75, 475, 250), (210, 0, 380, 250), (125, 0, 400, 200), (125, 0, 400, 200),\n",
    "    (80, 0, 462, 499), (70, 0, 465, 499), (0, 0, 1, 1), (335, 14, 410, 89), (50, 12, 400, 225),\n",
    "    (175, 25, 325, 160), (250, 50, 395, 225), (0, 0, 1, 1), (0, 25, 400, 400), (120, 0, 400, 250),\n",
    "    (100, 25, 350, 225), (50, 0, 400, 499), (125, 0, 430, 240), (245, 160, 410, 312), (110, 0, 245, 195), # 800\n",
    "    (150, 60, 490, 470), (0, 0, 1, 1), (218, 288, 285, 360), (68, 82, 240, 285), (80, 200, 120, 230),\n",
    "    (300, 80, 372, 340), (80, 15, 220, 125), (80, 15, 220, 125), (80, 15, 220, 125), (160, 5, 360, 200),\n",
    "    (115, 0, 386, 250), (120, 80, 273, 180), (75, 20, 499, 335), (210, 5, 280, 80), (100, 0, 400, 200),\n",
    "    (155, 104, 333, 250), (0, 0, 1, 1), (255, 0, 400, 175), (250, 130, 310, 180), (0, 0, 1, 1),\n",
    "    (12, 110, 224, 70), (150, 0, 350, 200), (290, 7, 475, 250), (0, 0, 265, 300), (62, 0, 410, 400),\n",
    "    (240, 80, 360, 230), (0, 0, 362, 245), (21, 10, 312, 250), (100, 0, 400, 200), (65, 20, 400, 400),\n",
    "    (150, 30, 375, 240), (150, 30, 375, 240), (265, 25, 425, 200), (70, 0, 400, 400), (300, 60, 390, 160),\n",
    "    (25, 0, 245, 170), (118, 0, 450, 250), (200, 0, 340, 175), (170, 32, 470, 350), (0, 0, 499, 499),\n",
    "    (150, 0, 350, 160), (125, 0, 300, 140), (155, 40, 265, 100), (145, 104, 300, 260), (210, 0, 450, 160),\n",
    "    (240, 50, 380, 180), (140, 15, 350, 200), (0, 0, 350, 250), (300, 120, 440, 220), (117, 30, 375, 275),\n",
    "    (70, 10, 450, 330), (225, 45, 385, 200), (70, 0, 430, 300), (100, 0, 400, 200), (0, 0, 1, 1),\n",
    "    (0, 0, 1, 1), (150, 60, 350, 225), (125, 5, 350, 350), (0, 0, 1, 1), (150, 45, 340, 200),\n",
    "    (150, 0, 440, 220), (150, 10, 330, 200), (90, 15, 350, 250), (150, 0, 350, 160), (0, 0, 499, 499),\n",
    "    (330, 25, 420, 180), (0, 0, 1, 1), (300, 120, 499, 440), (205, 135, 290, 290), (0, 0, 1, 1),\n",
    "    (25, 140, 200, 280), (100, 0, 410, 499), (120, 20, 355, 270), (150, 0, 345, 160), (325, 30, 499, 350),\n",
    "    (220, 20, 280, 130), (170, 0, 499, 210), (100, 80, 400, 275), (80, 5, 270, 200), (50, 225, 120, 320),\n",
    "    (215, 10, 280, 80), (205, 0, 400, 200), (0, 0, 1, 1), (85, 20, 350, 330), (100, 0, 450, 390),\n",
    "    (190, 0, 450, 200), (250, 0, 375, 200), (225, 75, 450, 300), (100, 50, 230, 290), (200, 40, 450, 250),\n",
    "    (150, 0, 380, 200), (180, 0, 375, 175), (150, 0, 450, 400), (210, 0, 450, 150), (0, 0, 1, 1),\n",
    "    (175, 0, 380, 300), (0, 0, 499, 499), (240, 10, 285, 50), (270, 0, 400, 200), (340, 160, 415, 280), # 900\n",
    "    (100, 10, 365, 250), (0, 25, 336, 200), (150, 0, 330, 250), (200, 100, 290, 240), (0, 0, 1, 1),\n",
    "    (0, 0, 1, 1), (0, 0, 1, 1), (240, 30, 380, 140), (160, 80, 300, 200), (180, 50, 335, 250),\n",
    "    (90, 0, 285, 140), (0, 50, 115, 250), (175, 165, 300, 280), (60, 40, 175, 130), (80, 30, 425, 300),\n",
    "    (175, 25, 325, 140), (20, 0, 400, 430), (270, 150, 360, 240), (100, 10, 450, 350), (110, 105, 275, 240),\n",
    "    (200, 120, 340, 200), (200, 140, 250, 215), (175, 5, 425, 200), (50, 0, 335, 250), (15, 0, 200, 240),\n",
    "    (210, 50, 350, 290), (200, 70, 340, 180), (65, 80, 290, 250), (180, 40, 300, 140), (110, 0, 300, 160),\n",
    "    (85, 20, 420, 330), (50, 250, 215, 440), (0, 0, 1, 1), (130, 20, 300, 150), (50, 0, 450, 300),\n",
    "    (130, 0, 370, 200), (200, 0, 325, 120), (0, 0, 1, 1), (210, 0, 440, 200), (190, 0, 300, 200),\n",
    "    (210, 0, 440, 200), (75, 0, 300, 200), (0, 0, 200, 160), (100, 0, 370, 170), (120, 0, 370, 175),\n",
    "    (0, 0, 1, 1), (90, 0, 320, 120), (170, 0, 350, 175), (225, 140, 360, 270), (40, 0, 350, 250),\n",
    "    (180, 0, 325, 140), (40, 0, 475, 400), (30, 0, 400, 300), (180, 160, 280, 250), (0, 0, 1, 1),\n",
    "    (100, 30, 315, 225), (60, 0, 440, 350), (75, 70, 425, 425), (0, 0, 1, 1), (115, 0, 455, 250),\n",
    "    (0, 0, 1, 1), (300, 0, 420, 155), (100, 105, 499, 400), (50, 50, 300, 230), (110, 0, 435, 300),\n",
    "    (200, 10, 350, 250), (110, 0, 300, 120), (165, 20, 350, 160), (160, 100, 240, 230), (175, 0, 300, 110),\n",
    "    (0, 0, 1, 1), (70, 130, 135, 220), (0, 0, 1, 1), (200, 120, 315, 220), (160, 0, 300, 120),\n",
    "    (0, 0, 499, 400), (155, 30, 350, 225), (100, 15, 250, 180), (120, 10, 240, 245), (50, 0, 430, 499),\n",
    "    (0, 220, 250, 499), (5, 110, 220, 315), (160, 35, 270, 140), (75, 60, 250, 230), (0, 0, 1, 1),\n",
    "    (230, 135, 475, 330), (115, 15, 440, 375), (70, 0, 300, 175), (60, 25, 285, 210), (140, 25, 325, 200),\n",
    "    (240, 60, 465, 240), (170, 180, 320, 350), (230, 50, 400, 350), (110, 0, 420, 245), (280, 80, 395, 200),\n",
    "    (0, 0, 1, 1), (0, 0, 1, 1), (370, 35, 450, 190), (180, 75, 285, 170), (200, 10, 360, 140), # 1000\n",
    "    (0, 0, 1, 1), (140, 0, 450, 300), (0, 0, 1, 1), (0, 0, 1, 1), (190, 0, 390, 140),\n",
    "    (0, 0, 1, 1), (175, 10, 350, 200), (0, 0, 1, 1), (390, 105, 440, 180), (125, 17, 275, 200),\n",
    "    (100, 25, 360, 250), (50, 40, 280, 220), (200, 20, 350, 160), (190, 129, 240, 200), (129, 14, 430, 300),\n",
    "    (150, 0, 400, 200), (0, 0, 1, 1), (200, 0, 440, 435), (0, 150, 300, 450), (0, 0, 1, 1),\n",
    "    (150, 50, 350, 225), (180, 80, 275, 180), (0, 0, 1, 1), (90, 0, 430, 250), (50, 0, 345, 200),\n",
    "    (125, 125, 250, 320), (0, 0, 499, 499), (0, 0, 499, 499), (220, 0, 350, 220), (0, 0, 1, 1),\n",
    "    (175, 20, 310, 180), (70, 0, 400, 499), (250, 10, 480, 270), (185, 150, 220, 190), (390, 50, 499, 210),\n",
    "    (290, 60, 360, 180), (0, 0, 1, 1), (100, 0, 400, 250), (150, 0, 350, 140), (290, 80, 499, 470),\n",
    "    (125, 7, 250, 140), (240, 175, 420, 320), (120, 0, 400, 240), (230, 60, 315, 160), (120, 10, 340, 250),\n",
    "    (75, 0, 290, 200), (160, 150, 280, 260), (150, 40, 300, 180), (100, 40, 180, 140), (140, 0, 370, 260),\n",
    "    (160, 180, 210, 280), (140, 170, 200, 320), (0, 0, 1, 1), (140, 15, 350, 330), (175, 0, 300, 200),\n",
    "    (150, 20, 230, 180), (175, 30, 310, 180), (150, 0, 350, 140), (150, 15, 450, 400), (0, 0, 200, 350),\n",
    "    (360, 165, 460, 260), (255, 200, 365, 400), (70, 0, 410, 499), (50, 0, 350, 200), (100, 0, 400, 300),\n",
    "    (120, 290, 220, 440), (150, 10, 390, 225), (0, 130, 250, 499), (125, 120, 215, 300), (220, 10, 350, 250),\n",
    "    (150, 0, 350, 200), (10, 0, 170, 300), (55, 0, 480, 300), (155, 0, 350, 160), (75, 130, 170, 320),\n",
    "    (0, 0, 1, 1), (0, 0, 499, 400), (100, 30, 390, 300), (100, 5, 350, 225), (50, 0, 330, 240),\n",
    "    (50, 0, 330, 240), (0, 0, 1, 1), (60, 0, 450, 330), (50, 30, 220, 300), (30, 0, 340, 250),\n",
    "    (200, 20, 280, 140), (30, 0, 400, 400), (290, 50, 400, 250), (180, 0, 350, 200), (315, 30, 460, 250),\n",
    "    (270, 0, 390, 120), (180, 60, 300, 200), (50, 0, 250, 190), (210, 150, 435, 400), (0, 0, 245, 290),\n",
    "    (225, 25, 470, 225), (175, 80, 325, 240), (0, 0, 1, 1), (120, 0, 400, 280), (160, 40, 300, 180), # 1100\n",
    "    (50, 50, 340, 220), (200, 60, 270, 200), (350, 200, 450, 340), (60, 120, 200, 400), (160, 90, 325, 275),\n",
    "    (0, 0, 1, 1), (220, 0, 330, 130), (75, 0, 335, 200), (0, 0, 180, 200), (40, 0, 450, 300),\n",
    "    (0, 0, 400, 499), (210, 80, 255, 160), (240, 0, 350, 160), (85, 0, 350, 230), (60, 0, 445, 210),\n",
    "    (0, 0, 1, 1), (70, 0, 400, 300), (240, 0, 435, 140), (190, 40, 320, 140), (130, 140, 175, 200),\n",
    "    (180, 0, 420, 200), (150, 20, 300, 140), (160, 0, 370, 150), (50, 0, 330, 200), (75, 0, 230, 200),\n",
    "    (60, 0, 390, 330), (150, 0, 430, 225), (310, 35, 460, 225), (300, 75, 400, 230), (25, 0, 400, 400),\n",
    "    (90, 0, 420, 300), (50, 10, 300, 200), (200, 0, 430, 190), (120, 20, 240, 120), (160, 0, 350, 150),\n",
    "    (200, 0, 400, 175), (100, 20, 350, 250), (200, 0, 450, 200), (100, 0, 330, 300), (130, 0, 380, 200),\n",
    "    (150, 0, 370, 200), (0, 30, 450, 499), (175, 75, 350, 225), (50, 0, 175, 175), (0, 190, 60, 275),\n",
    "    (110, 0, 290, 150), (0, 0, 300, 150), (150, 0, 400, 200), (220, 0, 480, 250), (350, 170, 400, 240),\n",
    "    (0, 15, 230, 210), (350, 200, 380, 250), (110, 60, 240, 190), (50, 0, 430, 175), (60, 20, 245, 160),\n",
    "    (0, 0, 1, 1), (50, 0, 445, 400), (0, 0, 1, 1), (305, 50, 450, 300), (270, 40, 420, 180),\n",
    "    (140, 0, 440, 250), (0, 0, 1, 1), (210, 40, 330, 180), (210, 40, 330, 180), (210, 40, 330, 180),\n",
    "    (0, 0, 270, 270), (0, 0, 1, 1), (0, 0, 499, 499), (10, 0, 400, 300), (220, 20, 300, 170),\n",
    "    (130, 100, 225, 240), (0, 0, 1, 1), (0, 0, 1, 1), (0, 0, 1, 1), (140, 30, 215, 150),\n",
    "    (210, 0, 340, 140), (90, 0, 300, 200), (0, 0, 1, 1), (150, 0, 440, 200), (150, 0, 350, 300),\n",
    "    (125, 0, 270, 200), (0, 0, 1, 1), (280, 15, 480, 260), (100, 60, 275, 200), (200, 80, 300, 200),\n",
    "    (130, 50, 400, 250), (100, 0, 300, 160), (190, 150, 330, 300), (0, 0, 1, 1), (170, 10, 335, 200),\n",
    "    (80, 70, 210, 180), (40, 100, 250, 350), (120, 0, 350, 200), (70, 0, 400, 400), (0, 0, 1, 1),\n",
    "    (250, 20, 410, 200), (140, 10, 365, 220), (150, 50, 300, 200), (150, 50, 300, 200), (90, 25, 380, 350), # 1200\n",
    "    (130, 50, 375, 240), (120, 50, 400, 300), (180, 40, 300, 140), (75, 10, 440, 330), (170, 0, 310, 200),\n",
    "    (50, 40, 220, 200), (0, 0, 1, 1), (160, 0, 350, 175), (120, 0, 350, 250), (310, 150, 499, 400),\n",
