super_resolution/VDSR_PyTorch/VDSR_PyTorch.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "VDSR_PyTorch.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "2IRE4oPJCRMo",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "29ad5259-841c-4379-ddac-38394fa03034"
      },
      "source": [
        "!git clone https://github.com/pclubiitk/model-zoo.git\n",
        "%cd /content/model-zoo/super_resolution/VDSR_PyTorch"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "fatal: destination path 'model-zoo' already exists and is not an empty directory.\n",
            "/content/model-zoo/super_resolution/VDSR_PyTorch\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nhzlTAUYC_Cl",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "9976e5af-b5e9-4806-e7fa-78cf2a4e4152"
      },
      "source": [
        "!wget https://cv.snu.ac.kr/research/VDSR/train_data.zip\n",
        "!unzip train_data.zip"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2020-07-05 05:05:09--  https://cv.snu.ac.kr/research/VDSR/train_data.zip\n",
            "Resolving cv.snu.ac.kr (cv.snu.ac.kr)... 147.46.116.247\n",
            "Connecting to cv.snu.ac.kr (cv.snu.ac.kr)|147.46.116.247|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 41628740 (40M) [application/zip]\n",
            "Saving to: ‘train_data.zip’\n",
            "\n",
            "train_data.zip      100%[===================>]  39.70M  10.5MB/s    in 4.0s    \n",
            "\n",
            "2020-07-05 05:05:14 (9.88 MB/s) - ‘train_data.zip’ saved [41628740/41628740]\n",
            "\n",
            "Archive:  train_data.zip\n",
            "   creating: 291/\n",
            "  inflating: 291/000t1.bmp           \n",
            "  inflating: 291/000t10.bmp          \n",
            "  inflating: 291/000t11.bmp          \n",
            "  inflating: 291/000t12.bmp          \n",
            "  inflating: 291/000t13.bmp          \n",
            "  inflating: 291/000t14.bmp          \n",
            "  inflating: 291/000t15.bmp          \n",
            "  inflating: 291/000t16.bmp          \n",
            "  inflating: 291/000t17.bmp          \n",
            "  inflating: 291/000t18.bmp          \n",
            "  inflating: 291/000t19.bmp          \n",
            "  inflating: 291/000t2.bmp           \n",
            "  inflating: 291/000t20.bmp          \n",
            "  inflating: 291/000t21.bmp          \n",
            "  inflating: 291/000t22.bmp          \n",
            "  inflating: 291/000t23.bmp          \n",
            "  inflating: 291/000t24.bmp          \n",
            "  inflating: 291/000t25.bmp          \n",
            "  inflating: 291/000t26.bmp          \n",
            "  inflating: 291/000t27.bmp          \n",
            "  inflating: 291/000t28.bmp          \n",
            "  inflating: 291/000t29.bmp          \n",
            "  inflating: 291/000t3.bmp           \n",
            "  inflating: 291/000t30.bmp          \n",
            "  inflating: 291/000t31.bmp          \n",
            "  inflating: 291/000t32.bmp          \n",
            "  inflating: 291/000t33.bmp          \n",
            "  inflating: 291/000t34.bmp          \n",
            "  inflating: 291/000t35.bmp          \n",
            "  inflating: 291/000t36.bmp          \n",
            "  inflating: 291/000t37.bmp          \n",
            "  inflating: 291/000t38.bmp          \n",
            "  inflating: 291/000t39.bmp          \n",
            "  inflating: 291/000t4.bmp           \n",
            "  inflating: 291/000t40.bmp          \n",
            "  inflating: 291/000t42.bmp          \n",
            "  inflating: 291/000t43.bmp          \n",
            "  inflating: 291/000t44.bmp          \n",
            "  inflating: 291/000t45.bmp          \n",
            "  inflating: 291/000t46.bmp          \n",
            "  inflating: 291/000t47.bmp          \n",
            "  inflating: 291/000t48.bmp          \n",
            "  inflating: 291/000t49.bmp          \n",
            "  inflating: 291/000t5.bmp           \n",
            "  inflating: 291/000t50.bmp          \n",
            "  inflating: 291/000t51.bmp          \n",
            "  inflating: 291/000t52.bmp          \n",
            "  inflating: 291/000t53.bmp          \n",
            "  inflating: 291/000t54.bmp          \n",
            "  inflating: 291/000t55.bmp          \n",
            "  inflating: 291/000t56.bmp          \n",
            "  inflating: 291/000t57.bmp          \n",
            "  inflating: 291/000t58.bmp          \n",
            "  inflating: 291/000t59.bmp          \n",
            "  inflating: 291/000t6.bmp           \n",
            "  inflating: 291/000t60.bmp          \n",
            "  inflating: 291/000t61.bmp          \n",
            "  inflating: 291/000t62.bmp          \n",
            "  inflating: 291/000t63.bmp          \n",
            "  inflating: 291/000t64.bmp          \n",
            "  inflating: 291/000t65.bmp          \n",
            "  inflating: 291/000t66.bmp          \n",
            "  inflating: 291/000t7.bmp           \n",
            "  inflating: 291/000t8.bmp           \n",
            "  inflating: 291/000t9.bmp           \n",
            "  inflating: 291/000tt1.bmp          \n",
            "  inflating: 291/000tt10.bmp         \n",
            "  inflating: 291/000tt12.bmp         \n",
            "  inflating: 291/000tt13.bmp         \n",
            "  inflating: 291/000tt14.bmp         \n",
            "  inflating: 291/000tt15.bmp         \n",
            "  inflating: 291/000tt16.bmp         \n",
            "  inflating: 291/000tt17.bmp         \n",
            "  inflating: 291/000tt18.bmp         \n",
            "  inflating: 291/000tt19.bmp         \n",
            "  inflating: 291/000tt2.bmp          \n",
            "  inflating: 291/000tt20.bmp         \n",
            "  inflating: 291/000tt21.bmp         \n",
            "  inflating: 291/000tt22.bmp         \n",
            "  inflating: 291/000tt23.bmp         \n",
            "  inflating: 291/000tt24.bmp         \n",
            "  inflating: 291/000tt25.bmp         \n",
            "  inflating: 291/000tt26.bmp         \n",
            "  inflating: 291/000tt27.bmp         \n",
            "  inflating: 291/000tt3.bmp          \n",
            "  inflating: 291/000tt4.bmp          \n",
            "  inflating: 291/000tt5.bmp          \n",
            "  inflating: 291/000tt6.bmp          \n",
            "  inflating: 291/000tt7.bmp          \n",
            "  inflating: 291/000tt8.bmp          \n",
            "  inflating: 291/000tt9.bmp          \n",
            "  inflating: 291/100075.jpg          \n",
            "  inflating: 291/100080.jpg          \n",
            "  inflating: 291/100098.jpg          \n",
            "  inflating: 291/103041.jpg          \n",
            "  inflating: 291/104022.jpg          \n",
            "  inflating: 291/105019.jpg          \n",
            "  inflating: 291/105053.jpg          \n",
            "  inflating: 291/106020.jpg          \n",
            "  inflating: 291/106025.jpg          \n",
            "  inflating: 291/108041.jpg          \n",
            "  inflating: 291/108073.jpg          \n",
            "  inflating: 291/109034.jpg          \n",
            "  inflating: 291/112082.jpg          \n",
            "  inflating: 291/113009.jpg          \n",
            "  inflating: 291/113016.jpg          \n",
            "  inflating: 291/113044.jpg          \n",
            "  inflating: 291/117054.jpg          \n",
            "  inflating: 291/118020.jpg          \n",
            "  inflating: 291/118035.jpg          \n",
            "  inflating: 291/12003.jpg           \n",
            "  inflating: 291/12074.jpg           \n",
            "  inflating: 291/122048.jpg          \n",
            "  inflating: 291/124084.jpg          \n",
            "  inflating: 291/126039.jpg          \n",
            "  inflating: 291/130034.jpg          \n",
            "  inflating: 291/134008.jpg          \n",
            "  inflating: 291/134052.jpg          \n",
            "  inflating: 291/135037.jpg          \n",
            "  inflating: 291/135069.jpg          \n",
            "  inflating: 291/138032.jpg          \n",
            "  inflating: 291/138078.jpg          \n",
            "  inflating: 291/140055.jpg          \n",
            "  inflating: 291/140075.jpg          \n",
            "  inflating: 291/144067.jpg          \n",