    "    (0, 0, 1, 1), (0, 0, 1, 1), (120, 0, 350, 150), (30, 0, 400, 350), (0, 0, 1, 1),\n",
    "    (250, 125, 320, 190), (0, 0, 1, 1), (30, 0, 480, 450), (150, 20, 390, 200), (0, 0, 1, 1),\n",
    "    (330, 10, 450, 175), (190, 30, 325, 175), (150, 0, 330, 175), (0, 0, 1, 1), (0, 0, 1, 1),\n",
    "    (310, 90, 375, 180), (100, 0, 300, 200), (200, 0, 350, 225), (170, 0, 350, 250), (130, 10, 350, 200),\n",
    "    (75, 0, 410, 400), (180, 10, 300, 150), (100, 0, 360, 230), (150, 0, 340, 150), (40, 0, 440, 300),\n",
    "    (200, 0, 340, 175), (420, 100, 460, 180), (190, 150, 450, 400), (200, 25, 400, 200), (180, 40, 350, 180),\n",
    "    (220, 140, 260, 210), (200, 25, 400, 200), (0, 0, 499, 499), (15, 20, 350, 330), (75, 25, 225, 180),\n",
    "    (25, 60, 150, 150), (75, 0, 250, 200), (75, 0, 400, 250), (180, 0, 325, 175), (50, 0, 350, 250),\n",
    "    (100, 10, 280, 200), (50, 0, 499, 499), (40, 0, 300, 300), (150, 15, 275, 180), (230, 0, 450, 250),\n",
    "    (190, 20, 330, 160), (100, 0, 425, 400), (180, 0, 330, 150), (180, 50, 290, 225), (0, 0, 280, 250),\n",
    "    (140, 20, 360, 165), (50, 0, 385, 320), (50, 0, 430, 400), (0, 0, 1, 1), (180, 10, 300, 120),\n",
    "    (0, 0, 1, 1), (220, 15, 290, 100), (60, 0, 325, 200), (0, 0, 1, 1), (0, 0, 1, 1),\n",
    "    (50, 0, 380, 300), (305, 0, 450, 210), (0, 0, 1,1), (0, 0, 1, 1), (60, 0, 410, 300),\n",
    "    (150, 80, 325, 225), (250, 120, 420, 260), (240, 0, 435, 250), (100, 0, 400, 200), (180, 0, 475, 400),\n",
    "    (130, 0, 320, 140), (145, 0, 350, 175), (150, 0, 360, 180), (0, 0, 440, 300), (235, 0, 450, 200),\n",
    "    (25, 75, 460, 450), (290, 60, 499, 365), (190, 25, 315, 120), (0, 0, 1, 1), (150, 80, 305, 200),\n",
    "    (175, 75, 300, 250), (200, 20, 290, 180), (160, 10, 340, 160), (250, 0, 450, 225), (150, 0, 340, 160),\n",
    "    (25, 175, 225, 380), (280, 10, 450, 250), (110, 50, 180, 160), (50, 0, 400, 400), (100, 0, 350, 250), # 1300\n",
    "    (100, 25, 450, 225), (0, 0, 1, 1), (0, 0, 1, 1), (120, 10, 400, 230), (20, 140, 120, 280),\n",
    "    (200, 100, 300, 215), (50, 0, 325, 230), (150, 75, 325, 275), (150, 0, 499, 275), (140, 120, 300, 240),\n",
    "    (0, 0, 1, 1), (50, 5, 400, 250), (0, 0, 1, 1), (140, 15, 370, 225), (50, 0, 250, 160),\n",
    "    (90, 50, 270, 200), (140, 0, 350, 160), (40, 60, 160, 240), (40, 0, 440, 410), (85, 0, 410, 300),\n",
    "    (130, 55, 350, 275), (45, 0, 330, 200), (80, 0, 400, 230), (115, 0, 350, 190), (175, 220, 325, 360),\n",
    "    (90, 20, 440, 400), (100, 5, 420, 350), (155, 0, 300, 100), (0, 0, 400, 300), (0, 200, 150, 370),\n",
    "    (380, 0, 460, 160), (180, 0, 320, 120), (0, 10, 300, 400), (100, 10, 400, 225), (0, 0, 1, 1),\n",
    "    (0, 0, 1, 1), (80, 150, 340, 350), (25, 30, 190, 225), (220, 25, 450, 225), (0, 0, 1, 1),\n",
    "    (235, 5, 400, 140), (180, 25, 290, 140), (60, 0, 325, 230), (25, 20, 375, 350), (0, 0, 1, 1),\n",
    "    (150, 0, 400, 200), (300, 135, 425, 325), (120, 0, 350, 200), (275, 50, 400, 225), (150, 20, 320, 120),\n",
    "    (150, 0, 365, 360), (175, 6, 365, 180), (0, 0, 1, 1), (0, 0, 410, 400), (0, 0, 1, 1),\n",
    "    (40, 5, 415, 400), (110, 0, 340, 160), (0, 0, 1, 1), (60, 0, 425, 225), (275, 10, 401, 175),\n",
    "    (220, 30, 450, 210), (75, 0, 435, 350), (150, 0, 410, 300), (210, 0, 425, 250), (0, 0, 1, 1),\n",
    "    (150, 10, 340, 225), (72, 250, 110, 310), (50, 15, 210, 300), (45, 0, 400, 300), (50, 0, 499, 499),\n",
    "    (140, 20, 380, 250), (233, 0, 438, 350), (150, 20, 320, 128), (150, 20, 320, 128), (120, 0, 362, 200),\n",
    "    (190, 0, 362, 225), (0, 0, 1, 1), (170, 0, 390, 200), (0, 0, 1, 1), (0, 0, 1, 1),\n",
    "    (200, 30, 355, 140), (164, 5, 370, 200), (130, 0, 378, 160), (75, 0, 445, 340), (100, 50, 195, 225),\n",
    "    (180, 20, 350, 160), (180, 20, 350, 160), (300, 132, 480, 270), (75, 25, 250, 200), (100, 90, 350, 300),\n",
    "    (70, 40, 154, 150), (105, 10, 360, 207), (105, 10, 360, 207), (40, 185, 160, 315), (215, 60, 325, 160),\n",
    "    (90, 0, 445, 300), (160, 20, 280, 160), (160, 20, 280, 160), (100, 75, 360, 350), (125, 10, 330, 200), # 1400\n",
    "    (340, 0, 450, 215), (127, 0, 365, 200), (288, 0, 499, 160), (118, 20, 335, 160), (76, 0, 325, 200),\n",
    "    (100, 12, 365, 280), (66, 33, 350, 286), (200, 34, 415, 300), (166, 25, 400, 200), (70, 0, 390, 188),\n",
    "    (0, 0, 1, 1), (0, 285, 140, 445), (0, 0, 1, 1), (50, 0, 300, 325), (225, 28, 325, 180),\n",
    "    (200, 0, 499, 220), (240, 55, 300, 160), (83, 25, 300, 200), (250, 160, 420, 305), (0, 0, 1, 1),\n",
    "    (100, 5, 350, 200), (50, 0, 167, 220), (100, 7, 350, 300), (235, 0, 485, 300), (240, 134, 284, 220),\n",
    "    (100, 0, 420, 310), (67, 0, 250, 175), (130, 0, 450, 214), (100, 15, 350, 250), (0, 0, 1, 1),\n",
    "    (0, 0, 1, 1), (64, 12, 245, 160), (0, 0, 415, 300), (320, 75, 443, 305), (300, 52, 395, 140),\n",
    "    (185, 200, 270, 270), (0, 0, 1, 1), (215, 70, 300, 220), (100, 50, 274, 294), (110, 0, 300, 120),\n",
    "    (430, 60, 480, 200), (0, 0, 1, 1), (236, 0, 460, 315), (20, 20, 480, 499), (350, 180, 450, 250),\n",
    "    (110, 0, 390, 215), (80, 0, 300, 180), (0, 0, 1, 1), (0, 0, 499, 499), (0, 100, 70, 275),\n",
    "    (235, 20, 425, 180), (0, 0, 1, 1), (0, 0, 1, 1), (175, 50, 350, 220), (56, 0, 410, 499),\n",
    "    (140, 20, 340, 200), (175, 75, 315, 300), (105, 0, 450, 350), (125, 0, 368, 230), (110, 0, 450, 230),\n",
    "    (0, 0, 1, 1), (400, 25, 470, 160), (153, 290, 215, 420), (30, 0, 469, 400), (30, 30, 334, 499),\n",
    "    (0, 325, 140, 499), (150, 0, 390, 160), (230, 100, 360, 194), (115, 0, 405, 244), (80, 0, 310, 140),\n",
    "    (43, 0, 475, 400), (94, 0, 360, 300), (0, 0, 1, 1), (75, 0, 400, 125), (184, 25, 394, 225),\n",
    "    (200, 0, 400, 200), (0, 0, 499, 499), (150, 0, 350, 200), (100, 28, 425, 300), (300, 260, 445, 420),\n",
    "    (100, 25, 150, 120), (210, 35, 355, 180), (230, 55, 450, 300), (0, 100, 499, 499), (150, 200, 220, 325),\n",
    "    (75, 325, 225, 460), (185, 0, 330, 150), (150, 40, 325, 200), (140, 50, 375, 210), (180, 240, 320, 400),\n",
    "    (140, 0, 350, 160), (130, 0, 308, 158), (0, 0, 480, 394), (310, 0, 499, 270), (200, 5, 425, 340),\n",
    "    (80, 0, 260, 175), (80, 10, 170, 140), (150, 0, 300, 140), (170, 10, 300, 140), (300, 25, 425, 200), # 1500\n",
    "    (105, 15, 425, 290), (0, 0, 499, 400), (70, 0, 455, 400), (200, 0, 440, 200), (50, 0, 330, 250),\n",
    "    (150, 0, 350, 325), (0, 0, 1, 1), (0, 0, 1, 1), (80, 20, 290, 360), (90, 0, 430, 450), \n",
    "    (90, 0, 475, 400), (85, 0, 499, 250), (75, 0, 330, 200), (50, 0, 450, 285), (150, 0, 425, 200),\n",
    "    (100, 0, 400, 200), (100, 0, 360, 200), (100, 0, 360, 210), (0, 0, 1, 1), (250, 150, 460, 325),\n",
    "    (190, 0, 360, 140), (100, 0, 400, 250), (112, 40, 405, 350), (310, 0, 499, 186), (290, 25, 499, 210), \n",
    "    (50, 45, 230, 275), (225, 165, 265, 235), (0, 0, 1, 1), (85, 0, 330, 210), (150, 0, 420, 160),\n",
    "    (0, 0, 173, 130), (0, 0, 173, 130), (160, 0, 335, 175), (80, 0, 334, 224), (100, 0, 300, 120),\n",
    "    (45, 0, 420, 400), (215, 0, 485, 200), (100, 0, 400, 400), (330, 15, 420, 100), (120, 0, 368, 215),\n",
    "    (80, 0, 350, 200), (100, 20, 300, 250), (20, 50, 499, 499), (200, 160, 480, 499), (0, 0, 1, 1),\n",
    "    (0, 0, 1, 1), (0, 0, 1, 1), (150, 20, 340, 206), (0, 0, 1, 1), (0, 0, 1, 1),\n",
    "    (252, 0, 410, 150), (0, 0, 1, 1), (200, 90, 499, 430), (80, 0, 400, 340), (0, 0, 300, 210),\n",
    "    (140, 0, 334, 178), (340, 40, 480, 190), (150, 25, 400, 300), (200, 100, 325, 275), (87, 0, 400, 300),\n",
    "    (180, 10, 415, 350), (200, 0, 400, 154), (50, 18, 350, 360), (190, 0, 400, 160), (180, 0, 460, 220),\n",
    "    (190, 25, 499, 225), (50, 0, 350, 300), (50, 0, 423, 300), (50, 0, 423, 300), (50, 0, 310, 200),\n",
    "    (170, 80, 300, 220), (125, 0, 300, 150), (0, 0, 1, 1), (0, 0, 1, 1), (0, 0, 1, 1),\n",
    "    (52, 25, 499, 280), (52, 25, 499, 280), (125, 0, 430, 280), (100, 0, 380, 200), (87, 0, 430, 300),\n",
    "    (35, 0, 430, 226), (0, 0, 1, 1), (35, 0, 430, 226), (170, 0, 350, 150), (150, 0, 310, 175),\n",
    "    (160, 25, 390, 200), (225, 25, 375, 200), (150, 36, 375, 250), (90, 50, 400, 300), (166, 0, 400, 200),\n",
    "    (145, 75, 350, 250), (250, 60, 450, 334), (0, 0, 1, 1), (0, 0, 1, 1), (162, 25, 384, 204),\n",
    "    (0, 0, 1, 1), (275, 20, 360, 120), (413, 0, 499, 120), (200, 40, 400, 250), (0, 0, 1, 1), # 1600\n",
    "    (40, 0, 400, 400), (30, 15, 325, 250), (210, 0, 394, 140), (16, 0, 150, 235), (165, 0, 335, 200),\n",
    "    (75, 0, 400, 200), (40, 0, 480, 400), (0, 0, 1, 1), (0, 0, 1, 1), (160, 0, 360, 300),\n",
    "    (120, 80, 220, 160), (0, 0, 1, 1), (160, 43, 200, 100), (166, 0, 300, 250), (0, 26, 115, 160),\n",
    "    (105, 0, 465, 400), (65, 40, 200, 233), (192, 32, 375, 250), (50, 0, 350, 300), (290, 60, 400, 290),\n",
    "    (290, 60, 400, 290), (290, 60, 400, 290), (0, 0, 1, 1), (0, 0, 1, 1), (160, 25, 410, 250), \n",
    "    (0, 0, 499, 300), (180, 30, 300, 160), (25, 0, 170, 220), (190, 30, 306, 180), (270, 130, 345, 240),\n",
    "    (302, 170, 420, 295), (260, 80, 350, 230), (100, 0, 378, 300), (100, 0, 314, 205), (230, 50, 403, 257),\n",
    "    (60, 0, 438, 400), (210, 100, 250, 180), (25, 0, 420, 200), (0, 0, 280, 230), (0, 30, 258, 400),\n",
    "    (332, 0, 417, 368), (250, 50, 425, 350), (145, 20, 322, 250), (100, 0, 450, 360), (136, 0, 336, 209),\n",
    "    (100, 50, 250, 300), (75, 40, 250, 180), (140, 70, 350, 260), (0, 0, 1, 1), (76, 0, 466, 400),\n",
    "    (215, 0, 450, 156), (100, 167, 358, 400), (0, 0, 499, 499), (0, 0, 1, 1), (180, 0, 422, 143),\n",
    "    (100, 0, 362, 215), (100, 50, 250, 225), (135, 170, 234, 290), (104, 0, 250, 160), (0, 0, 1, 1),\n",
    "    (60, 30, 470, 400), (137, 15, 350, 200), (100, 0, 345, 200), (100, 0, 345, 200), (100, 0, 345, 200),\n",
    "    (20, 30, 205, 300), (182, 30, 395, 200), (150, 75, 250, 243), (0, 0, 1, 1), (35, 0, 320, 234),\n",
    "    (120, 248, 152, 290), (60, 0, 350, 400), (370, 50, 475, 225), (254, 65, 340, 225), (222, 53, 280, 140),\n",
    "    (130, 10, 450, 300), (66, 0, 350, 200), (154, 0, 325, 140), (100, 50, 345, 260), (70, 0, 350, 240),\n",
    "    (180, 45, 350, 225), (360, 80, 430, 200), (360, 80, 430, 200), (15, 15, 155, 225), (250, 180, 290, 240),\n",
    "    (150, 18, 345, 225), (35, 0, 400, 400), (40, 12, 390, 328), (0, 0, 499, 380), (140, 30, 220, 157),\n",
    "    (135, 170, 394, 314), (142, 77, 440, 300), (56, 50, 330, 300), (0, 0, 250, 350), (150, 32, 400, 180),\n",
    "    (140, 10, 375, 210), (75, 0, 400, 400), (200, 0, 325, 220), (145, 60, 350, 220), (40, 8, 279, 288), # 1700\n",
    "    (200, 0, 450, 225), (150, 25, 290, 180), (325, 0, 425, 200), (180, 40, 340, 240), (175, 10, 310, 200),\n",
    "    (100, 260, 220, 400), (135, 50, 315, 250), (280, 190, 356, 260), (196, 20, 300, 140), (150, 0, 300, 140),\n",
    "    (160, 0, 365, 140), (0, 0, 1, 1), (50, 0, 350, 225), (190, 50, 350, 160), (0, 0, 1, 1),\n",
    "    (150, 25, 400, 237), (160, 0, 488, 180), (140, 90, 350, 260), (0, 0, 1, 1), (143, 7, 360, 284),\n",
    "    (340, 95, 450, 340), (0, 0, 499, 499), (0, 0, 1, 1), (0, 0, 1, 1), (110, 106, 205, 350),\n",
    "    (230, 40, 385, 200), (0, 0, 1, 1), (60, 0, 240, 140), (0, 0, 440, 250), (76, 0, 382, 240),\n",
    "    (0, 0, 421, 400), (157, 10, 367, 150), (175, 0, 350, 100), (192, 20, 390, 264), (43, 0, 445, 415),\n",
    "    (170, 0, 450, 140), (177, 0, 350, 100), (177, 0, 350, 100), (190, 15, 350, 250), (70, 0, 440, 300),\n",
    "    (250, 0, 490, 230), (110, 0, 390, 275), (25, 160, 176, 280), (112, 0, 350, 250), (110, 32, 450, 300),\n",
    "    (50, 0, 324, 130), (0, 0, 1, 1), (0, 40, 250, 350), (200, 0, 292, 200), (300, 30, 475, 367),\n",
    "    (76, 55, 278, 285), (325, 46, 450, 225), (206, 221, 237, 280), (27, 10, 499, 499), (0, 0, 1, 1),\n",
    "    (0, 0, 1, 1), (26, 54, 354, 320), (306, 45, 370, 160), (67, 275, 180, 437), (50, 0, 250, 150),\n",
    "    (172, 50, 300, 182), (140, 45, 300, 160), (203, 10, 280, 120), (190, 420, 218, 460), (70, 7, 423, 188),\n",
    "    (0, 0, 1, 1), (175, 15, 307, 150), (152, 40, 260, 140), (255, 92, 443, 350), (0, 0, 1, 1),\n",
    "    (145, 260, 214, 330), (250, 0, 450, 200), (230, 0, 420, 272), (80, 0, 354, 224), (212, 16, 350, 250),\n",
    "    (220, 94, 282, 180), (85, 0, 330, 200), (90, 110, 197, 275), (0, 0, 1, 1), (0, 0, 499, 499),\n",
    "    (260, 80, 426, 200), (352, 225, 478, 400), (100, 0, 400, 400), (210, 77, 375, 190), (250, 20, 490, 200),\n",
    "    (175, 5, 300, 250), (135, 20, 285, 250), (267, 20, 450, 250), (190, 115, 484, 445), (150, 0, 440, 250),\n",
    "    (27, 85, 236, 240), (150, 0, 440, 250), (0, 0, 1, 1), (233, 37, 380, 180), (250, 0, 424, 250),\n",
    "    (225, 0, 425, 200), (225, 0, 425, 200), (225, 0, 425, 200), (225, 0, 425, 200), (225, 0, 425, 200), # 1800\n",
    "    (225, 0, 425, 200), (225, 0, 425, 200), (225, 0, 425, 200), (130, 18, 367, 175), (0, 0, 1, 1),\n",
    "    (154, 40, 490, 475), (70, 125, 145, 240), (140, 0, 400, 344), (136, 27, 372, 200), (136, 27, 372, 200),\n",
    "    (200, 20, 430, 300), (100, 0, 322, 200), (36, 0, 480, 400), (100, 28, 333, 275), (90, 15, 400, 490),\n",
    "    (200, 20, 310, 140), (115, 35, 360, 250), (230, 20, 365, 140), (200, 0, 465, 175), (200, 0, 300, 175),\n",
    "    (0, 0, 1, 1), (50, 0, 385, 250), (215, 10, 310, 175), (55, 0, 390, 250), (100, 20, 390, 300),\n",
    "    (0, 0, 250, 140), (160, 30, 340, 250), (40, 60, 125, 140), (200, 353, 227, 396), (240, 20, 335, 140),\n",
    "    (200, 240, 280, 320), (100, 0, 400, 300), (100, 0, 350, 125), (0, 0, 460, 499), (160, 0, 425, 240),\n",
    "    (40, 0, 400, 300), (0, 0, 160, 250), (0, 0, 1, 1), (160, 0, 475, 400), (90, 0, 499, 300),\n",
    "    (80, 10, 200, 200), (0, 0, 1, 1), (125, 200, 240, 300), (164, 0, 420, 300), (0, 0, 276, 250),\n",
    "    (250, 0, 450, 120), (250, 0, 450, 120), (360, 60, 480, 200), (115, 0, 350, 180), (115, 25, 490, 300),\n",
    "    (0, 0, 1, 1), (90, 0, 425, 300), (0, 0, 1, 1), (180, 30, 325, 160), (0, 0, 435, 400),\n",
    "    (0, 0, 1, 1), (310, 80, 495, 350), (50, 0, 410, 350), (150, 0, 350, 260), (160, 0, 499, 300),\n",
    "    (0, 0, 1, 1), (100, 10, 350, 200), (0, 0, 1, 1), (90, 0, 380, 250), (16, 0, 350, 230),\n",
    "    (0, 0, 1, 1), (0, 0, 1, 1), (180, 0, 300, 120), (0, 0, 499, 499), (270, 0, 380, 175),\n",
    "    (260, 0, 475, 200), (70, 0, 499, 400), (100, 0, 400, 225), (100, 0, 350, 190), (0, 0, 1, 1),\n",
    "    (150, 30, 350, 175), (90, 50, 400, 499), (120, 0, 300, 220), (175, 0, 325, 145), (150, 0, 310, 200),\n",
    "    (60, 0, 300, 400), (175, 0, 350, 180), (200, 0, 450, 200), (150, 0, 350, 190), (340, 60, 425, 220),\n",
    "    (30, 0, 120, 100), (130, 15, 400, 250), (185, 35, 335, 250), (230, 20, 340, 160), (300, 40, 380, 160),\n",
    "    (325, 100, 450, 350), (80, 70, 265, 225), (140, 25, 350, 200), (0, 0, 1, 1), (0, 0, 1, 1),\n",
    "    (210, 270, 300, 340), (25, 0, 490, 400), (275, 25, 410, 200), (0, 0, 250, 300), (30, 0, 250, 200), # 1900\n",
    "    (100, 160, 380, 450), (50, 0, 225, 250), (0, 0, 1, 1), (0, 0, 100, 270), (417, 200, 475, 280),\n",
    "    (35, 35, 260, 225), (100, 12, 350, 300), (45, 35, 425, 400), (80, 300, 400, 499), (140, 154, 300, 300),\n",
    "    (110, 25, 335, 250), (125, 20, 300, 150), (270, 75, 400, 240), (0, 0, 1, 1), (200, 0, 480, 350),\n",
    "    (150, 0, 380, 200), (230, 0, 395, 250), (100, 0, 350, 175), (150, 10, 290, 140), (50, 15, 290, 250),\n",
    "    (100, 0, 390, 250), (150, 15, 350, 250), (125, 0, 350, 175), (145, 35, 400, 220), (250, 0, 499, 175),\n",
    "    (100, 0, 245, 175), (75, 100, 200, 300), (30, 0, 499, 400), (40, 0, 200, 120), (68, 0, 200, 120),\n",
    "    (100, 0, 360, 340), (100, 0, 350, 250), (50, 80, 250, 340), (255, 0, 450, 80), (70, 0, 450, 400),\n",
    "    (150, 0, 450, 200), (90, 0, 400, 400), (165, 5, 400, 200), (0, 0, 320, 200), (230, 0, 300, 100),\n",
    "    (150, 65, 450, 400), (40, 20, 260, 250), (150, 0, 499, 250), (20, 0, 245, 280), (50, 0, 160, 300),\n",
    "    (0, 0, 1, 1), (230, 75, 400, 250), (175, 0, 300, 140), (270, 0, 400, 200), (125, 0, 330, 300),\n",
    "    (135, 10, 350, 250), (290, 0, 450, 250), (250, 10, 490, 250), (100, 0, 400, 300), (0, 0, 1, 1),\n",
    "    (220, 0, 400, 200), (125, 20, 300, 190), (160, 20, 300, 140), (85, 10, 400, 300), (85, 10, 400, 300),\n",
    "    (125, 10, 275, 130), (100, 0, 350, 210), (100, 0, 300, 200), (100, 0, 310, 160), (100, 0, 300, 200),\n",
    "    (120, 0, 499, 400), (200, 10, 440, 300), (0, 0, 499, 499), (120, 0, 400, 250), (30, 0, 470, 400),\n",
    "    (140, 0, 499, 280), (100, 0, 385, 400), (235, 285, 448, 440), (170, 30, 350, 225), (105, 0, 300, 140),\n",
    "    (260, 325, 350, 490), (250, 0, 450, 265), (100, 0, 499, 365), (36, 100, 150, 275), (130, 80, 280, 225),\n",
    "    (125, 0, 385, 200), (245, 80, 375, 180), (0, 0, 250, 220), (25, 120, 470, 490), (75, 10, 400, 400),\n",
    "    (0, 0, 1, 1), (100, 0, 480, 400), (70, 30, 420, 285), (50, 0, 400, 250), (55, 0, 400, 350),\n",
    "    (0, 110, 202, 275), (150, 15, 405, 200), (25, 0, 470, 400), (66, 0, 470, 400), (200, 10, 430, 200),\n",
    "    (240, 15, 450, 250), (50, 0, 320, 250), (140, 10, 270, 120), (140, 0, 380, 200), (70, 0, 275, 200), # 2000\n",
    "    (200, 0, 490, 300), (200, 0, 400, 300), (160, 140, 220, 230), (180, 0, 350, 230), (225, 160, 320, 260),\n",
    "    (160, 0, 300, 250), (160, 0, 365, 200), (145, 10, 350, 200), (350, 25, 480, 225), (85, 15, 400, 250),\n",
    "    (100, 40, 350, 250), (0, 0, 1, 1), (240, 55, 360, 275), (230, 10, 300, 120), (125, 10, 270, 140),\n",
    "    (250, 0, 430, 120), (75, 0, 330, 200), (145, 10, 300, 140), (125, 0, 350, 180),\n",
    "    (175, 0, 275, 175), (100, 0, 410, 250), (200, 0, 499, 460), (150, 25, 310, 200), (0, 0, 1, 1),\n",
    "    (100, 0, 415, 300), (100, 20, 350, 250), (120, 68, 200, 200), (120, 68, 200, 200), (268, 50, 499, 362),\n",
    "    (40, 165, 200, 400), (150, 20, 325, 140), (125, 30, 380, 250), (0, 0, 1, 1), (150, 235, 205, 280),\n",
    "    (110, 15, 390, 225), (100, 0, 350, 200), (350, 80, 465, 220), (55, 0, 425, 400), (330, 50, 435, 225),\n",
    "    (120, 0, 370, 200), (205, 25, 300, 175), (180, 55, 320, 190), (155, 0, 290, 160), (140, 25, 306, 225),\n",
    "    (205, 180, 290, 250), (10, 90, 460, 445), (147, 100, 245, 180), (60, 0, 100, 70), (235, 0, 386, 157),\n",
    "    (5, 20, 490, 400), (385, 76, 499, 300), (0, 0, 250, 200), (0, 0, 1, 1), (0, 0, 1, 1),\n",
    "    (150, 0, 400, 250), (200, 0, 280, 160), (10, 0, 400, 400), (210, 100, 288, 160), (130, 65, 350, 280),\n",
    "    (220, 25, 345, 290), (205, 175, 300, 280), (90, 35, 250, 225), (0, 0, 499, 499), (140, 0, 315, 200),\n",