            "  inflating: 291/145014.jpg          \n",
            "  inflating: 291/145053.jpg          \n",
            "  inflating: 291/147021.jpg          \n",
            "  inflating: 291/147062.jpg          \n",
            "  inflating: 291/15004.jpg           \n",
            "  inflating: 291/15088.jpg           \n",
            "  inflating: 291/151087.jpg          \n",
            "  inflating: 291/153077.jpg          \n",
            "  inflating: 291/153093.jpg          \n",
            "  inflating: 291/155060.jpg          \n",
            "  inflating: 291/156079.jpg          \n",
            "  inflating: 291/157036.jpg          \n",
            "  inflating: 291/159029.jpg          \n",
            "  inflating: 291/159045.jpg          \n",
            "  inflating: 291/159091.jpg          \n",
            "  inflating: 291/16052.jpg           \n",
            "  inflating: 291/161062.jpg          \n",
            "  inflating: 291/163014.jpg          \n",
            "  inflating: 291/163062.jpg          \n",
            "  inflating: 291/164074.jpg          \n",
            "  inflating: 291/166081.jpg          \n",
            "  inflating: 291/169012.jpg          \n",
            "  inflating: 291/170054.jpg          \n",
            "  inflating: 291/172032.jpg          \n",
            "  inflating: 291/173036.jpg          \n",
            "  inflating: 291/176019.jpg          \n",
            "  inflating: 291/176035.jpg          \n",
            "  inflating: 291/176039.jpg          \n",
            "  inflating: 291/178054.jpg          \n",
            "  inflating: 291/181018.jpg          \n",
            "  inflating: 291/181079.jpg          \n",
            "  inflating: 291/181091.jpg          \n",
            "  inflating: 291/183055.jpg          \n",
            "  inflating: 291/183087.jpg          \n",
            "  inflating: 291/187003.jpg          \n",
            "  inflating: 291/187029.jpg          \n",
            "  inflating: 291/187039.jpg          \n",
            "  inflating: 291/187071.jpg          \n",
            "  inflating: 291/187083.jpg          \n",
            "  inflating: 291/188005.jpg          \n",
            "  inflating: 291/188063.jpg          \n",
            "  inflating: 291/188091.jpg          \n",
            "  inflating: 291/189003.jpg          \n",
            "  inflating: 291/189011.jpg          \n",
            "  inflating: 291/196015.jpg          \n",
            "  inflating: 291/198004.jpg          \n",
            "  inflating: 291/198023.jpg          \n",
            "  inflating: 291/198054.jpg          \n",
            "  inflating: 291/20008.jpg           \n",
            "  inflating: 291/202012.jpg          \n",
            "  inflating: 291/207056.jpg          \n",
            "  inflating: 291/209070.jpg          \n",
            "  inflating: 291/2092.jpg            \n",
            "  inflating: 291/216041.jpg          \n",
            "  inflating: 291/216053.jpg          \n",
            "  inflating: 291/216066.jpg          \n",
            "  inflating: 291/22013.jpg           \n",
            "  inflating: 291/22090.jpg           \n",
            "  inflating: 291/22093.jpg           \n",
            "  inflating: 291/225017.jpg          \n",
            "  inflating: 291/227040.jpg          \n",
            "  inflating: 291/227046.jpg          \n",
            "  inflating: 291/23025.jpg           \n",
            "  inflating: 291/23080.jpg           \n",
            "  inflating: 291/23084.jpg           \n",
            "  inflating: 291/231015.jpg          \n",
            "  inflating: 291/232038.jpg          \n",
            "  inflating: 291/236017.jpg          \n",
            "  inflating: 291/238011.jpg          \n",
            "  inflating: 291/239007.jpg          \n",
            "  inflating: 291/239096.jpg          \n",
            "  inflating: 291/24004.jpg           \n",
            "  inflating: 291/24063.jpg           \n",
            "  inflating: 291/242078.jpg          \n",
            "  inflating: 291/245051.jpg          \n",
            "  inflating: 291/246016.jpg          \n",
            "  inflating: 291/246053.jpg          \n",
            "  inflating: 291/247085.jpg          \n",
            "  inflating: 291/249061.jpg          \n",
            "  inflating: 291/249087.jpg          \n",
            "  inflating: 291/25098.jpg           \n",
            "  inflating: 291/253036.jpg          \n",
            "  inflating: 291/254033.jpg          \n",
            "  inflating: 291/254054.jpg          \n",
            "  inflating: 291/260081.jpg          \n",
            "  inflating: 291/26031.jpg           \n",
            "  inflating: 291/268002.jpg          \n",
            "  inflating: 291/27059.jpg           \n",
            "  inflating: 291/271008.jpg          \n",
            "  inflating: 291/271031.jpg          \n",
            "  inflating: 291/274007.jpg          \n",
            "  inflating: 291/277095.jpg          \n",
            "  inflating: 291/28075.jpg           \n",
            "  inflating: 291/28096.jpg           \n",
            "  inflating: 291/285036.jpg          \n",
            "  inflating: 291/286092.jpg          \n",
            "  inflating: 291/292066.jpg          \n",
            "  inflating: 291/293029.jpg          \n",
            "  inflating: 291/299091.jpg          \n",
            "  inflating: 291/301007.jpg          \n",
            "  inflating: 291/302003.jpg          \n",
            "  inflating: 291/309004.jpg          \n",
            "  inflating: 291/310007.jpg          \n",
            "  inflating: 291/311068.jpg          \n",
            "  inflating: 291/311081.jpg          \n",
            "  inflating: 291/314016.jpg          \n",
            "  inflating: 291/317080.jpg          \n",
            "  inflating: 291/323016.jpg          \n",
            "  inflating: 291/326038.jpg          \n",
            "  inflating: 291/33066.jpg           \n",
            "  inflating: 291/35008.jpg           \n",
            "  inflating: 291/35010.jpg           \n",
            "  inflating: 291/35058.jpg           \n",
            "  inflating: 291/35070.jpg           \n",
            "  inflating: 291/35091.jpg           \n",
            "  inflating: 291/353013.jpg          \n",
            "  inflating: 291/361084.jpg          \n",
            "  inflating: 291/365025.jpg          \n",
            "  inflating: 291/365073.jpg          \n",
            "  inflating: 291/368016.jpg          \n",
            "  inflating: 291/368078.jpg          \n",
            "  inflating: 291/370036.jpg          \n",
            "  inflating: 291/372047.jpg          \n",
            "  inflating: 291/374020.jpg          \n",
            "  inflating: 291/374067.jpg          \n",
            "  inflating: 291/376001.jpg          \n",
            "  inflating: 291/376020.jpg          \n",
            "  inflating: 291/385028.jpg          \n",
            "  inflating: 291/388016.jpg          \n",
            "  inflating: 291/41004.jpg           \n",
            "  inflating: 291/41025.jpg           \n",
            "  inflating: 291/42044.jpg           \n",
            "  inflating: 291/42078.jpg           \n",
            "  inflating: 291/43070.jpg           \n",
            "  inflating: 291/43083.jpg           \n",
            "  inflating: 291/45077.jpg           \n",
            "  inflating: 291/46076.jpg           \n",
            "  inflating: 291/48055.jpg           \n",
            "  inflating: 291/54005.jpg           \n",
            "  inflating: 291/55067.jpg           \n",
            "  inflating: 291/55075.jpg           \n",
            "  inflating: 291/56028.jpg           \n",
            "  inflating: 291/59078.jpg           \n",
            "  inflating: 291/60079.jpg           \n",
            "  inflating: 291/61060.jpg           \n",
            "  inflating: 291/61086.jpg           \n",
            "  inflating: 291/65010.jpg           \n",
            "  inflating: 291/65019.jpg           \n",
            "  inflating: 291/65074.jpg           \n",
            "  inflating: 291/65132.jpg           \n",
            "  inflating: 291/66039.jpg           \n",
            "  inflating: 291/66075.jpg           \n",
            "  inflating: 291/67079.jpg           \n",
            "  inflating: 291/68077.jpg           \n",