    "    (125, 30, 235, 225), (220, 160, 280, 260), (130, 0, 350, 200), (125, 0, 350, 200), (115, 0, 400, 250),\n",
    "    (0, 0, 499, 499), (25, 25, 270, 300), (240, 25, 370, 225), (122, 125, 190, 240), (105, 0, 325, 200),\n",
    "    (0, 0, 499, 499), (135, 0, 300, 200), (130, 0, 335, 250), (170, 30, 345, 200), (30, 0, 400, 400),\n",
    "    (100, 15, 350, 345), (110, 0, 370, 300), (70, 0, 430, 350), (0, 0, 499, 499), (25, 75, 175, 225),\n",
    "    (25, 75, 175, 225), (25, 75, 175, 225), (25, 75, 175, 225), (25, 75, 175, 225), (25, 75, 175, 225),\n",
    "    (150, 0, 405, 200), (0, 0, 425, 400), (200, 0, 330, 220), (100, 0, 280, 140), (150, 0, 440, 150),\n",
    "    (100, 0, 305, 200), (45, 30, 250, 250), (70, 10, 425, 300), (105, 0, 415, 250), (0, 0, 1, 1), # 2100\n",
    "    (100, 0, 415, 400), (240, 0, 380, 200), (0, 0, 1, 1), (140, 0, 400, 250), (150, 0, 400, 200),\n",
    "    (350, 125, 486, 280), (75, 0, 335, 200), (50, 0, 250, 315), (0, 0, 1, 1), (160, 0, 410, 150),\n",
    "    (50, 0, 375, 250), (250, 160, 380, 300), (188, 25, 325, 160), (175, 0, 350, 140), (0, 20, 200, 160),\n",
    "    (25, 25, 365, 250), (150, 0, 450, 225), (140, 0, 425, 230), (0, 0, 1, 1), (0, 0, 1, 1),\n",
    "    (250, 50, 430, 350), (30, 0, 490, 400), (0, 0, 1, 1), (180, 140, 315, 280), (0, 0, 1, 1),\n",
    "    (145, 0, 445, 350), (85, 25, 350, 250), (120, 0, 350, 175), (35, 0, 200, 140), (125, 0, 400, 180),\n",
    "    (155, 40, 280, 160), (60, 0, 390, 250), (160, 30, 355, 200), (150, 0, 400, 200), (200, 50, 425, 230),\n",
    "    (0, 0, 1, 1), (55, 0, 400, 300), (0, 0, 1, 1), (100, 0, 490, 499), (125, 0, 360, 175),\n",
    "    (0, 0, 1, 1), (100, 0, 370, 250), (0, 0, 1, 1), (75, 0, 470, 400), (250, 70, 370, 250),\n",
    "    (190, 25, 285, 120), (50, 0, 460, 250), (80, 0, 425, 250), (300, 0, 499, 340), (260, 180, 375, 310),\n",
    "    (30, 0, 230, 175), (100, 0, 380, 300), (0, 0, 1, 1), (90, 0, 375, 400), (20, 20, 150, 180),\n",
    "    (0, 0, 480, 280), (180, 50, 275, 225), (0, 0, 1, 1), (60, 0, 445, 400), (150, 0, 350, 200),\n",
    "    (125, 0, 280, 175), (0, 0, 1, 1), (50, 0, 270, 175), (130, 50, 225, 220), (0, 0, 1, 1),\n",
    "    (150, 0, 315, 200), (70, 0, 499, 499), (0, 50, 200, 300), (200, 10, 315, 200), (15, 50, 250, 225),\n",
    "    (110, 0, 400, 230), (150, 0, 350, 140), (230, 0, 400, 250), (180, 0, 410, 175), (230, 0, 400, 200),\n",
    "    (185, 0, 405, 200), (75, 15, 200, 175), (175, 25, 350, 200), (165, 15, 385, 250), (320, 40, 420, 120),\n",
    "    (25, 165, 490, 340), (205, 0, 425, 250), (290, 45, 435, 200), (125, 50, 400, 350), (230, 10, 450, 160),\n",
    "    (0, 0, 1, 1), (120, 20, 240, 140), (150, 0, 350, 150), (250, 40, 360, 175), (200, 0, 499, 235),\n",
    "    (50, 0, 350, 350), (75, 0, 400, 350), (125, 15, 375, 250), (50, 0, 425, 400), (155, 10, 345, 175),\n",
    "    (50, 0, 335, 225), (150, 75, 350, 225), (350, 30, 415, 130), (40, 0, 400, 400), (0, 0, 470, 499), # 2200\n",
    "    (0, 0, 1, 1), (180, 0, 320, 120), (125, 10, 300, 160), (305, 120, 390, 220), (70, 0, 475, 250),\n",
    "    (180, 0, 405, 175), (340, 330, 440, 410), (0, 0, 1, 1), (50, 10, 180, 160), (410, 120, 470, 220),\n",
    "    (130, 0, 360, 200), (130, 0, 385, 210), (60, 150, 315, 340), (75, 0, 499, 340), (155, 40, 280, 140),\n",
    "    (0, 0, 1, 1), (0, 0, 210, 300), (90, 0, 455, 250), (70, 0, 370, 400), (190, 125, 310, 250),\n",
    "    (0, 0, 1, 1), (25, 0, 155, 200), (0, 0, 1, 1), (100, 30, 290, 200), (150, 0, 350, 240),\n",
    "    (405, 20, 475, 120), (90, 20, 300, 200), (120, 25, 330, 200), (0, 0, 490, 460), (0, 0, 1, 1),\n",
    "    (75, 0, 400, 250), (0, 0, 1, 1), (0, 0, 1, 1), (230, 220, 375, 400), (50, 150, 250, 325),\n",
    "    (0, 0, 1, 1), (0, 200, 150, 450), (100, 20, 300, 180), (150, 10, 365, 135), (0, 0, 1, 1),\n",
    "    (110, 0, 400, 400), (0, 0, 1, 1), (110, 0, 420, 210), (180, 20, 320, 140), (75, 75, 240, 300),\n",
    "    (160, 200, 260, 320), (0, 0, 1, 1), (30, 0, 455, 400), (100, 40, 285, 180), (150, 20, 325, 190),\n",
    "    (180, 25, 375, 200), (0, 0, 1, 1), (0, 0, 1, 1), (0, 0, 499, 499), (350, 210, 430, 280),\n",
    "    (150, 60, 290, 160), (70, 0, 360, 225), (275, 25, 375, 200), (0, 0, 1, 1), (100, 30, 340, 225),\n",
    "    (0, 0, 255, 370), (0, 0, 1, 1), (115, 40, 400, 499), (232, 40, 463, 300), (105, 0, 350, 250),\n",
    "    (171, 0, 390, 200), (365, 0, 460, 120), (130, 25, 290, 200), (80, 0, 410, 0), (325, 180, 445, 340),\n",
    "    (60, 40, 400, 400), (120, 0, 290, 150), (210, 40, 290, 120), (20, 0, 420, 400), (260, 14, 450, 230),\n",
    "    (70, 0, 420, 400), (128, 10, 453, 400), (0, 0, 1, 1), (340, 100, 380, 180), (190, 0, 325, 150),\n",
    "    (130, 25, 350, 200), (0, 0, 1, 1), (180, 30, 485, 300), (200, 0, 400, 200), (100, 25, 400, 425),\n",
    "    (270, 260, 400, 380), (245, 120, 350, 240), (0, 25, 250, 225), (70, 0, 425, 400), (100, 150, 165, 240),\n",
    "    (250, 25, 450, 300), (175, 125, 275, 300), (60, 0, 360, 250), (0, 0, 1, 1), (175, 50, 450, 300),\n",
    "    (0, 0, 1, 1), (55, 0, 195, 200), (0, 0, 1, 1), (50, 0, 410, 300), (0, 0, 1, 1), # 2300\n",
    "    (100, 150, 400, 485), (100, 150, 400, 485), (100, 0, 400, 250), (50, 0, 200, 250), (90, 10, 370, 300),\n",
    "    (85, 45, 400, 400), (30, 0, 375, 300), (50, 0, 200, 250), (65, 10, 220, 140), (40, 10, 450, 400),\n",
    "    (75, 25, 450, 350), (125, 60, 260, 200), (100, 0, 400, 300), (140, 0, 320, 200), (0, 0, 1, 1),\n",
    "    (0, 0, 1, 1), (30, 0, 350, 225), (46, 0, 250, 400), (172, 0, 499, 250), (160, 0, 300, 150),\n",
    "    (40, 0, 490, 400), (325, 60, 450, 200), (290, 0, 490, 200), (145, 0, 375, 140), (120, 50, 260, 160),\n",
    "    (350, 0, 490, 160), (0, 0, 1, 1), (170, 0, 400, 200), (0, 0, 490, 350), (0, 0, 400, 400),\n",
    "    (0, 0, 1, 1), (150, 0, 350, 180), (0, 0, 499, 499), (20, 0, 160, 200), (110, 0, 335, 200),\n",
    "    (100, 0, 465, 300), (40, 260, 126, 330), (50, 0, 450, 350), (210, 0, 450, 200), (155, 0, 375, 200),\n",
    "    (120, 0, 320, 250), (100, 0, 410, 400), (160, 0, 305, 175), (0, 0, 499, 499), (100, 25, 325, 200),\n",
    "    (125, 0, 400, 200), (300, 15, 440, 465), (170, 130, 400, 450), (175, 0, 300, 120), (175, 0, 300, 120),\n",
    "    (25, 0, 450, 125), (25, 0, 450, 125), (250, 50, 499, 340), (50, 15, 325, 300), (0, 0, 300, 400),\n",
    "    (25, 0, 400, 350), (100, 5, 375, 250), (115, 0, 350, 200), (35, 30, 490, 400), (50, 0, 450, 400),\n",
    "    (0, 0, 1, 1), (60, 0, 400, 220), (100, 0, 400, 300), (0, 0, 1, 1), (0, 50, 400, 400), (60, 0, 220, 130),\n",
    "    (120, 0, 350, 240), (50, 0, 450, 250), (50, 0, 450, 250), (360, 0, 499, 200), (150, 100, 340, 250),\n",
    "    (80, 5, 250, 300), (186, 10, 350, 125), (70, 0, 390, 400), (160, 0, 400, 250), (0, 0, 1, 1),\n",
    "    (350, 221, 459, 300), (0, 0, 1, 1), (100, 125, 300, 300), (100, 0, 350, 300), (250, 50, 420, 310),\n",
    "    (127, 25, 360, 200), (0, 0, 1, 1), (0, 0, 185, 160), (130, 0, 350, 200), (0, 0, 1, 1),\n",
    "    (70, 0, 375, 250), (40, 0, 445, 400), (0, 0, 350, 175), (50, 20, 300, 200), (100, 0, 405, 250),\n",
    "    (105, 50, 215, 300), (144, 0, 350, 200), (120, 0, 380, 200), (150, 100, 325, 400), (280, 230, 335, 300),\n",
    "    (150, 0, 325, 175), (70, 0, 350, 220), (200, 0, 400, 160), (50, 0, 390, 400), (0, 0, 1, 1), # 2400\n",
    "    (200, 80, 295, 250), (250, 0, 499, 240), (40, 0, 254, 140), (230, 30, 350, 155), (0, 100, 200, 325),\n",
    "    (300, 0, 425, 100), (0, 0, 1, 1), (85, 50, 167, 175), (46, 16, 363, 300), (0, 0, 499, 499),\n",
    "    (120, 0, 350, 250), (325, 280, 360, 350), (67, 0, 350, 300), (140, 0, 330, 245), (200, 60, 300, 160),\n",
    "    (185, 63, 370, 300), (205, 130, 294, 200), (170, 30, 325, 160), (127, 65, 370, 270), (100, 50, 280, 200),\n",
    "    (75, 135, 290, 310), (160, 80, 325, 220), (76, 0, 395, 350), (134, 0, 385, 350), (0, 50, 250, 330),\n",
    "    (250, 10, 400, 140), (165, 20, 330, 300), (55, 40, 275, 270), (100, 0, 400, 300), (45, 15, 400, 400),\n",
    "    (100, 40, 340, 250), (100, 25, 475, 400), (50, 0, 300, 230), (200, 0, 410, 200), (0, 0, 499, 450),\n",
    "    (70, 0, 380, 250), (0, 0, 1, 1), (100, 50, 390, 260), (150, 115, 300, 350), (215, 0, 470, 250),\n",
    "    (30, 0, 450, 300), (0, 0, 1, 1), (130, 0, 485, 400), (145, 145, 365, 300), (0, 10, 185, 400),\n",
    "    (110, 0, 380, 300), (125, 145, 340, 300), (120, 15, 300, 200), (0, 0, 1, 1), (15, 0, 195, 250),\n",
    "    (90, 100, 400, 400), (25, 0, 415, 415), (100, 35, 465, 350), (97, 10, 340, 200), (150, 25, 325, 200),\n",
    "    (0, 0, 1, 1), (50, 0, 305, 340), (0, 0, 1, 1), (125, 0, 400, 200), (100, 0, 365, 250),\n",
    "    (106, 0, 365, 220), (85, 14, 330, 250), (86, 0, 230, 200), (0, 0, 1, 1), (0, 0, 1, 1),\n",
    "    (0, 0, 1, 1), (0, 0, 1, 1), (100, 15, 397, 360), (0, 0, 1, 1), (182, 15, 360, 250),\n",
    "    (120, 0, 368, 400), (165, 0, 475, 300), (75, 0, 499, 400), (270, 400, 320, 480), (200, 75, 390, 280),\n",
    "    (290, 76, 400, 180), (0, 0, 400, 400), (90, 0, 400, 300), (100, 15, 335, 200), (0, 0, 1, 1),\n",
    "    (0, 0, 1, 1), (40, 0, 300, 200), (0, 0, 1, 1), (50, 50, 300, 250), (210, 25, 345, 150),\n",
    "    (70, 100, 450, 400), (200, 0, 499, 250), (100, 0, 400, 300), (20, 0, 499, 400), (0, 0, 1, 1),\n",
    "    (100, 50, 400, 450), (100, 0, 400, 300), (0, 0, 1, 1), (210, 0, 499, 140), (175, 15, 390, 170),\n",
    "    (240, 0, 450, 150), (175, 25, 400, 210), (150, 15, 300, 140), (160, 50, 400, 250), (200, 0, 430, 175), # 2500\n",
    "    (110, 90, 380, 300), (110, 10, 345, 150), (0, 0, 1, 1), (170, 0, 455, 250), (127, 0, 336, 200),\n",
    "    (100, 15, 400, 250), (55, 0, 400, 250), (0, 0, 1, 1), (50, 0, 499, 142), (160, 0, 350, 200),\n",
    "    (155, 0, 340, 150), (67, 0, 470, 300), (173, 0, 343, 140), (0, 0, 220, 499), (110, 0, 250, 160),\n",
    "    (130, 0, 271, 140), (90, 25, 370, 400), (210, 0, 425, 160), (0, 0, 1, 1), (150, 50, 380, 400),\n",
    "    (100, 0, 400, 400), (350, 60, 499, 180), (350, 175, 490, 370), (305, 140, 490, 315), (375, 200, 490, 350),\n",
    "    (0, 0, 1, 1), (200, 0, 390, 150), (130, 155, 240, 260), (0, 0, 1, 1), (120, 160, 235, 260),\n",
    "    (0, 0, 1, 1), (0, 0, 1, 1), (100, 0, 350, 250), (0, 0, 1, 1), (115, 0, 300, 280),\n",
    "    (120, 0, 300, 285), (120, 0, 300, 300), (115, 0, 400, 250), (50, 5, 465, 350), (165, 0, 375, 200),\n",
    "    (250, 60, 380, 260), (120, 0, 450, 250), (150, 50, 340, 250), (150, 50, 385, 225), (40, 0, 450, 425),\n",
    "    (175, 0, 350, 115), (0, 0, 1, 1), (50, 0, 485, 400), (190, 10, 335, 215), (150, 0, 400, 300),\n",
    "    (90, 80, 300, 350), (205, 40, 338, 160), (0, 0, 499, 499), (60, 0, 375, 250), (240, 60, 320, 140),\n",
    "    (170, 0, 365, 150), (0, 0, 250, 250), (83, 0, 372, 200), (0, 200, 250, 412), (0, 0, 1, 1),\n",
    "    (0, 0, 1, 1), (140, 0, 350, 150), (160, 0, 365, 175), (30, 40, 140, 165), (175, 90, 425, 275),\n",
    "    (100, 15, 330, 200), (27, 0, 210, 200), (100, 0, 350, 250), (100, 50, 280, 250), (40, 50, 440, 300),\n",
    "    (120, 330, 140, 356), (130, 0, 340, 200), (0, 0, 1, 1), (140, 20, 340, 250), (100, 0, 350, 200),\n",
    "    (50, 0, 440, 350), (100, 40, 350, 350), (50, 75, 350, 400), (0, 0, 1, 1), (225, 0, 350, 140),\n",
    "    (150, 0, 330, 175), (190, 20, 300, 140), (300, 180, 400, 400), (0, 0, 1, 1), (175, 50, 400, 225),\n",
    "    (100, 0, 300, 150), (145, 0, 350, 175), (0, 100, 150, 325), (85, 50, 250, 300), (305, 373, 380, 440),\n",
    "    (200, 0, 450, 300), (270, 225, 400, 450), (100, 65, 400, 400), (40, 0, 435, 400), (150, 0, 400, 300),\n",
    "    (70, 0, 400, 400), (50, 0, 440, 350), (300, 100, 400, 240), (0, 0, 445, 400), (150, 0, 340, 140), # 2600\n",
    "    (175, 0, 320, 120), (100, 5, 370, 250), (0, 0, 1, 1), (340, 80, 465, 220), (205, 157, 240, 220),\n",
    "    (215, 0, 280, 70), (0, 0, 200, 350), (0, 100, 300, 370), (0, 0, 240, 400), (140, 0, 395, 250),\n",
    "    (150, 0, 445, 250), (50, 0, 380, 350), (396, 422, 454, 480), (250, 210, 350, 380), (78, 140, 197, 260),\n",
    "    (200, 20, 287, 120), (175, 0, 360, 160), (0, 18, 187, 250), (8, 15, 197, 220), (0, 18, 187, 250),\n",
    "    (115, 0, 405, 350), (150, 0, 400, 175), (0, 0, 450, 400), (175, 0, 300, 250), (150, 0, 425, 350),\n",
    "    (205, 15, 440, 200), (245, 200, 370, 340), (155, 0, 290, 200), (126, 0, 420, 250), (40, 75, 150, 225),\n",
    "    (0, 0, 1, 1), (173, 50, 375, 300), (130, 0, 430, 250), (160, 25, 335, 225), (25, 10, 425, 400),\n",
    "    (37, 0, 175, 176), (130, 0, 340, 140), (160, 25, 310, 225), (0, 0, 1, 1), (76, 0, 385, 200),\n",
    "    (0, 0, 205, 200), (85, 0, 490, 400), (238, 115, 340, 240), (110, 25, 410, 400), (72, 200, 150, 400),\n",
    "    (300, 45, 420, 180), (150, 10, 350, 175), (175, 0, 275, 160), (85, 0, 200, 200), (150, 0, 260, 200),\n",
    "    (225, 0, 325, 175), (90, 100, 440, 375), (180, 0, 260, 80), (0, 0, 1, 1), (200, 50, 300, 225),\n",
    "    (145, 0, 350, 145), (0, 0, 200, 400), (110, 20, 335, 145), (130, 0, 390, 200), (50, 0, 450, 330),\n",
    "    (150, 0, 350, 300), (100, 0, 350, 200), (100, 0, 400, 250), (100, 0, 440, 250), (150, 0, 350, 140),\n",
    "    (250, 0, 440, 140), (290, 0, 430, 150), (230, 0, 425, 150), (120, 35, 390, 267), (150, 0, 350, 250),\n",
    "    (145, 100, 385, 350), (0, 0, 1, 1), (130, 70, 250, 180), (220, 250, 350, 450), (165, 0, 485, 425),\n",
    "    (120, 0, 425, 400), (25, 0, 175, 200), (0, 0, 1, 1), (170, 0, 365, 120), (70, 0, 325, 175),\n",
    "    (67, 0, 415, 400), (125, 0, 499, 350), (0, 0, 1, 1), (0, 0, 1, 1), (180, 40, 390, 180),\n",
    "    (150, 0, 375, 200), (120, 60, 290, 225), (25, 0, 400, 400), (0, 0, 499, 499), (0, 0, 190, 300),\n",
    "    (50, 10, 400, 350), (0, 0, 499, 450), (130, 50, 415, 350), (130, 0, 325, 140), (325, 50, 490, 250),\n",
    "    (100, 0, 290, 260), (50, 15, 250, 175), (180, 0, 370, 175), (200, 0, 445, 175), (250, 40, 450, 200), # 2700\n",
    "    (120, 0, 240, 200), (180, 20, 280, 200), (140, 25, 250, 200), (100, 0, 230, 200), (150, 100, 350, 300),\n",
    "    (230, 0, 400, 300), (285, 0, 440, 250), (300, 70, 430, 275), (315, 120, 472, 385), (0, 0, 499, 400),\n",
    "    (110, 0, 400, 200), (100, 0, 375, 250), (50, 230, 220, 450), (110, 40, 220, 160), (230, 40, 450, 300),\n",
    "    (140, 25, 350, 230), (300, 0, 499, 180), (0, 0, 1, 1), (210, 0, 490, 240), (150, 0, 400, 175),\n",
    "    (110, 0, 400, 200), (135, 0, 400, 200), (180, 0, 400, 200), (115, 0, 345, 150), (60, 0, 300, 175),\n",
    "    (50, 0, 300, 160), (200, 0, 440, 175), (0, 0, 350, 230), (0, 0, 1, 1), (160, 0, 340, 120),\n",
    "    (0, 0, 220, 499), (0, 0, 1, 1), (50, 0, 340, 290), (0, 0, 1, 1), (250, 0, 380, 200),\n",
    "    (200, 50, 400, 250), (250, 0, 380, 200), (100, 0, 330, 200), (0, 0, 1, 1), (100, 10, 450, 300),\n",
    "    (70, 0, 420, 350), (170, 20, 325, 140), (0, 0, 1, 1), (0, 0, 1, 1), (130, 0, 400, 250),\n",
    "    (100, 20, 200, 200), (110, 75, 400, 300), (25, 0, 499, 250), (50, 0, 440, 300), (200, 0, 430, 170),\n",
    "    (30, 25, 310, 250), (175, 0, 430, 200), (175, 0, 430, 200), (100, 0, 350, 200), (350, 55, 470, 250),\n",
    "    (150, 0, 415, 300), (0, 0, 200, 400), (70, 0, 440, 290), (125, 0, 400, 175), (180, 4, 226, 57),\n",
    "    (30, 0, 475, 400), (70, 0, 485, 400), (105, 0, 280, 150), (200, 40, 420, 225), (200, 0, 450, 250),\n",
    "    (280, 0, 499, 200), (50, 0, 350, 200), (0, 0, 1, 1), (100, 0, 450, 250), (0, 0, 420, 200),\n",
    "    (40, 0, 400, 400), (90, 75, 370, 275), (45, 0, 400, 250), (0, 0, 1, 1), (130, 0, 375, 200),\n",
    "    (155, 70, 490, 400), (250, 0, 490, 175), (150, 0, 350, 250), (40, 0, 499, 300), (100, 0, 400, 200),\n",
    "    (145, 0, 400, 200), (295, 322, 334, 383), (150, 70, 350, 180), (250, 0, 490, 175), (60, 25, 375, 250),\n",
    "    (50, 0, 400, 240), (0, 0, 1, 1), (140, 25, 250, 250), (170, 0, 450, 125), (170, 0, 325, 200),\n",
    "    (120, 0, 300, 125), (180, 25, 330, 175), (170, 0, 330, 200), (5, 270, 30, 300), (225, 25, 370, 200),\n",
    "    (210, 25, 370, 200), (60, 250, 180, 310), (140, 140, 250, 230), (200, 100, 370, 250), (50, 0, 400, 330), # 2800\n",
    "    (50, 0, 400, 330), (150, 0, 330, 150), (140, 0, 350, 250), (150, 0, 380, 200), (130, 0, 450, 150),\n",
    "    (185, 40, 330, 180), (80, 0, 370, 200), (60, 375, 140, 460), (0, 0, 499, 350), (0, 0, 1, 1),\n",
    "    (208, 10, 400, 250), (15, 30, 245, 225), (170, 60, 290, 215), (160, 25, 400, 300), (230, 20, 375, 200),\n",
    "    (100, 300, 400, 499), (20, 0, 455, 350), (0, 0, 1, 1), (140, 0, 400, 200), (320, 0, 476, 200),\n",
    "    (60, 0, 325, 200), (140, 0, 270, 200), (80, 120, 160, 230), (100, 0, 290, 140), (180, 0, 380, 200),\n",
    "    (190, 0, 400, 350), (404, 95, 490, 180), (150, 60, 340, 180), (125, 25, 265, 150), (100, 0, 400, 200),\n",
    "    (0, 0, 1, 1), (0, 0, 1, 1), (0, 0, 1, 1), (120, 0, 385, 250), (0, 0, 1, 1),\n",
    "    (120, 0, 390, 330), (20, 0, 245, 470), (100, 25, 450, 300), (110, 0, 345, 200), (190, 0, 280, 140),\n",
    "    (0, 0, 1, 1), (200, 0, 370, 200), (90, 0, 290, 250), (135, 0, 225, 150), (155, 0, 285, 140),\n",
    "    (0, 0, 1, 1), (130, 25, 225, 175), (0, 0, 1, 1), (0, 0, 1, 1), (0, 0, 1, 1),\n",
    "    (220, 38, 294, 80), (80, 100, 300, 250), (0, 0, 1, 1), (0, 0, 499, 499), (0, 250, 250, 360),\n",
    "    (100, 27, 400, 300), (90, 0, 400, 250), (275, 20, 410, 200), (200, 20, 270, 160), (200, 10, 300, 175),\n",
    "    (80, 85, 160, 230), (220, 140, 277, 260), (195, 60, 260, 180), (125, 0, 450, 175), (50, 0, 120, 120),\n",
    "    (150, 10, 240, 70), (75, 0, 470, 400), (0, 0, 1, 1), (35, 0, 425, 499), (0, 0, 1, 1),\n",
    "    (115, 20, 400, 350), (265, 100, 335, 220), (160, 0, 330, 200), (50, 0, 440, 225), (0, 0, 400, 425),\n",
    "    (130, 50, 370, 250), (200, 125, 290, 280), (80, 10, 415, 300), (0, 0, 1, 1), (150, 0, 345, 175),\n",
    "    (50, 50, 240, 300), (65, 0, 375, 180), (125, 20, 265, 140), (50, 0, 400, 300), (140, 20, 360, 250),\n",
    "    (100, 40, 220, 160), (110, 50, 220, 140), (100, 10, 295, 300), (125, 0, 499, 400), (60, 0, 325, 250),\n",
    "    (250, 0, 450, 175), (180, 0, 310, 230), (155, 25, 260, 200), (160, 40, 260, 200), (210, 210, 290, 340),\n",
    "    (0, 0, 1, 1), (150, 50, 350, 225), (230, 40, 292, 160), (105, 100, 240, 275), (25, 25, 250, 225),\n",
    "    (50, 0, 350, 350), (0, 0, 140, 250), (0, 0, 400, 400), (150, 0, 350, 140), (55, 0, 455, 350),\n",
    "    (0, 0, 1, 1), (300, 20, 415, 170), (0, 0, 1, 1), (165, 150, 335, 350), (75, 0, 450, 250),\n",
    "    (210, 40, 300, 170), (0, 0, 470, 350), (150, 0, 400, 200), (225, 0, 470, 225), (0, 50, 475, 400),\n",
    "    (0, 0, 1, 1), (0, 0, 1, 1), (40, 208, 145, 400), (50, 40, 175, 150), (35, 50, 450, 330),\n",
    "    (125, 55, 360, 250), (180, 150, 300, 260), (250, 0, 450, 240), (250, 0, 480, 250), (110, 10, 370, 260),\n",
    "    (150, 30, 385, 175), (100, 50, 360, 250), (0, 0, 1, 1), (100, 80, 280, 220), (140, 20, 285, 140),\n",