            "  inflating: 291/71046.jpg           \n",
            "  inflating: 291/76002.jpg           \n",
            "  inflating: 291/78019.jpg           \n",
            "  inflating: 291/80099.jpg           \n",
            "  inflating: 291/8049.jpg            \n",
            "  inflating: 291/8143.jpg            \n",
            "  inflating: 291/87065.jpg           \n",
            "  inflating: 291/90076.jpg           \n",
            "  inflating: 291/92059.jpg           \n",
            "  inflating: 291/94079.jpg           \n",
            "  inflating: 291/95006.jpg           \n",
            "  inflating: 291/97017.jpg           \n",
            "   creating: 91/\n",
            "  inflating: 91/000t1.bmp            \n",
            "  inflating: 91/000t10.bmp           \n",
            "  inflating: 91/000t11.bmp           \n",
            "  inflating: 91/000t12.bmp           \n",
            "  inflating: 91/000t13.bmp           \n",
            "  inflating: 91/000t14.bmp           \n",
            "  inflating: 91/000t15.bmp           \n",
            "  inflating: 91/000t16.bmp           \n",
            "  inflating: 91/000t17.bmp           \n",
            "  inflating: 91/000t18.bmp           \n",
            "  inflating: 91/000t19.bmp           \n",
            "  inflating: 91/000t2.bmp            \n",
            "  inflating: 91/000t20.bmp           \n",
            "  inflating: 91/000t21.bmp           \n",
            "  inflating: 91/000t22.bmp           \n",
            "  inflating: 91/000t23.bmp           \n",
            "  inflating: 91/000t24.bmp           \n",
            "  inflating: 91/000t25.bmp           \n",
            "  inflating: 91/000t26.bmp           \n",
            "  inflating: 91/000t27.bmp           \n",
            "  inflating: 91/000t28.bmp           \n",
            "  inflating: 91/000t29.bmp           \n",
            "  inflating: 91/000t3.bmp            \n",
            "  inflating: 91/000t30.bmp           \n",
            "  inflating: 91/000t31.bmp           \n",
            "  inflating: 91/000t32.bmp           \n",
            "  inflating: 91/000t33.bmp           \n",
            "  inflating: 91/000t34.bmp           \n",
            "  inflating: 91/000t35.bmp           \n",
            "  inflating: 91/000t36.bmp           \n",
            "  inflating: 91/000t37.bmp           \n",
            "  inflating: 91/000t38.bmp           \n",
            "  inflating: 91/000t39.bmp           \n",
            "  inflating: 91/000t4.bmp            \n",
            "  inflating: 91/000t40.bmp           \n",
            "  inflating: 91/000t42.bmp           \n",
            "  inflating: 91/000t43.bmp           \n",
            "  inflating: 91/000t44.bmp           \n",
            "  inflating: 91/000t45.bmp           \n",
            "  inflating: 91/000t46.bmp           \n",
            "  inflating: 91/000t47.bmp           \n",
            "  inflating: 91/000t48.bmp           \n",
            "  inflating: 91/000t49.bmp           \n",
            "  inflating: 91/000t5.bmp            \n",
            "  inflating: 91/000t50.bmp           \n",
            "  inflating: 91/000t51.bmp           \n",
            "  inflating: 91/000t52.bmp           \n",
            "  inflating: 91/000t53.bmp           \n",
            "  inflating: 91/000t54.bmp           \n",
            "  inflating: 91/000t55.bmp           \n",
            "  inflating: 91/000t56.bmp           \n",
            "  inflating: 91/000t57.bmp           \n",
            "  inflating: 91/000t58.bmp           \n",
            "  inflating: 91/000t59.bmp           \n",
            "  inflating: 91/000t6.bmp            \n",
            "  inflating: 91/000t60.bmp           \n",
            "  inflating: 91/000t61.bmp           \n",
            "  inflating: 91/000t62.bmp           \n",
            "  inflating: 91/000t63.bmp           \n",
            "  inflating: 91/000t64.bmp           \n",
            "  inflating: 91/000t65.bmp           \n",
            "  inflating: 91/000t66.bmp           \n",
            "  inflating: 91/000t7.bmp            \n",
            "  inflating: 91/000t8.bmp            \n",
            "  inflating: 91/000t9.bmp            \n",
            "  inflating: 91/000tt1.bmp           \n",
            "  inflating: 91/000tt10.bmp          \n",
            "  inflating: 91/000tt12.bmp          \n",
            "  inflating: 91/000tt13.bmp          \n",
            "  inflating: 91/000tt14.bmp          \n",
            "  inflating: 91/000tt15.bmp          \n",
            "  inflating: 91/000tt16.bmp          \n",
            "  inflating: 91/000tt17.bmp          \n",
            "  inflating: 91/000tt18.bmp          \n",
            "  inflating: 91/000tt19.bmp          \n",
            "  inflating: 91/000tt2.bmp           \n",
            "  inflating: 91/000tt20.bmp          \n",
            "  inflating: 91/000tt21.bmp          \n",
            "  inflating: 91/000tt22.bmp          \n",
            "  inflating: 91/000tt23.bmp          \n",
            "  inflating: 91/000tt24.bmp          \n",
            "  inflating: 91/000tt25.bmp          \n",
            "  inflating: 91/000tt26.bmp          \n",
            "  inflating: 91/000tt27.bmp          \n",
            "  inflating: 91/000tt3.bmp           \n",
            "  inflating: 91/000tt4.bmp           \n",
            "  inflating: 91/000tt5.bmp           \n",
            "  inflating: 91/000tt6.bmp           \n",
            "  inflating: 91/000tt7.bmp           \n",
            "  inflating: 91/000tt8.bmp           \n",
            "  inflating: 91/000tt9.bmp           \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wx-OO55GE-fI",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "881c813b-8b63-4b66-9c58-39bd7b465714"
      },
      "source": [
        "%run dataset.py --dir ./91/ --out_dir train.h5"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "(7502, 41, 41) (7502, 41, 41)\n",
            "7502\n",
            "(7503, 41, 41) (7503, 41, 41)\n",
            "7503\n",
            "(7504, 41, 41) (7504, 41, 41)\n",
            "7504\n",
            "(7505, 41, 41) (7505, 41, 41)\n",
            "7505\n",
            "(7506, 41, 41) (7506, 41, 41)\n",
            "7506\n",
            "(7507, 41, 41) (7507, 41, 41)\n",
            "7507\n",
            "(7508, 41, 41) (7508, 41, 41)\n",
            "7508\n",
            "(7509, 41, 41) (7509, 41, 41)\n",
            "7509\n",
            "(7510, 41, 41) (7510, 41, 41)\n",
            "7510\n",
            "(7511, 41, 41) (7511, 41, 41)\n",
            "7511\n",
            "(7512, 41, 41) (7512, 41, 41)\n",
            "7512\n",
            "(7513, 41, 41) (7513, 41, 41)\n",
            "7513\n",
            "(7514, 41, 41) (7514, 41, 41)\n",
            "7514\n",
            "(7515, 41, 41) (7515, 41, 41)\n",
            "7515\n",
            "(7516, 41, 41) (7516, 41, 41)\n",
            "7516\n",
            "(7517, 41, 41) (7517, 41, 41)\n",
            "7517\n",
            "(7518, 41, 41) (7518, 41, 41)\n",
            "7518\n",
            "(7519, 41, 41) (7519, 41, 41)\n",
            "7519\n",
            "(7520, 41, 41) (7520, 41, 41)\n",
            "7520\n",
            "(7521, 41, 41) (7521, 41, 41)\n",
            "7521\n",
            "(7522, 41, 41) (7522, 41, 41)\n",
            "7522\n",
            "(7523, 41, 41) (7523, 41, 41)\n",
            "7523\n",
            "(7524, 41, 41) (7524, 41, 41)\n",
            "7524\n",
            "(7525, 41, 41) (7525, 41, 41)\n",
            "7525\n",
            "(7526, 41, 41) (7526, 41, 41)\n",
            "7526\n",
            "(7527, 41, 41) (7527, 41, 41)\n",
            "7527\n",
            "(7528, 41, 41) (7528, 41, 41)\n",
            "7528\n",
            "(7529, 41, 41) (7529, 41, 41)\n",
            "7529\n",
            "(7530, 41, 41) (7530, 41, 41)\n",
            "7530\n",
            "(7531, 41, 41) (7531, 41, 41)\n",
            "7531\n",
            "(7532, 41, 41) (7532, 41, 41)\n",
            "7532\n",
            "(7533, 41, 41) (7533, 41, 41)\n",
            "7533\n",
            "(7534, 41, 41) (7534, 41, 41)\n",
            "7534\n",
            "(7535, 41, 41) (7535, 41, 41)\n",
            "7535\n",
            "(7536, 41, 41) (7536, 41, 41)\n",
            "7536\n",
            "(7537, 41, 41) (7537, 41, 41)\n",
            "7537\n",
            "(7538, 41, 41) (7538, 41, 41)\n",
            "7538\n",
            "(7539, 41, 41) (7539, 41, 41)\n",
            "7539\n",
            "(7540, 41, 41) (7540, 41, 41)\n",
            "7540\n",
            "(7541, 41, 41) (7541, 41, 41)\n",
            "7541\n",
            "(7542, 41, 41) (7542, 41, 41)\n",
            "7542\n",
            "(7543, 41, 41) (7543, 41, 41)\n",
            "7543\n",
            "(7544, 41, 41) (7544, 41, 41)\n",
            "7544\n",
            "(7545, 41, 41) (7545, 41, 41)\n",
            "7545\n",
            "(7546, 41, 41) (7546, 41, 41)\n",
            "7546\n",
            "(7547, 41, 41) (7547, 41, 41)\n",
            "7547\n",
            "(7548, 41, 41) (7548, 41, 41)\n",
            "7548\n",
            "(7549, 41, 41) (7549, 41, 41)\n",
            "7549\n",
            "(7550, 41, 41) (7550, 41, 41)\n",
            "7550\n",
            "(7551, 41, 41) (7551, 41, 41)\n",
            "7551\n",
            "(7552, 41, 41) (7552, 41, 41)\n",
            "7552\n",
            "(7553, 41, 41) (7553, 41, 41)\n",
            "7553\n",
            "(7554, 41, 41) (7554, 41, 41)\n",
            "7554\n",
            "(7555, 41, 41) (7555, 41, 41)\n",
            "7555\n",
            "(7556, 41, 41) (7556, 41, 41)\n",
            "7556\n",
            "(7557, 41, 41) (7557, 41, 41)\n",
            "7557\n",
            "(7558, 41, 41) (7558, 41, 41)\n",
            "7558\n",
            "(7559, 41, 41) (7559, 41, 41)\n",
            "7559\n",
            "(7560, 41, 41) (7560, 41, 41)\n",
            "7560\n",
            "(7561, 41, 41) (7561, 41, 41)\n",
            "7561\n",
            "(7562, 41, 41) (7562, 41, 41)\n",
            "7562\n",
            "(7563, 41, 41) (7563, 41, 41)\n",
            "7563\n",
            "(7564, 41, 41) (7564, 41, 41)\n",
            "7564\n",
            "(7565, 41, 41) (7565, 41, 41)\n",
            "7565\n",
            "(7566, 41, 41) (7566, 41, 41)\n",
            "7566\n",
            "(7567, 41, 41) (7567, 41, 41)\n",
            "7567\n",
            "(7568, 41, 41) (7568, 41, 41)\n",
            "7568\n",
            "(7569, 41, 41) (7569, 41, 41)\n",
            "7569\n",
            "(7570, 41, 41) (7570, 41, 41)\n",
            "7570\n",
            "(7571, 41, 41) (7571, 41, 41)\n",
            "7571\n",
            "(7572, 41, 41) (7572, 41, 41)\n",
            "7572\n",
            "(7573, 41, 41) (7573, 41, 41)\n",
            "7573\n",
            "(7574, 41, 41) (7574, 41, 41)\n",
            "7574\n",
            "(7575, 41, 41) (7575, 41, 41)\n",
            "7575\n",
            "(7576, 41, 41) (7576, 41, 41)\n",
            "7576\n",
            "(7577, 41, 41) (7577, 41, 41)\n",
            "7577\n",
            "(7578, 41, 41) (7578, 41, 41)\n",
            "7578\n",
            "(7579, 41, 41) (7579, 41, 41)\n",
            "7579\n",
            "(7580, 41, 41) (7580, 41, 41)\n",
            "7580\n",
            "(7581, 41, 41) (7581, 41, 41)\n",
            "7581\n",
            "(7582, 41, 41) (7582, 41, 41)\n",
            "7582\n",
            "(7583, 41, 41) (7583, 41, 41)\n",
            "7583\n",
            "(7584, 41, 41) (7584, 41, 41)\n",
            "7584\n",
            "(7585, 41, 41) (7585, 41, 41)\n",
            "7585\n",
            "(7586, 41, 41) (7586, 41, 41)\n",
            "7586\n",
            "(7587, 41, 41) (7587, 41, 41)\n",
            "7587\n",
            "(7588, 41, 41) (7588, 41, 41)\n",
            "7588\n",
            "(7589, 41, 41) (7589, 41, 41)\n",
            "7589\n",
            "(7590, 41, 41) (7590, 41, 41)\n",
            "7590\n",
            "(7591, 41, 41) (7591, 41, 41)\n",
            "7591\n",
            "(7592, 41, 41) (7592, 41, 41)\n",
            "7592\n",
            "(7593, 41, 41) (7593, 41, 41)\n",
            "7593\n",
            "(7594, 41, 41) (7594, 41, 41)\n",
            "7594\n",
            "(7595, 41, 41) (7595, 41, 41)\n",
            "7595\n",
            "(7596, 41, 41) (7596, 41, 41)\n",
            "7596\n",
            "(7597, 41, 41) (7597, 41, 41)\n",
            "7597\n",
            "(7598, 41, 41) (7598, 41, 41)\n",
            "7598\n",
            "(7599, 41, 41) (7599, 41, 41)\n",
            "7599\n",
            "(7600, 41, 41) (7600, 41, 41)\n",
            "7600\n",
            "(7601, 41, 41) (7601, 41, 41)\n",
            "7601\n",
            "(7602, 41, 41) (7602, 41, 41)\n",
            "7602\n",
            "(7603, 41, 41) (7603, 41, 41)\n",
            "7603\n",
            "(7604, 41, 41) (7604, 41, 41)\n",
            "7604\n",
            "(7605, 41, 41) (7605, 41, 41)\n",
            "7605\n",
            "(7606, 41, 41) (7606, 41, 41)\n",
            "7606\n",
            "(7607, 41, 41) (7607, 41, 41)\n",
            "7607\n",
            "(7608, 41, 41) (7608, 41, 41)\n",
            "7608\n",
            "(7609, 41, 41) (7609, 41, 41)\n",
            "7609\n",
            "(7610, 41, 41) (7610, 41, 41)\n",
            "7610\n",
            "(7611, 41, 41) (7611, 41, 41)\n",
            "7611\n",
            "(7612, 41, 41) (7612, 41, 41)\n",
            "7612\n",
            "(7613, 41, 41) (7613, 41, 41)\n",
            "7613\n",
            "(7614, 41, 41) (7614, 41, 41)\n",
            "7614\n",
            "(7615, 41, 41) (7615, 41, 41)\n",
            "7615\n",
            "(7616, 41, 41) (7616, 41, 41)\n",
            "7616\n",
            "(7617, 41, 41) (7617, 41, 41)\n",
            "7617\n",
            "(7618, 41, 41) (7618, 41, 41)\n",
            "7618\n",
            "(7619, 41, 41) (7619, 41, 41)\n",
            "7619\n",
            "(7620, 41, 41) (7620, 41, 41)\n",
            "7620\n",
            "(7621, 41, 41) (7621, 41, 41)\n",
            "7621\n",
            "(7622, 41, 41) (7622, 41, 41)\n",
            "7622\n",
            "(7623, 41, 41) (7623, 41, 41)\n",
            "7623\n",
            "(7624, 41, 41) (7624, 41, 41)\n",
            "7624\n",
            "(7625, 41, 41) (7625, 41, 41)\n",
            "7625\n",
            "(7626, 41, 41) (7626, 41, 41)\n",
            "7626\n",
            "(7627, 41, 41) (7627, 41, 41)\n",
            "7627\n",
            "(7628, 41, 41) (7628, 41, 41)\n",
            "7628\n",
            "(7629, 41, 41) (7629, 41, 41)\n",
            "7629\n",
            "(7630, 41, 41) (7630, 41, 41)\n",
            "7630\n",
            "(7631, 41, 41) (7631, 41, 41)\n",
            "7631\n",
            "(7632, 41, 41) (7632, 41, 41)\n",
            "7632\n",
            "(7633, 41, 41) (7633, 41, 41)\n",
            "7633\n",
            "(7634, 41, 41) (7634, 41, 41)\n",
            "7634\n",
            "(7635, 41, 41) (7635, 41, 41)\n",
            "7635\n",
            "(7636, 41, 41) (7636, 41, 41)\n",
            "7636\n",
            "(7637, 41, 41) (7637, 41, 41)\n",
            "7637\n",
            "(7638, 41, 41) (7638, 41, 41)\n",
            "7638\n",
            "(7639, 41, 41) (7639, 41, 41)\n",
            "7639\n",
            "(7640, 41, 41) (7640, 41, 41)\n",
            "7640\n",
            "(7641, 41, 41) (7641, 41, 41)\n",
            "7641\n",
            "(7642, 41, 41) (7642, 41, 41)\n",
            "7642\n",
            "(7643, 41, 41) (7643, 41, 41)\n",
            "7643\n",
            "(7644, 41, 41) (7644, 41, 41)\n",
            "7644\n",
            "(7645, 41, 41) (7645, 41, 41)\n",
            "7645\n",
            "(7646, 41, 41) (7646, 41, 41)\n",
            "7646\n",
            "(7647, 41, 41) (7647, 41, 41)\n",
            "7647\n",
            "(7648, 41, 41) (7648, 41, 41)\n",
            "7648\n",
            "(7649, 41, 41) (7649, 41, 41)\n",
            "7649\n",
            "(7650, 41, 41) (7650, 41, 41)\n",
            "7650\n",
            "(7651, 41, 41) (7651, 41, 41)\n",
            "7651\n",
            "(7652, 41, 41) (7652, 41, 41)\n",
            "7652\n",
            "(7653, 41, 41) (7653, 41, 41)\n",
            "7653\n",
            "(7654, 41, 41) (7654, 41, 41)\n",
            "7654\n",
            "(7655, 41, 41) (7655, 41, 41)\n",
            "7655\n",
            "(7656, 41, 41) (7656, 41, 41)\n",
            "7656\n",
            "(7657, 41, 41) (7657, 41, 41)\n",
            "7657\n",
            "(7658, 41, 41) (7658, 41, 41)\n",
            "7658\n",
            "(7659, 41, 41) (7659, 41, 41)\n",
            "7659\n",
            "(7660, 41, 41) (7660, 41, 41)\n",
            "7660\n",
            "(7661, 41, 41) (7661, 41, 41)\n",
            "7661\n",