    "    (0, 0, 1, 1), (105, 80, 194, 153), (0, 0, 1, 1), (250, 0, 400, 250), (260, 250, 400, 440),\n",
    "    (230, 150, 346, 325), (0, 0, 1, 1), (395, 286, 499, 499), (240, 220, 320, 350), (0, 0, 1, 1),\n",
    "    (50, 60, 185, 220), (130, 0, 380, 250), (0, 0, 1, 1), (0, 0, 1, 1), (100, 0, 320, 200),\n",
    "    (0, 0, 1, 1), (0, 0, 499, 499), (0, 0, 1, 1), (135, 25, 305, 175), (210, 0, 430, 175),\n",
    "    (85, 0, 320, 250), (150, 0, 400, 200), (200, 40, 320, 160), (285, 0, 425, 200), (42, 0, 499, 250),\n",
    "    (175, 20, 310, 150), (100, 50, 370, 300), (0, 0, 499, 400), (25, 0, 300, 160), (125, 0, 375, 250),\n",
    "    (75, 0, 350, 200), (175, 35, 400, 225), (280, 90, 450, 300), (220, 80, 300, 220), (0, 0, 470, 370),\n",
    "    (35, 260, 250, 380), (40, 0, 499, 400), (50, 0, 415, 400), (200, 50, 350, 225), (250, 50, 430, 225),\n",
    "    (300, 280, 390, 340), (115, 0, 390, 250), (0, 0, 1, 1), (40, 15, 450, 368), (125, 0, 450, 275),\n",
    "    (125, 0, 450, 275), (125, 0, 450, 275), (150, 0, 400, 210), (150, 0, 400, 210), (150, 0, 425, 140),\n",
    "    (30, 0, 499, 300), (90, 160, 200, 260), (220, 80, 450, 300), (175, 0, 300, 175), (100, 15, 370, 200),\n",
    "    (0, 0, 499, 499), (60, 0, 175, 175), (40, 0, 440, 499), (150, 0, 460, 300), (0, 0, 1, 1),\n",
    "    (100, 75, 275, 230), (0, 0, 499, 400), (0, 0, 1, 1), (0, 0, 1, 1), (185, 100, 280, 250),\n",
    "    (125, 10, 240, 200), (120, 35, 245, 225), (0, 0, 1, 1), (100, 0, 240, 200), (0, 0, 1, 1), # 3000\n",
    "    ]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "113bd16c-03f5-4af7-87cf-61cd7da06c59",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-22T11:56:57.488895Z",
     "iopub.status.busy": "2022-11-22T11:56:57.488042Z",
     "iopub.status.idle": "2022-11-22T11:56:57.499199Z",
     "shell.execute_reply": "2022-11-22T11:56:57.497915Z",
     "shell.execute_reply.started": "2022-11-22T11:56:57.488857Z"
    }
   },
   "outputs": [],
   "source": [
    "y_norm = []\n",
    "for item in range(len(y)):\n",
    "    item_norm = []\n",
    "    for i in y[item]:\n",
    "        i = i * 0.4\n",
    "        i = int(i)\n",
    "        item_norm.append(i)\n",
    "        \n",
    "    item_norm = tuple(item_norm)\n",
    "    y_norm.append(item_norm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2847609c-efa8-4d2c-a605-ef80de390559",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-30T01:46:01.719414Z",
     "iopub.status.busy": "2022-09-30T01:46:01.718923Z",
     "iopub.status.idle": "2022-09-30T01:46:01.726810Z",
     "shell.execute_reply": "2022-09-30T01:46:01.725238Z",
     "shell.execute_reply.started": "2022-09-30T01:46:01.719378Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(52, 5, 180, 84), (87, 6, 163, 90), (40, 8, 161, 91), (60, 9, 172, 78), (60, 9, 172, 78), (33, 4, 160, 76), (33, 22, 154, 124), (126, 2, 168, 84), (98, 34, 199, 144), (83, 0, 183, 92)]\n"
     ]
    }
   ],
   "source": [
    "print(y_norm[0:10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "32b492f2-026d-46ad-a27d-456b0d871e7b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-22T11:56:59.326793Z",
     "iopub.status.busy": "2022-11-22T11:56:59.326351Z",
     "iopub.status.idle": "2022-11-22T11:56:59.334607Z",
     "shell.execute_reply": "2022-11-22T11:56:59.333329Z",
     "shell.execute_reply.started": "2022-11-22T11:56:59.326763Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([3000, 4])\n"
     ]
    }
   ],
   "source": [
    "y_norm = torch.tensor(y_norm)\n",
    "print(y_norm.size())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c64e2061-734c-41c7-ab0b-5f1fc443a2ce",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-22T11:57:00.117736Z",
     "iopub.status.busy": "2022-11-22T11:57:00.116349Z",
     "iopub.status.idle": "2022-11-22T11:57:00.123740Z",
     "shell.execute_reply": "2022-11-22T11:57:00.122366Z",
     "shell.execute_reply.started": "2022-11-22T11:57:00.117691Z"
    }
   },
   "outputs": [],
   "source": [
    "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "bd277263-f5a3-4a68-be2d-8d6d88a799f4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-22T11:57:01.112781Z",
     "iopub.status.busy": "2022-11-22T11:57:01.111976Z",
     "iopub.status.idle": "2022-11-22T11:57:02.861030Z",
     "shell.execute_reply": "2022-11-22T11:57:02.859416Z",
     "shell.execute_reply.started": "2022-11-22T11:57:01.112754Z"
    }
   },
   "outputs": [],
   "source": [
    "y_norm = y_norm.to(device)\n",
    "y_norm = y_norm.float()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "65ea8972-fb4f-41f3-a795-4615b32c0c5f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-22T11:57:02.863291Z",
     "iopub.status.busy": "2022-11-22T11:57:02.862969Z",
     "iopub.status.idle": "2022-11-22T11:57:22.346284Z",
     "shell.execute_reply": "2022-11-22T11:57:22.345254Z",
     "shell.execute_reply.started": "2022-11-22T11:57:02.863265Z"
    }
   },
   "outputs": [],
   "source": [
    "chunk1 = np.load(\"Ganyu_big_chunked.npy\")\n",
    "chunk2 = np.load(\"Ganyu_big2.npy\")\n",
    "chunk3 = np.load(\"Ganyu_big3.npy\")\n",
    "chunk4 = np.load(\"Ganyu_big4.npy\")\n",
    "chunk5 = np.load(\"Ganyu_big5.npy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4e7f23a1-47b2-4cef-8ae8-ab6563272f20",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-22T11:57:22.348382Z",
     "iopub.status.busy": "2022-11-22T11:57:22.348046Z",
     "iopub.status.idle": "2022-11-22T11:57:24.754430Z",
     "shell.execute_reply": "2022-11-22T11:57:24.752995Z",
     "shell.execute_reply.started": "2022-11-22T11:57:22.348349Z"
    }
   },
   "outputs": [],
   "source": [
    "chunk12 = np.concatenate((chunk1, chunk2), axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c38eeeda-3d91-475a-bb45-60e4356166fd",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-22T11:57:24.755948Z",
     "iopub.status.busy": "2022-11-22T11:57:24.755650Z",
     "iopub.status.idle": "2022-11-22T11:57:27.489831Z",
     "shell.execute_reply": "2022-11-22T11:57:27.488651Z",
     "shell.execute_reply.started": "2022-11-22T11:57:24.755925Z"
    }
   },
   "outputs": [],
   "source": [
    "chunk34 = np.concatenate((chunk3, chunk4), axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c6ebb3a5-8a2b-49ed-b64a-e7d54c416fab",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-22T11:57:27.492694Z",
     "iopub.status.busy": "2022-11-22T11:57:27.492400Z",
     "iopub.status.idle": "2022-11-22T11:57:51.348608Z",
     "shell.execute_reply": "2022-11-22T11:57:51.347734Z",
     "shell.execute_reply.started": "2022-11-22T11:57:27.492655Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(4000, 200, 200, 3)\n"
     ]
    }
   ],
   "source": [
    "data = []\n",
    "\n",
    "for i in range(len(chunk12)):\n",
    "    image = Image.fromarray(chunk12[i])\n",
    "    image = image.resize((200,200))\n",
    "    img = np.array(image)\n",
    "    img = img.astype('float32')\n",
    "    img = img/127.5 - 1.0\n",
    "    image.close()\n",
    "    data.append(img)\n",
    "    \n",
    "\n",
    "    \n",
    "data = np.array(data)\n",
    "data = np.stack(data, 0)\n",
    "print(data.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b3ba680b-a578-48f8-a9f9-bdf9775db762",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-22T11:57:51.349999Z",
     "iopub.status.busy": "2022-11-22T11:57:51.349739Z",
     "iopub.status.idle": "2022-11-22T11:58:14.932326Z",
     "shell.execute_reply": "2022-11-22T11:58:14.931439Z",
     "shell.execute_reply.started": "2022-11-22T11:57:51.349965Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(4000, 200, 200, 3)\n"
     ]
    }
   ],
   "source": [
    "data34 = []\n",
    "\n",
    "for i in range(len(chunk34)):\n",
    "    image = Image.fromarray(chunk34[i])\n",
    "    image = image.resize((200,200))\n",
    "    img = np.array(image)\n",
    "    img = img.astype('float32')\n",
    "    img = img/127.5 - 1.0\n",
    "    image.close()\n",
    "    data34.append(img)\n",
    "    \n",
    "\n",
    "    \n",
    "data34 = np.array(data34)\n",
    "data34 = np.stack(data34, 0)\n",
    "print(data34.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b24ac874-c140-4508-af97-ae14120291a4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-22T11:58:14.934299Z",
     "iopub.status.busy": "2022-11-22T11:58:14.933935Z",
     "iopub.status.idle": "2022-11-22T11:58:26.257891Z",
     "shell.execute_reply": "2022-11-22T11:58:26.256968Z",
     "shell.execute_reply.started": "2022-11-22T11:58:14.934273Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2044, 200, 200, 3)\n"
     ]
    }
   ],
   "source": [
    "data5 = []\n",
    "\n",
    "for i in range(len(chunk5)):\n",
    "    image = Image.fromarray(chunk5[i])\n",
    "    image = image.resize((200,200))\n",
    "    img = np.array(image)\n",
    "    img = img.astype('float32')\n",
    "    img = img/127.5 - 1.0\n",
    "    image.close()\n",
    "    data5.append(img)\n",
    "    \n",
    "\n",
    "    \n",
    "data5 = np.array(data5)\n",
    "data5 = np.stack(data5, 0)\n",
    "print(data5.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "dd58620e-7515-49f5-a9e7-9ef21ff3c7ce",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-22T11:58:26.259298Z",
     "iopub.status.busy": "2022-11-22T11:58:26.259017Z",
     "iopub.status.idle": "2022-11-22T11:58:32.328229Z",
     "shell.execute_reply": "2022-11-22T11:58:32.327494Z",