            "(7662, 41, 41) (7662, 41, 41)\n",
            "7662\n",
            "(7663, 41, 41) (7663, 41, 41)\n",
            "7663\n",
            "(7664, 41, 41) (7664, 41, 41)\n",
            "7664\n",
            "(7665, 41, 41) (7665, 41, 41)\n",
            "7665\n",
            "(7666, 41, 41) (7666, 41, 41)\n",
            "7666\n",
            "(7667, 41, 41) (7667, 41, 41)\n",
            "7667\n",
            "(7668, 41, 41) (7668, 41, 41)\n",
            "7668\n",
            "(7669, 41, 41) (7669, 41, 41)\n",
            "7669\n",
            "(7670, 41, 41) (7670, 41, 41)\n",
            "7670\n",
            "(7671, 41, 41) (7671, 41, 41)\n",
            "7671\n",
            "(7672, 41, 41) (7672, 41, 41)\n",
            "7672\n",
            "(7673, 41, 41) (7673, 41, 41)\n",
            "7673\n",
            "(7674, 41, 41) (7674, 41, 41)\n",
            "7674\n",
            "(7675, 41, 41) (7675, 41, 41)\n",
            "7675\n",
            "(7676, 41, 41) (7676, 41, 41)\n",
            "7676\n",
            "(7677, 41, 41) (7677, 41, 41)\n",
            "7677\n",
            "(7678, 41, 41) (7678, 41, 41)\n",
            "7678\n",
            "(7679, 41, 41) (7679, 41, 41)\n",
            "7679\n",
            "(7680, 41, 41) (7680, 41, 41)\n",
            "7680\n",
            "(7681, 41, 41) (7681, 41, 41)\n",
            "7681\n",
            "(7682, 41, 41) (7682, 41, 41)\n",
            "7682\n",
            "(7683, 41, 41) (7683, 41, 41)\n",
            "7683\n",
            "(7684, 41, 41) (7684, 41, 41)\n",
            "7684\n",
            "(7685, 41, 41) (7685, 41, 41)\n",
            "7685\n",
            "(7686, 41, 41) (7686, 41, 41)\n",
            "7686\n",
            "(7687, 41, 41) (7687, 41, 41)\n",
            "7687\n",
            "(7688, 41, 41) (7688, 41, 41)\n",
            "7688\n",
            "(7689, 41, 41) (7689, 41, 41)\n",
            "7689\n",
            "(7690, 41, 41) (7690, 41, 41)\n",
            "7690\n",
            "(7691, 41, 41) (7691, 41, 41)\n",
            "7691\n",
            "(7692, 41, 41) (7692, 41, 41)\n",
            "7692\n",
            "(7693, 41, 41) (7693, 41, 41)\n",
            "7693\n",
            "(7694, 41, 41) (7694, 41, 41)\n",
            "7694\n",
            "(7695, 41, 41) (7695, 41, 41)\n",
            "7695\n",
            "(7696, 41, 41) (7696, 41, 41)\n",
            "7696\n",
            "(7697, 41, 41) (7697, 41, 41)\n",
            "7697\n",
            "(7698, 41, 41) (7698, 41, 41)\n",
            "7698\n",
            "(7699, 41, 41) (7699, 41, 41)\n",
            "7699\n",
            "(7700, 41, 41) (7700, 41, 41)\n",
            "7700\n",
            "(7701, 41, 41) (7701, 41, 41)\n",
            "7701\n",
            "(7702, 41, 41) (7702, 41, 41)\n",
            "7702\n",
            "(7703, 41, 41) (7703, 41, 41)\n",
            "7703\n",
            "(7704, 41, 41) (7704, 41, 41)\n",
            "7704\n",
            "(7705, 41, 41) (7705, 41, 41)\n",
            "7705\n",
            "(7706, 41, 41) (7706, 41, 41)\n",
            "7706\n",
            "(7707, 41, 41) (7707, 41, 41)\n",
            "7707\n",
            "(7708, 41, 41) (7708, 41, 41)\n",
            "7708\n",
            "(7709, 41, 41) (7709, 41, 41)\n",
            "7709\n",
            "(7710, 41, 41) (7710, 41, 41)\n",
            "7710\n",
            "(7711, 41, 41) (7711, 41, 41)\n",
            "7711\n",
            "(7712, 41, 41) (7712, 41, 41)\n",
            "7712\n",
            "(7713, 41, 41) (7713, 41, 41)\n",
            "7713\n",
            "(7714, 41, 41) (7714, 41, 41)\n",
            "7714\n",
            "(7715, 41, 41) (7715, 41, 41)\n",
            "7715\n",
            "(7716, 41, 41) (7716, 41, 41)\n",
            "7716\n",
            "(7717, 41, 41) (7717, 41, 41)\n",
            "7717\n",
            "(7718, 41, 41) (7718, 41, 41)\n",
            "7718\n",
            "(7719, 41, 41) (7719, 41, 41)\n",
            "7719\n",
            "(7720, 41, 41) (7720, 41, 41)\n",
            "7720\n",
            "(7721, 41, 41) (7721, 41, 41)\n",
            "7721\n",
            "(7722, 41, 41) (7722, 41, 41)\n",
            "7722\n",
            "(7723, 41, 41) (7723, 41, 41)\n",
            "7723\n",
            "(7724, 41, 41) (7724, 41, 41)\n",
            "7724\n",
            "(7725, 41, 41) (7725, 41, 41)\n",
            "7725\n",
            "(7726, 41, 41) (7726, 41, 41)\n",
            "7726\n",
            "(7727, 41, 41) (7727, 41, 41)\n",
            "7727\n",
            "(7728, 41, 41) (7728, 41, 41)\n",
            "7728\n",
            "(7729, 41, 41) (7729, 41, 41)\n",
            "7729\n",
            "(7730, 41, 41) (7730, 41, 41)\n",
            "7730\n",
            "(7731, 41, 41) (7731, 41, 41)\n",
            "7731\n",
            "(7732, 41, 41) (7732, 41, 41)\n",
            "7732\n",
            "(7733, 41, 41) (7733, 41, 41)\n",
            "7733\n",
            "(7734, 41, 41) (7734, 41, 41)\n",
            "7734\n",
            "(7735, 41, 41) (7735, 41, 41)\n",
            "7735\n",
            "(7736, 41, 41) (7736, 41, 41)\n",
            "7736\n",
            "(7737, 41, 41) (7737, 41, 41)\n",
            "7737\n",
            "(7738, 41, 41) (7738, 41, 41)\n",
            "7738\n",
            "(7739, 41, 41) (7739, 41, 41)\n",
            "7739\n",
            "(7740, 41, 41) (7740, 41, 41)\n",
            "7740\n",
            "(7741, 41, 41) (7741, 41, 41)\n",
            "7741\n",
            "(7742, 41, 41) (7742, 41, 41)\n",
            "7742\n",
            "(7743, 41, 41) (7743, 41, 41)\n",
            "7743\n",
            "(7744, 41, 41) (7744, 41, 41)\n",
            "7744\n",
            "(7745, 41, 41) (7745, 41, 41)\n",
            "7745\n",
            "(7746, 41, 41) (7746, 41, 41)\n",
            "7746\n",
            "(7747, 41, 41) (7747, 41, 41)\n",
            "7747\n",
            "(7748, 41, 41) (7748, 41, 41)\n",
            "7748\n",
            "(7749, 41, 41) (7749, 41, 41)\n",
            "7749\n",
            "(7750, 41, 41) (7750, 41, 41)\n",
            "7750\n",
            "(7751, 41, 41) (7751, 41, 41)\n",
            "7751\n",
            "(7752, 41, 41) (7752, 41, 41)\n",
            "7752\n",
            "(7753, 41, 41) (7753, 41, 41)\n",
            "7753\n",
            "(7754, 41, 41) (7754, 41, 41)\n",
            "7754\n",
            "(7755, 41, 41) (7755, 41, 41)\n",
            "7755\n",
            "(7756, 41, 41) (7756, 41, 41)\n",
            "7756\n",
            "(7757, 41, 41) (7757, 41, 41)\n",
            "7757\n",
            "(7758, 41, 41) (7758, 41, 41)\n",
            "7758\n",
            "(7759, 41, 41) (7759, 41, 41)\n",
            "7759\n",
            "(7760, 41, 41) (7760, 41, 41)\n",
            "7760\n",
            "(7761, 41, 41) (7761, 41, 41)\n",
            "7761\n",
            "(7762, 41, 41) (7762, 41, 41)\n",
            "7762\n",
            "(7763, 41, 41) (7763, 41, 41)\n",
            "7763\n",
            "(7764, 41, 41) (7764, 41, 41)\n",
            "7764\n",
            "(7765, 41, 41) (7765, 41, 41)\n",
            "7765\n",
            "(7766, 41, 41) (7766, 41, 41)\n",
            "7766\n",
            "(7767, 41, 41) (7767, 41, 41)\n",
            "7767\n",
            "(7768, 41, 41) (7768, 41, 41)\n",
            "7768\n",
            "(7769, 41, 41) (7769, 41, 41)\n",
            "7769\n",
            "(7770, 41, 41) (7770, 41, 41)\n",
            "7770\n",
            "(7771, 41, 41) (7771, 41, 41)\n",
            "7771\n",
            "(7772, 41, 41) (7772, 41, 41)\n",
            "7772\n",
            "(7773, 41, 41) (7773, 41, 41)\n",
            "7773\n",
            "(7774, 41, 41) (7774, 41, 41)\n",
            "7774\n",
            "(7775, 41, 41) (7775, 41, 41)\n",
            "7775\n",
            "(7776, 41, 41) (7776, 41, 41)\n",
            "7776\n",
            "(7777, 41, 41) (7777, 41, 41)\n",
            "7777\n",
            "(7778, 41, 41) (7778, 41, 41)\n",
            "7778\n",
            "(7779, 41, 41) (7779, 41, 41)\n",
            "7779\n",
            "(7780, 41, 41) (7780, 41, 41)\n",
            "7780\n",
            "(7781, 41, 41) (7781, 41, 41)\n",
            "7781\n",
            "(7782, 41, 41) (7782, 41, 41)\n",
            "7782\n",
            "(7783, 41, 41) (7783, 41, 41)\n",
            "7783\n",
            "(7784, 41, 41) (7784, 41, 41)\n",
            "7784\n",