     "shell.execute_reply.started": "2022-11-22T11:58:26.259272Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(10044, 200, 200, 3)\n"
     ]
    }
   ],
   "source": [
    "data = np.concatenate((data, data34, data5), axis=0)\n",
    "print(data.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "04da21f8-eb5a-4f67-9cd2-dcff48e44933",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-22T11:58:32.330450Z",
     "iopub.status.busy": "2022-11-22T11:58:32.329434Z",
     "iopub.status.idle": "2022-11-22T11:58:32.360640Z",
     "shell.execute_reply": "2022-11-22T11:58:32.359141Z",
     "shell.execute_reply.started": "2022-11-22T11:58:32.330425Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([10044, 3, 200, 200])\n"
     ]
    }
   ],
   "source": [
    "data = torch.from_numpy(data)\n",
    "data = data.view(data.shape[0], data.shape[3], data.shape[1], data.shape[2])\n",
    "print(data.size())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "7e2b4e18-945e-4795-bbf4-4579de57fb94",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-22T11:58:32.362264Z",
     "iopub.status.busy": "2022-11-22T11:58:32.361886Z",
     "iopub.status.idle": "2022-11-22T11:58:32.369766Z",
     "shell.execute_reply": "2022-11-22T11:58:32.368312Z",
     "shell.execute_reply.started": "2022-11-22T11:58:32.362227Z"
    }
   },
   "outputs": [],
   "source": [
    "class Data(torch.utils.data.Dataset):\n",
    "    def __init__(self, X, y):\n",
    "\n",
    "        self.features = X\n",
    "        self.labels = y\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "\n",
    "        feature = self.features[idx]\n",
    "        label = self.labels[idx]\n",
    "\n",
    "        return feature, label\n",
    "\n",
    "    def __len__(self):\n",
    "\n",
    "        return len(self.features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "943b451a-a896-4997-9df7-920f07e53b92",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-22T11:58:32.373803Z",
     "iopub.status.busy": "2022-11-22T11:58:32.373424Z",
     "iopub.status.idle": "2022-11-22T11:58:32.390779Z",
     "shell.execute_reply": "2022-11-22T11:58:32.389091Z",
     "shell.execute_reply.started": "2022-11-22T11:58:32.373743Z"
    }
   },
   "outputs": [],
   "source": [
    "data = Data(data[0:3000], y_norm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "57784568-3b6f-4849-9a60-0d22a4dbd9bc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-22T11:58:32.392497Z",
     "iopub.status.busy": "2022-11-22T11:58:32.392236Z",
     "iopub.status.idle": "2022-11-22T11:58:32.408670Z",
     "shell.execute_reply": "2022-11-22T11:58:32.407478Z",
     "shell.execute_reply.started": "2022-11-22T11:58:32.392473Z"
    }
   },
   "outputs": [],
   "source": [
    "class Discriminator(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(Discriminator, self).__init__()\n",
    "\n",
    "        self.conv1 = nn.Conv2d(3, 1000, 3, 1, 1, bias=False) # 200x200\n",
    "        self.batchnorm1 = nn.BatchNorm2d(1000)\n",
    "        self.pool2x2 = torch.nn.MaxPool2d(kernel_size=2, stride=2) # 100x100\n",
    "        self.conv2 = nn.Conv2d(1000, 500, 3, 1, 1, bias=False)\n",
    "        self.batchnorm2 = nn.BatchNorm2d(500)\n",
    "        # Pool\n",
    "        self.conv3 = nn.Conv2d(500, 100, 3, 1, 1, bias=False) # 50x50\n",
    "        self.batchnorm3 = nn.BatchNorm2d(100)\n",
    "        self.conv4 = nn.Conv2d(100, 80, 6, 1, 0, bias=False) # 45x45\n",
    "        self.batchnorm4 = nn.BatchNorm2d(80)\n",
    "        self.conv5 = nn.Conv2d(80, 60, 6, 1, 0, bias=False) # 40x40\n",
    "        self.batchnorm5 = nn.BatchNorm2d(60)\n",
    "        self.conv6 = nn.Conv2d(60, 50, 6, 1, 0, bias=False) # 35x35\n",
    "        self.batchnorm6 = nn.BatchNorm2d(50)\n",
    "        self.conv7 = nn.Conv2d(50, 40, 6, 1, 0, bias=False) # 30x30\n",
    "        self.batchnorm7 = nn.BatchNorm2d(40)\n",
    "        self.conv8 = nn.Conv2d(40, 30, 6, 1, 0, bias=False) # 25x25\n",
    "        self.batchnorm8 = nn.BatchNorm2d(30)\n",
    "        self.conv9 = nn.Conv2d(30, 20, 6, 1, 0, bias=False) # 20x20\n",
    "        self.batchnorm9 = nn.BatchNorm2d(20)\n",
    "        # Pool\n",
    "        self.conv10 = nn.Conv2d(20, 10, 3, 1, 1, bias=False) # 10x10\n",
    "        self.batchnorm10 = nn.BatchNorm2d(10)\n",
    "        # Pool\n",
    "        self.conv11 = nn.Conv2d(10, 4, 5, 1, 0, bias=False) # 1x1\n",
    "        #self.batchnorm11 = nn.BatchNorm2d(8)\n",
    "        #self.conv12 = nn.Conv2d(8, 4, 5, 1, 0, bias=False) # 1x1\n",
    "        #self.conv13 = nn.Conv2d(25, 1, 1, 1, 0, bias=False)\n",
    "        #self.sigmoid = nn.Sigmoid()\n",
    "        \n",
    "        self.Relu = nn.ReLU()\n",
    "        self.LRelu = nn.LeakyReLU(0.2)\n",
    "    \n",
    "    def forward(self, input):\n",
    "        x = self.conv1(input)\n",
    "        x = self.batchnorm1(x)\n",
    "        x = self.LRelu(x)\n",
    "        \n",
    "        x = self.pool2x2(x)\n",
    "        \n",
    "        x = self.conv2(x)\n",
    "        x = self.batchnorm2(x)\n",
    "        x = self.LRelu(x)\n",
    "        \n",
    "        x = self.pool2x2(x)\n",
    "        \n",
    "        x = self.conv3(x)\n",
    "        x = self.batchnorm3(x)\n",
    "        x = self.LRelu(x)\n",
    "        x = self.conv4(x)\n",
    "        x = self.batchnorm4(x)\n",
    "        x = self.LRelu(x)\n",
    "        x = self.conv5(x)\n",
    "        x = self.batchnorm5(x)\n",
    "        x = self.LRelu(x)\n",
    "        x = self.conv6(x)\n",
    "        x = self.batchnorm6(x)\n",
    "        x = self.LRelu(x)\n",
    "        x = self.conv7(x)\n",
    "        x = self.batchnorm7(x)\n",
    "        x = self.LRelu(x)\n",
    "        x = self.conv8(x)\n",
    "        x = self.batchnorm8(x)\n",
    "        x = self.LRelu(x)\n",
    "        x = self.conv9(x)\n",
    "        x = self.batchnorm9(x)\n",
    "        x = self.LRelu(x)\n",
    "        \n",
    "        x = self.pool2x2(x)\n",
    "        \n",
    "        x = self.conv10(x)\n",
    "        x = self.batchnorm10(x)\n",
    "        x = self.LRelu(x)\n",
    "        \n",
    "        x = self.pool2x2(x)\n",
    "        \n",
    "        x = self.conv11(x)\n",
    "        #x = self.batchnorm11(x)\n",
    "        #x = self.LRelu(x)\n",
    "        \n",
    "        #x = self.conv12(x)\n",
    "        \n",
    "        output = self.Relu(x)\n",
    "\n",
    "        return output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "6af0606f-feea-401d-b9c1-c60a08075efa",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-22T13:05:10.265131Z",
     "iopub.status.busy": "2022-11-22T13:05:10.264708Z",
     "iopub.status.idle": "2022-11-22T13:05:10.346299Z",
     "shell.execute_reply": "2022-11-22T13:05:10.344968Z",
     "shell.execute_reply.started": "2022-11-22T13:05:10.265094Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------------------------------------------------------------\n",
      "        Layer (type)               Output Shape         Param #\n",
      "================================================================\n",
      "            Conv2d-1       [-1, 1000, 200, 200]          27,000\n",
      "       BatchNorm2d-2       [-1, 1000, 200, 200]           2,000\n",
      "         LeakyReLU-3       [-1, 1000, 200, 200]               0\n",
      "         MaxPool2d-4       [-1, 1000, 100, 100]               0\n",
      "            Conv2d-5        [-1, 500, 100, 100]       4,500,000\n",
      "       BatchNorm2d-6        [-1, 500, 100, 100]           1,000\n",
      "         LeakyReLU-7        [-1, 500, 100, 100]               0\n",
      "         MaxPool2d-8          [-1, 500, 50, 50]               0\n",
      "            Conv2d-9          [-1, 100, 50, 50]         450,000\n",
      "      BatchNorm2d-10          [-1, 100, 50, 50]             200\n",
      "        LeakyReLU-11          [-1, 100, 50, 50]               0\n",
      "           Conv2d-12           [-1, 80, 45, 45]         288,000\n",
      "      BatchNorm2d-13           [-1, 80, 45, 45]             160\n",
      "        LeakyReLU-14           [-1, 80, 45, 45]               0\n",
      "           Conv2d-15           [-1, 60, 40, 40]         172,800\n",
      "      BatchNorm2d-16           [-1, 60, 40, 40]             120\n",
      "        LeakyReLU-17           [-1, 60, 40, 40]               0\n",
      "           Conv2d-18           [-1, 50, 35, 35]         108,000\n",
      "      BatchNorm2d-19           [-1, 50, 35, 35]             100\n",
      "        LeakyReLU-20           [-1, 50, 35, 35]               0\n",
      "           Conv2d-21           [-1, 40, 30, 30]          72,000\n",
      "      BatchNorm2d-22           [-1, 40, 30, 30]              80\n",
      "        LeakyReLU-23           [-1, 40, 30, 30]               0\n",
      "           Conv2d-24           [-1, 30, 25, 25]          43,200\n",
      "      BatchNorm2d-25           [-1, 30, 25, 25]              60\n",
      "        LeakyReLU-26           [-1, 30, 25, 25]               0\n",
      "           Conv2d-27           [-1, 20, 20, 20]          21,600\n",
      "      BatchNorm2d-28           [-1, 20, 20, 20]              40\n",
      "        LeakyReLU-29           [-1, 20, 20, 20]               0\n",
      "        MaxPool2d-30           [-1, 20, 10, 10]               0\n",
      "           Conv2d-31           [-1, 10, 10, 10]           1,800\n",