            "(7785, 41, 41) (7785, 41, 41)\n",
            "7785\n",
            "(7786, 41, 41) (7786, 41, 41)\n",
            "7786\n",
            "(7787, 41, 41) (7787, 41, 41)\n",
            "7787\n",
            "(7788, 41, 41) (7788, 41, 41)\n",
            "7788\n",
            "(7789, 41, 41) (7789, 41, 41)\n",
            "7789\n",
            "(7790, 41, 41) (7790, 41, 41)\n",
            "7790\n",
            "(7791, 41, 41) (7791, 41, 41)\n",
            "7791\n",
            "(7792, 41, 41) (7792, 41, 41)\n",
            "7792\n",
            "(7793, 41, 41) (7793, 41, 41)\n",
            "7793\n",
            "(7794, 41, 41) (7794, 41, 41)\n",
            "7794\n",
            "(7795, 41, 41) (7795, 41, 41)\n",
            "7795\n",
            "(7796, 41, 41) (7796, 41, 41)\n",
            "7796\n",
            "(7797, 41, 41) (7797, 41, 41)\n",
            "7797\n",
            "(7798, 41, 41) (7798, 41, 41)\n",
            "7798\n",
            "(7799, 41, 41) (7799, 41, 41)\n",
            "7799\n",
            "(7800, 41, 41) (7800, 41, 41)\n",
            "7800\n",
            "(7801, 41, 41) (7801, 41, 41)\n",
            "7801\n",
            "(7802, 41, 41) (7802, 41, 41)\n",
            "7802\n",
            "(7803, 41, 41) (7803, 41, 41)\n",
            "7803\n",
            "(7804, 41, 41) (7804, 41, 41)\n",
            "7804\n",
            "(7805, 41, 41) (7805, 41, 41)\n",
            "7805\n",
            "(7806, 41, 41) (7806, 41, 41)\n",
            "7806\n",
            "(7807, 41, 41) (7807, 41, 41)\n",
            "7807\n",
            "(7808, 41, 41) (7808, 41, 41)\n",
            "7808\n",
            "(7809, 41, 41) (7809, 41, 41)\n",
            "7809\n",
            "(7810, 41, 41) (7810, 41, 41)\n",
            "7810\n",
            "(7811, 41, 41) (7811, 41, 41)\n",
            "7811\n",
            "(7812, 41, 41) (7812, 41, 41)\n",
            "7812\n",
            "(7813, 41, 41) (7813, 41, 41)\n",
            "7813\n",
            "(7814, 41, 41) (7814, 41, 41)\n",
            "7814\n",
            "(7815, 41, 41) (7815, 41, 41)\n",
            "7815\n",
            "(7816, 41, 41) (7816, 41, 41)\n",
            "7816\n",
            "(7817, 41, 41) (7817, 41, 41)\n",
            "7817\n",
            "(7818, 41, 41) (7818, 41, 41)\n",
            "7818\n",
            "(7819, 41, 41) (7819, 41, 41)\n",
            "7819\n",
            "(7820, 41, 41) (7820, 41, 41)\n",
            "7820\n",
            "(7821, 41, 41) (7821, 41, 41)\n",
            "7821\n",
            "(7822, 41, 41) (7822, 41, 41)\n",
            "7822\n",
            "(7823, 41, 41) (7823, 41, 41)\n",
            "7823\n",
            "(7824, 41, 41) (7824, 41, 41)\n",
            "7824\n",
            "(7825, 41, 41) (7825, 41, 41)\n",
            "7825\n",
            "(7826, 41, 41) (7826, 41, 41)\n",
            "7826\n",
            "(7827, 41, 41) (7827, 41, 41)\n",
            "7827\n",
            "(7828, 41, 41) (7828, 41, 41)\n",
            "7828\n",
            "(7829, 41, 41) (7829, 41, 41)\n",
            "7829\n",
            "(7830, 41, 41) (7830, 41, 41)\n",
            "7830\n",
            "(7831, 41, 41) (7831, 41, 41)\n",
            "7831\n",
            "(7832, 41, 41) (7832, 41, 41)\n",
            "7832\n",
            "(7833, 41, 41) (7833, 41, 41)\n",
            "7833\n",
            "(7834, 41, 41) (7834, 41, 41)\n",
            "7834\n",
            "(7835, 41, 41) (7835, 41, 41)\n",
            "7835\n",
            "(7836, 41, 41) (7836, 41, 41)\n",
            "7836\n",
            "(7837, 41, 41) (7837, 41, 41)\n",
            "7837\n",
            "(7838, 41, 41) (7838, 41, 41)\n",
            "7838\n",
            "(7839, 41, 41) (7839, 41, 41)\n",
            "7839\n",
            "(7840, 41, 41) (7840, 41, 41)\n",
            "7840\n",
            "(7841, 41, 41) (7841, 41, 41)\n",
            "7841\n",
            "(7842, 41, 41) (7842, 41, 41)\n",
            "7842\n",
            "(7843, 41, 41) (7843, 41, 41)\n",
            "7843\n",
            "(7844, 41, 41) (7844, 41, 41)\n",
            "7844\n",
            "(7845, 41, 41) (7845, 41, 41)\n",
            "7845\n",
            "(7846, 41, 41) (7846, 41, 41)\n",
            "7846\n",
            "(7847, 41, 41) (7847, 41, 41)\n",
            "7847\n",
            "(7848, 41, 41) (7848, 41, 41)\n",
            "7848\n",
            "(7849, 41, 41) (7849, 41, 41)\n",
            "7849\n",
            "(7850, 41, 41) (7850, 41, 41)\n",
            "7850\n",
            "(7851, 41, 41) (7851, 41, 41)\n",
            "7851\n",
            "(7852, 41, 41) (7852, 41, 41)\n",
            "7852\n",
            "(7853, 41, 41) (7853, 41, 41)\n",
            "7853\n",
            "(7854, 41, 41) (7854, 41, 41)\n",
            "7854\n",
            "(7855, 41, 41) (7855, 41, 41)\n",
            "7855\n",
            "(7856, 41, 41) (7856, 41, 41)\n",
            "7856\n",
            "(7857, 41, 41) (7857, 41, 41)\n",
            "7857\n",
            "(7858, 41, 41) (7858, 41, 41)\n",
            "7858\n",
            "(7859, 41, 41) (7859, 41, 41)\n",
            "7859\n",
            "(7860, 41, 41) (7860, 41, 41)\n",
            "7860\n",
            "(7861, 41, 41) (7861, 41, 41)\n",
            "7861\n",
            "(7862, 41, 41) (7862, 41, 41)\n",
            "7862\n",
            "(7863, 41, 41) (7863, 41, 41)\n",
            "7863\n",
            "(7864, 41, 41) (7864, 41, 41)\n",
            "7864\n",
            "(7865, 41, 41) (7865, 41, 41)\n",
            "7865\n",
            "(7866, 41, 41) (7866, 41, 41)\n",
            "7866\n",
            "(7867, 41, 41) (7867, 41, 41)\n",
            "7867\n",
            "(7868, 41, 41) (7868, 41, 41)\n",
            "7868\n",
            "(7869, 41, 41) (7869, 41, 41)\n",
            "7869\n",
            "(7870, 41, 41) (7870, 41, 41)\n",
            "7870\n",
            "(7871, 41, 41) (7871, 41, 41)\n",
            "7871\n",
            "(7872, 41, 41) (7872, 41, 41)\n",
            "7872\n",
            "(7873, 41, 41) (7873, 41, 41)\n",
            "7873\n",
            "(7874, 41, 41) (7874, 41, 41)\n",
            "7874\n",
            "(7875, 41, 41) (7875, 41, 41)\n",
            "7875\n",
            "(7876, 41, 41) (7876, 41, 41)\n",
            "7876\n",
            "(7877, 41, 41) (7877, 41, 41)\n",
            "7877\n",
            "(7878, 41, 41) (7878, 41, 41)\n",
            "7878\n",
            "(7879, 41, 41) (7879, 41, 41)\n",
            "7879\n",
            "(7880, 41, 41) (7880, 41, 41)\n",
            "7880\n",
            "(7881, 41, 41) (7881, 41, 41)\n",
            "7881\n",
            "(7882, 41, 41) (7882, 41, 41)\n",
            "7882\n",
            "(7883, 41, 41) (7883, 41, 41)\n",
            "7883\n",
            "(7884, 41, 41) (7884, 41, 41)\n",
            "7884\n",
            "(7885, 41, 41) (7885, 41, 41)\n",
            "7885\n",
            "(7886, 41, 41) (7886, 41, 41)\n",
            "7886\n",
            "(7887, 41, 41) (7887, 41, 41)\n",
            "7887\n",
            "(7888, 41, 41) (7888, 41, 41)\n",
            "7888\n",
            "(7889, 41, 41) (7889, 41, 41)\n",
            "7889\n",
            "(7890, 41, 41) (7890, 41, 41)\n",
            "7890\n",
            "(7891, 41, 41) (7891, 41, 41)\n",
            "7891\n",
            "(7892, 41, 41) (7892, 41, 41)\n",
            "7892\n",
            "(7893, 41, 41) (7893, 41, 41)\n",
            "7893\n",
            "(7894, 41, 41) (7894, 41, 41)\n",
            "7894\n",
            "(7895, 41, 41) (7895, 41, 41)\n",
            "7895\n",
            "(7896, 41, 41) (7896, 41, 41)\n",
            "7896\n",
            "(7897, 41, 41) (7897, 41, 41)\n",
            "7897\n",
            "(7898, 41, 41) (7898, 41, 41)\n",
            "7898\n",
            "(7899, 41, 41) (7899, 41, 41)\n",
            "7899\n",
            "(7900, 41, 41) (7900, 41, 41)\n",
            "7900\n",
            "(7901, 41, 41) (7901, 41, 41)\n",
            "7901\n",
            "(7902, 41, 41) (7902, 41, 41)\n",
            "7902\n",
            "(7903, 41, 41) (7903, 41, 41)\n",
            "7903\n",
            "(7904, 41, 41) (7904, 41, 41)\n",
            "7904\n",
            "(7905, 41, 41) (7905, 41, 41)\n",
            "7905\n",
            "(7906, 41, 41) (7906, 41, 41)\n",
            "7906\n",
            "(7907, 41, 41) (7907, 41, 41)\n",
            "7907\n",
            "(7908, 41, 41) (7908, 41, 41)\n",
            "7908\n",
            "(7909, 41, 41) (7909, 41, 41)\n",
            "7909\n",
            "(7910, 41, 41) (7910, 41, 41)\n",
            "7910\n",
            "(7911, 41, 41) (7911, 41, 41)\n",
            "7911\n",
            "(7912, 41, 41) (7912, 41, 41)\n",
            "7912\n",
            "(7913, 41, 41) (7913, 41, 41)\n",
            "7913\n",
            "(7914, 41, 41) (7914, 41, 41)\n",
            "7914\n",
            "(7915, 41, 41) (7915, 41, 41)\n",
            "7915\n",
            "(7916, 41, 41) (7916, 41, 41)\n",
            "7916\n",
            "(7917, 41, 41) (7917, 41, 41)\n",
            "7917\n",
            "(7918, 41, 41) (7918, 41, 41)\n",
            "7918\n",
            "(7919, 41, 41) (7919, 41, 41)\n",
            "7919\n",
            "(7920, 41, 41) (7920, 41, 41)\n",
            "7920\n",
            "(7921, 41, 41) (7921, 41, 41)\n",
            "7921\n",
            "(7922, 41, 41) (7922, 41, 41)\n",
            "7922\n",
            "(7923, 41, 41) (7923, 41, 41)\n",
            "7923\n",
            "(7924, 41, 41) (7924, 41, 41)\n",
            "7924\n",
            "(7925, 41, 41) (7925, 41, 41)\n",
            "7925\n",
            "(7926, 41, 41) (7926, 41, 41)\n",
            "7926\n",
            "(7927, 41, 41) (7927, 41, 41)\n",
            "7927\n",
            "(7928, 41, 41) (7928, 41, 41)\n",
            "7928\n",
            "(7929, 41, 41) (7929, 41, 41)\n",
            "7929\n",
            "(7930, 41, 41) (7930, 41, 41)\n",
            "7930\n",
            "(7931, 41, 41) (7931, 41, 41)\n",
            "7931\n",
            "(7932, 41, 41) (7932, 41, 41)\n",
            "7932\n",
            "(7933, 41, 41) (7933, 41, 41)\n",
            "7933\n",
            "(7934, 41, 41) (7934, 41, 41)\n",
            "7934\n",
            "(7935, 41, 41) (7935, 41, 41)\n",
            "7935\n",
            "(7936, 41, 41) (7936, 41, 41)\n",
            "7936\n",
            "(7937, 41, 41) (7937, 41, 41)\n",
            "7937\n",
            "(7938, 41, 41) (7938, 41, 41)\n",
            "7938\n",
            "(7939, 41, 41) (7939, 41, 41)\n",
            "7939\n",
            "(7940, 41, 41) (7940, 41, 41)\n",
            "7940\n",
            "(7941, 41, 41) (7941, 41, 41)\n",
            "7941\n",
            "(7942, 41, 41) (7942, 41, 41)\n",
            "7942\n",
            "(7943, 41, 41) (7943, 41, 41)\n",
            "7943\n",
            "(7944, 41, 41) (7944, 41, 41)\n",
            "7944\n",
            "(7945, 41, 41) (7945, 41, 41)\n",
            "7945\n",
            "(7946, 41, 41) (7946, 41, 41)\n",
            "7946\n",
            "(7947, 41, 41) (7947, 41, 41)\n",
            "7947\n",
            "(7948, 41, 41) (7948, 41, 41)\n",
            "7948\n",
            "(7949, 41, 41) (7949, 41, 41)\n",
            "7949\n",
            "(7950, 41, 41) (7950, 41, 41)\n",
            "7950\n",
            "(7951, 41, 41) (7951, 41, 41)\n",
            "7951\n",
            "(7952, 41, 41) (7952, 41, 41)\n",
            "7952\n",
            "(7953, 41, 41) (7953, 41, 41)\n",
            "7953\n",
            "(7954, 41, 41) (7954, 41, 41)\n",
            "7954\n",
            "(7955, 41, 41) (7955, 41, 41)\n",
            "7955\n",
            "(7956, 41, 41) (7956, 41, 41)\n",
            "7956\n",
            "(7957, 41, 41) (7957, 41, 41)\n",
            "7957\n",
            "(7958, 41, 41) (7958, 41, 41)\n",
            "7958\n",
            "(7959, 41, 41) (7959, 41, 41)\n",
            "7959\n",
            "(7960, 41, 41) (7960, 41, 41)\n",
            "7960\n",
            "(7961, 41, 41) (7961, 41, 41)\n",
            "7961\n",
            "(7962, 41, 41) (7962, 41, 41)\n",
            "7962\n",
            "(7963, 41, 41) (7963, 41, 41)\n",
            "7963\n",
            "(7964, 41, 41) (7964, 41, 41)\n",
            "7964\n",
            "(7965, 41, 41) (7965, 41, 41)\n",
            "7965\n",
            "(7966, 41, 41) (7966, 41, 41)\n",
            "7966\n",
            "(7967, 41, 41) (7967, 41, 41)\n",
            "7967\n",
            "(7968, 41, 41) (7968, 41, 41)\n",
            "7968\n",
            "(7969, 41, 41) (7969, 41, 41)\n",
            "7969\n",
            "(7970, 41, 41) (7970, 41, 41)\n",
            "7970\n",
            "(7971, 41, 41) (7971, 41, 41)\n",
            "7971\n",
            "(7972, 41, 41) (7972, 41, 41)\n",
            "7972\n",
            "(7973, 41, 41) (7973, 41, 41)\n",
            "7973\n",
            "(7974, 41, 41) (7974, 41, 41)\n",
            "7974\n",
            "(7975, 41, 41) (7975, 41, 41)\n",
            "7975\n",
            "(7976, 41, 41) (7976, 41, 41)\n",
            "7976\n",
            "(7977, 41, 41) (7977, 41, 41)\n",
            "7977\n",
            "(7978, 41, 41) (7978, 41, 41)\n",
            "7978\n",
            "(7979, 41, 41) (7979, 41, 41)\n",
            "7979\n",
            "(7980, 41, 41) (7980, 41, 41)\n",
            "7980\n",
            "(7981, 41, 41) (7981, 41, 41)\n",
            "7981\n",
            "(7982, 41, 41) (7982, 41, 41)\n",
            "7982\n",
            "(7983, 41, 41) (7983, 41, 41)\n",
            "7983\n",
            "(7984, 41, 41) (7984, 41, 41)\n",
            "7984\n",
            "(7985, 41, 41) (7985, 41, 41)\n",
            "7985\n",
            "(7986, 41, 41) (7986, 41, 41)\n",
            "7986\n",
            "(7987, 41, 41) (7987, 41, 41)\n",
            "7987\n",
            "(7988, 41, 41) (7988, 41, 41)\n",
            "7988\n",
            "(7989, 41, 41) (7989, 41, 41)\n",
            "7989\n",
            "(7990, 41, 41) (7990, 41, 41)\n",
            "7990\n",
            "(7991, 41, 41) (7991, 41, 41)\n",
            "7991\n",
            "(7992, 41, 41) (7992, 41, 41)\n",
            "7992\n",
            "(7993, 41, 41) (7993, 41, 41)\n",
            "7993\n",
            "(7994, 41, 41) (7994, 41, 41)\n",
            "7994\n",
            "(7995, 41, 41) (7995, 41, 41)\n",
            "7995\n",
            "(7996, 41, 41) (7996, 41, 41)\n",
            "7996\n",
            "(7997, 41, 41) (7997, 41, 41)\n",
            "7997\n",
            "(7998, 41, 41) (7998, 41, 41)\n",
            "7998\n",
            "(7999, 41, 41) (7999, 41, 41)\n",
            "7999\n",
            "(8000, 41, 41) (8000, 41, 41)\n",
            "8000\n",
            "(8001, 41, 41) (8001, 41, 41)\n",
            "8001\n",
            "(8002, 41, 41) (8002, 41, 41)\n",
            "8002\n",
            "(8003, 41, 41) (8003, 41, 41)\n",
            "8003\n",
            "(8004, 41, 41) (8004, 41, 41)\n",
            "8004\n",
            "(8005, 41, 41) (8005, 41, 41)\n",
            "8005\n",
            "(8006, 41, 41) (8006, 41, 41)\n",
            "8006\n",
            "(8007, 41, 41) (8007, 41, 41)\n",
            "8007\n",
            "(8008, 41, 41) (8008, 41, 41)\n",
            "8008\n",
            "(8009, 41, 41) (8009, 41, 41)\n",
            "8009\n",
            "(8010, 41, 41) (8010, 41, 41)\n",
            "8010\n",
            "(8011, 41, 41) (8011, 41, 41)\n",
            "8011\n",
            "(8012, 41, 41) (8012, 41, 41)\n",
            "8012\n",
            "(8013, 41, 41) (8013, 41, 41)\n",
            "8013\n",
            "(8014, 41, 41) (8014, 41, 41)\n",
            "8014\n",
            "(8015, 41, 41) (8015, 41, 41)\n",
            "8015\n",
            "(8016, 41, 41) (8016, 41, 41)\n",
            "8016\n",
            "(8017, 41, 41) (8017, 41, 41)\n",
            "8017\n",
            "(8018, 41, 41) (8018, 41, 41)\n",
            "8018\n",
            "(8019, 41, 41) (8019, 41, 41)\n",
            "8019\n",
            "(8020, 41, 41) (8020, 41, 41)\n",
            "8020\n",
            "(8021, 41, 41) (8021, 41, 41)\n",
            "8021\n",
            "(8022, 41, 41) (8022, 41, 41)\n",
            "8022\n",
            "(8023, 41, 41) (8023, 41, 41)\n",
            "8023\n",
            "(8024, 41, 41) (8024, 41, 41)\n",
            "8024\n",
            "(8025, 41, 41) (8025, 41, 41)\n",
            "8025\n",
            "(8026, 41, 41) (8026, 41, 41)\n",
            "8026\n",
            "(8027, 41, 41) (8027, 41, 41)\n",
            "8027\n",
            "(8028, 41, 41) (8028, 41, 41)\n",
            "8028\n",
            "(8029, 41, 41) (8029, 41, 41)\n",
            "8029\n",
            "(8030, 41, 41) (8030, 41, 41)\n",
            "8030\n",
            "(8031, 41, 41) (8031, 41, 41)\n",