      "      BatchNorm2d-32           [-1, 10, 10, 10]              20\n",
      "        LeakyReLU-33           [-1, 10, 10, 10]               0\n",
      "        MaxPool2d-34             [-1, 10, 5, 5]               0\n",
      "           Conv2d-35              [-1, 4, 1, 1]           1,000\n",
      "             ReLU-36              [-1, 4, 1, 1]               0\n",
      "================================================================\n",
      "Total params: 5,689,180\n",
      "Trainable params: 5,689,180\n",
      "Non-trainable params: 0\n",
      "----------------------------------------------------------------\n",
      "Input size (MB): 0.46\n",
      "Forward/backward pass size (MB): 1130.30\n",
      "Params size (MB): 21.70\n",
      "Estimated Total Size (MB): 1152.46\n",
      "----------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "Emboxer = Discriminator().to(device)\n",
    "\n",
    "optimizer = optim.Adam(Emboxer.parameters(), lr=1e-3, betas=(0, 0.99))\n",
    "scheduler = optim.lr_scheduler.StepLR(optimizer, 50, gamma=0.1)\n",
    "\n",
    "summary(Emboxer, (3, 200, 200))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "5ab0e998-436c-4f8b-af64-98ddd76b3924",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-27T23:44:32.973731Z",
     "iopub.status.busy": "2022-09-27T23:44:32.972377Z",
     "iopub.status.idle": "2022-09-27T23:44:32.980509Z",
     "shell.execute_reply": "2022-09-27T23:44:32.979374Z",
     "shell.execute_reply.started": "2022-09-27T23:44:32.973683Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "conv1.weight \t torch.Size([100, 3, 7, 7]) \t torch.Size([100, 3, 7, 7])\n",
      "conv2.weight \t torch.Size([100, 100, 51, 51]) \t torch.Size([100, 100, 51, 51])\n",
      "conv3.weight \t torch.Size([80, 100, 51, 51]) \t torch.Size([80, 100, 51, 51])\n",
      "conv4.weight \t torch.Size([60, 80, 26, 26]) \t torch.Size([60, 80, 26, 26])\n",
      "conv5.weight \t torch.Size([40, 60, 26, 26]) \t torch.Size([40, 60, 26, 26])\n",
      "conv6.weight \t torch.Size([20, 40, 26, 26]) \t torch.Size([20, 40, 26, 26])\n",
      "conv7.weight \t torch.Size([10, 20, 16, 16]) \t torch.Size([10, 20, 16, 16])\n",
      "conv8.weight \t torch.Size([5, 10, 6, 6]) \t torch.Size([5, 10, 6, 6])\n",
      "conv9.weight \t torch.Size([4, 5, 5, 5]) \t torch.Size([4, 5, 5, 5])\n"
     ]
    }
   ],
   "source": [
    "for name, param in Emboxer.named_parameters():\n",
    "    print(f\"{name} \\t {param.size()} \\t {param.grad.size()}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "49204ebd-9272-4d7c-99a2-ac81894cf853",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-22T13:05:04.300515Z",
     "iopub.status.busy": "2022-11-22T13:05:04.299464Z",
     "iopub.status.idle": "2022-11-22T13:05:04.310554Z",
     "shell.execute_reply": "2022-11-22T13:05:04.309318Z",
     "shell.execute_reply.started": "2022-11-22T13:05:04.300486Z"
    }
   },
   "outputs": [],
   "source": [
    "def train(dataset=None, epochs=1000, batch_size=6,loss=nn.MSELoss(), optimizer=optimizer, checkpoint=5000):\n",
    "    \n",
    "    dataloader = torch.utils.data.DataLoader(dataset, batch_size=batch_size, shuffle=True)\n",
    "    \n",
    "    Emboxer.train(True)\n",
    "    \n",
    "    best_loss = float(\"inf\")\n",
    "\n",
    "    for epoch in range(epochs):\n",
    "        \n",
    "        epoch_loss = 0\n",
    "        for item, (data, labels) in enumerate(dataloader):\n",
    "            Emboxer.zero_grad()\n",
    "            output = Emboxer(data.to(device).float())\n",
    "            output = output.view(output.size(0), -1)\n",
    "            #output = output.squeeze(-1)\n",
    "            #output = output.squeeze(-1)\n",
    "            #print(output.size())\n",
    "            #print(output)\n",
    "            labels = labels.to(device)\n",
    "            #labels = labels.to(device)\n",
    "            #labels = labels.float()\n",
    "            #print(labels.size())\n",
    "            #print(labels)\n",
    "\n",
    "            cost = loss(output, labels)\n",
    "\n",
    "            cost.backward()\n",
    "            optimizer.step()\n",
    "            \n",
    "            epoch_loss += cost.item()\n",
    "            \n",
    "            grads_avg = torch.mean(Emboxer.conv11.weight.grad)\n",
    "    \n",
    "            if item % checkpoint == 0 or epoch == epochs-1:\n",
    "                print(f\"{epoch}|{epochs}\")\n",
    "                print(f\"Model Loss: {epoch_loss}\\tBest Loss: {best_loss}\\tGradients Average: {grads_avg}\")\n",
    "                print(f\"Current LR: {scheduler.get_last_lr()[0]}\")\n",
    "\n",
    "                try:\n",
    "                    torch.save(best_params, f'Face_Extractor.pth')\n",
    "                \n",
    "                except:\n",
    "                    pass\n",
    "\n",
    "                print(\"Model saved!\")\n",
    "                \n",
    "        if epoch_loss < best_loss:\n",
    "            best_loss = cost\n",
    "            best_params = Emboxer.state_dict()\n",
    "                \n",
    "        scheduler.step()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "ec48ea7e-ba6b-4a54-b444-8f16326931b9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-09-27T22:04:04.988936Z",
     "iopub.status.busy": "2022-09-27T22:04:04.988037Z",
     "iopub.status.idle": "2022-09-27T22:04:04.993991Z",
     "shell.execute_reply": "2022-09-27T22:04:04.993482Z",
     "shell.execute_reply.started": "2022-09-27T22:04:04.988908Z"
    }
   },
   "outputs": [],
   "source": [
    "def predict(data=None, batch_size=6):\n",
    "    output = []\n",
    "\n",
    "    for item, data in enumerate(dataloader):\n",
    "        \n",
    "        Emboxer.load_state_dict(torch.load(\"Face_Extractor.pth\"))\n",
    "\n",
    "        predicted = Emboxer(data.to(device))\n",
    "        for box in predicted:\n",
    "            box = tuple(box)\n",
    "            output.append(box)\n",
    "        \n",
    "    output = np.array(output)\n",
    "\n",
    "    return output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "4d635b1a-ee26-4d67-9583-92a1c1ca9483",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-22T12:59:54.202930Z",
     "iopub.status.busy": "2022-11-22T12:59:54.202544Z",
     "iopub.status.idle": "2022-11-22T12:59:54.256916Z",
     "shell.execute_reply": "2022-11-22T12:59:54.255853Z",
     "shell.execute_reply.started": "2022-11-22T12:59:54.202902Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<All keys matched successfully>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Emboxer.load_state_dict(torch.load(\"Face_Extractor.pth\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "205b62b7-2df3-47cf-81cc-4293074fd72b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-22T13:05:14.846109Z",
     "iopub.status.busy": "2022-11-22T13:05:14.845702Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0|10000\n",
      "Model Loss: 10032.1591796875\tBest Loss: inf\tGradients Average: -16.087242126464844\n",
      "Current LR: 0.001\n",
      "Model saved!\n"
     ]
    }
   ],
   "source": [
    "train(dataset=data, batch_size=2, epochs=10000, checkpoint=1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1b361cdc-7920-4b5a-801d-6e22c9f328fc",
   "metadata": {},
   "outputs": [],
   "source": [
    "boxes = predict(data=data)\n",
    "\n",
    "print(boxes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2ca9b65c-6816-4f58-8a9d-f69f95c632b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "class DataAugmentation:\n",
    "\n",
    "    def __init__(self, data):\n",
    "        \n",
    "        self.data = data\n",
    "\n",
    "    def zoom(self, boxes):\n",
    "        for i in range(len(self.data)):\n",
    "            if np.random.random() < 0.5:\n",
    "                box = predict(data=self.data[i], batch_size=1)\n",
    "                image = Image.fromarray(self.data[i])\n",
    "                image = image.crop(box)\n",
    "                image = image.resize(self.data.shape[1], data.shape[2])\n",
    "                image = np.array(image)\n",
    "                image = np.expand_dims(image, 0)\n",
    "                \n",
    "                data = np.concatenate((self.data, image), axis=0)\n",
    "\n",
    "        return data\n",
    "\n",
    "    def flip(self):\n",
    "        for i in self.data:\n",
    "            inverted = np.fliplr(i)\n",
    "            inverted = np.expand_dims(inverted, 0)\n",
    "            data = np.concatenate((self.data, inverted), axis=0)\n",
    "        \n",
    "        for i in self.data:\n",
    "            if np.random.random() < 0.5:\n",
    "                updown = np.flipud(i)\n",
    "                updown = np.expand_dims(updown, 0)\n",
    "                data = np.concatenate((self.data, updown), axis=0)\n",
    "        \n",
    "        return data\n",
    "\n",
    "    def rotate(self):\n",
    "        for i in self.data:\n",
    "            if np.random.random() < 0.5:\n",
    "                rotated = Image.fromarray(i)\n",
    "                rotated = rotated.rotate(np.random.randint(0,360))\n",
    "                rotated = np.array(rotated)\n",
    "                rotated = np.expand_dims(rotated, 0)\n",
    "                data = np.concatenate((self.data, rotated), axis=0)\n",
    "        \n",
    "        return data"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}