            "8031\n",
            "(8032, 41, 41) (8032, 41, 41)\n",
            "8032\n",
            "(8033, 41, 41) (8033, 41, 41)\n",
            "8033\n",
            "(8034, 41, 41) (8034, 41, 41)\n",
            "8034\n",
            "(8035, 41, 41) (8035, 41, 41)\n",
            "8035\n",
            "(8036, 41, 41) (8036, 41, 41)\n",
            "8036\n",
            "(8037, 41, 41) (8037, 41, 41)\n",
            "8037\n",
            "(8038, 41, 41) (8038, 41, 41)\n",
            "8038\n",
            "(8039, 41, 41) (8039, 41, 41)\n",
            "8039\n",
            "(8040, 41, 41) (8040, 41, 41)\n",
            "8040\n",
            "(8041, 41, 41) (8041, 41, 41)\n",
            "8041\n",
            "(8042, 41, 41) (8042, 41, 41)\n",
            "8042\n",
            "(8043, 41, 41) (8043, 41, 41)\n",
            "8043\n",
            "(8044, 41, 41) (8044, 41, 41)\n",
            "8044\n",
            "(8045, 41, 41) (8045, 41, 41)\n",
            "8045\n",
            "(8046, 41, 41) (8046, 41, 41)\n",
            "8046\n",
            "(8047, 41, 41) (8047, 41, 41)\n",
            "8047\n",
            "(8048, 41, 41) (8048, 41, 41)\n",
            "8048\n",
            "(8049, 41, 41) (8049, 41, 41)\n",
            "8049\n",
            "(8050, 41, 41) (8050, 41, 41)\n",
            "8050\n",
            "(8051, 41, 41) (8051, 41, 41)\n",
            "8051\n",
            "(8052, 41, 41) (8052, 41, 41)\n",
            "8052\n",
            "(8053, 41, 41) (8053, 41, 41)\n",
            "8053\n",
            "(8054, 41, 41) (8054, 41, 41)\n",
            "8054\n",
            "(8055, 41, 41) (8055, 41, 41)\n",
            "8055\n",
            "(8056, 41, 41) (8056, 41, 41)\n",
            "8056\n",
            "(8057, 41, 41) (8057, 41, 41)\n",
            "8057\n",
            "(8058, 41, 41) (8058, 41, 41)\n",
            "8058\n",
            "(8059, 41, 41) (8059, 41, 41)\n",
            "8059\n",
            "(8060, 41, 41) (8060, 41, 41)\n",
            "8060\n",
            "(8061, 41, 41) (8061, 41, 41)\n",
            "8061\n",
            "(8062, 41, 41) (8062, 41, 41)\n",
            "8062\n",
            "(8063, 41, 41) (8063, 41, 41)\n",
            "8063\n",
            "(8064, 41, 41) (8064, 41, 41)\n",
            "8064\n",
            "(8065, 41, 41) (8065, 41, 41)\n",
            "8065\n",
            "(8066, 41, 41) (8066, 41, 41)\n",
            "8066\n",
            "(8067, 41, 41) (8067, 41, 41)\n",
            "8067\n",
            "(8068, 41, 41) (8068, 41, 41)\n",
            "8068\n",
            "(8069, 41, 41) (8069, 41, 41)\n",
            "8069\n",
            "(8070, 41, 41) (8070, 41, 41)\n",
            "8070\n",
            "(8071, 41, 41) (8071, 41, 41)\n",
            "8071\n",
            "(8072, 41, 41) (8072, 41, 41)\n",
            "8072\n",
            "(8073, 41, 41) (8073, 41, 41)\n",
            "8073\n",
            "(8074, 41, 41) (8074, 41, 41)\n",
            "8074\n",
            "(8075, 41, 41) (8075, 41, 41)\n",
            "8075\n",
            "(8076, 41, 41) (8076, 41, 41)\n",
            "8076\n",
            "(8077, 41, 41) (8077, 41, 41)\n",
            "8077\n",
            "(8078, 41, 41) (8078, 41, 41)\n",
            "8078\n",
            "(8079, 41, 41) (8079, 41, 41)\n",
            "8079\n",
            "(8080, 41, 41) (8080, 41, 41)\n",
            "8080\n",
            "(8081, 41, 41) (8081, 41, 41)\n",
            "8081\n",
            "(8082, 41, 41) (8082, 41, 41)\n",
            "8082\n",
            "(8083, 41, 41) (8083, 41, 41)\n",
            "8083\n",
            "(8084, 41, 41) (8084, 41, 41)\n",
            "8084\n",
            "(8085, 41, 41) (8085, 41, 41)\n",
            "8085\n",
            "(8086, 41, 41) (8086, 41, 41)\n",
            "8086\n",
            "(8087, 41, 41) (8087, 41, 41)\n",
            "8087\n",
            "(8088, 41, 41) (8088, 41, 41)\n",
            "8088\n",
            "(8089, 41, 41) (8089, 41, 41)\n",
            "8089\n",
            "(8090, 41, 41) (8090, 41, 41)\n",
            "8090\n",
            "(8091, 41, 41) (8091, 41, 41)\n",
            "8091\n",
            "(8092, 41, 41) (8092, 41, 41)\n",
            "8092\n",
            "(8093, 41, 41) (8093, 41, 41)\n",
            "8093\n",
            "(8094, 41, 41) (8094, 41, 41)\n",
            "8094\n",
            "(8095, 41, 41) (8095, 41, 41)\n",
            "8095\n",
            "(8096, 41, 41) (8096, 41, 41)\n",
            "8096\n",
            "(8097, 41, 41) (8097, 41, 41)\n",
            "8097\n",
            "(8098, 41, 41) (8098, 41, 41)\n",
            "8098\n",
            "(8099, 41, 41) (8099, 41, 41)\n",
            "8099\n",
            "(8100, 41, 41) (8100, 41, 41)\n",
            "8100\n",
            "(8101, 41, 41) (8101, 41, 41)\n",
            "8101\n",
            "(8102, 41, 41) (8102, 41, 41)\n",
            "8102\n",
            "(8103, 41, 41) (8103, 41, 41)\n",
            "8103\n",
            "(8104, 41, 41) (8104, 41, 41)\n",
            "8104\n",
            "(8105, 41, 41) (8105, 41, 41)\n",
            "8105\n",
            "(8106, 41, 41) (8106, 41, 41)\n",
            "8106\n",
            "(8107, 41, 41) (8107, 41, 41)\n",
            "8107\n",
            "(8108, 41, 41) (8108, 41, 41)\n",
            "8108\n",
            "(8109, 41, 41) (8109, 41, 41)\n",
            "8109\n",
            "(8110, 41, 41) (8110, 41, 41)\n",
            "8110\n",
            "(8111, 41, 41) (8111, 41, 41)\n",
            "8111\n",
            "(8112, 41, 41) (8112, 41, 41)\n",
            "8112\n",
            "(8113, 41, 41) (8113, 41, 41)\n",
            "8113\n",
            "(8114, 41, 41) (8114, 41, 41)\n",
            "8114\n",
            "(8115, 41, 41) (8115, 41, 41)\n",
            "8115\n",
            "(8116, 41, 41) (8116, 41, 41)\n",
            "8116\n",
            "(8117, 41, 41) (8117, 41, 41)\n",
            "8117\n",
            "(8118, 41, 41) (8118, 41, 41)\n",
            "8118\n",
            "(8119, 41, 41) (8119, 41, 41)\n",
            "8119\n",
            "(8120, 41, 41) (8120, 41, 41)\n",
            "8120\n",
            "(8121, 41, 41) (8121, 41, 41)\n",
            "8121\n",
            "(8122, 41, 41) (8122, 41, 41)\n",
            "8122\n",
            "(8123, 41, 41) (8123, 41, 41)\n",
            "8123\n",
            "(8124, 41, 41) (8124, 41, 41)\n",
            "8124\n",
            "(8125, 41, 41) (8125, 41, 41)\n",
            "8125\n",
            "(8126, 41, 41) (8126, 41, 41)\n",
            "8126\n",
            "(8127, 41, 41) (8127, 41, 41)\n",
            "8127\n",
            "(8128, 41, 41) (8128, 41, 41)\n",
            "8128\n",
            "(8129, 41, 41) (8129, 41, 41)\n",
            "8129\n",
            "(8130, 41, 41) (8130, 41, 41)\n",
            "8130\n",
            "(8131, 41, 41) (8131, 41, 41)\n",
            "8131\n",
            "(8132, 41, 41) (8132, 41, 41)\n",
            "8132\n",
            "(8133, 41, 41) (8133, 41, 41)\n",
            "8133\n",
            "(8134, 41, 41) (8134, 41, 41)\n",
            "8134\n",
            "(8135, 41, 41) (8135, 41, 41)\n",
            "8135\n",
            "(8136, 41, 41) (8136, 41, 41)\n",
            "8136\n",
            "(8137, 41, 41) (8137, 41, 41)\n",
            "8137\n",
            "(8138, 41, 41) (8138, 41, 41)\n",
            "8138\n",
            "(8139, 41, 41) (8139, 41, 41)\n",
            "8139\n",
            "(8140, 41, 41) (8140, 41, 41)\n",
            "8140\n",
            "(8141, 41, 41) (8141, 41, 41)\n",
            "8141\n",
            "(8142, 41, 41) (8142, 41, 41)\n",
            "8142\n",
            "(8143, 41, 41) (8143, 41, 41)\n",
            "8143\n",
            "(8144, 41, 41) (8144, 41, 41)\n",
            "8144\n",
            "(8145, 41, 41) (8145, 41, 41)\n",
            "8145\n",
            "(8146, 41, 41) (8146, 41, 41)\n",
            "8146\n",
            "(8147, 41, 41) (8147, 41, 41)\n",
            "8147\n",
            "(8148, 41, 41) (8148, 41, 41)\n",
            "8148\n",
            "(8149, 41, 41) (8149, 41, 41)\n",
            "8149\n",
            "(8150, 41, 41) (8150, 41, 41)\n",
            "8150\n",
            "(8151, 41, 41) (8151, 41, 41)\n",
            "8151\n",
            "(8152, 41, 41) (8152, 41, 41)\n",
            "8152\n",
            "(8153, 41, 41) (8153, 41, 41)\n",
            "8153\n",
            "(8154, 41, 41) (8154, 41, 41)\n",
            "8154\n",
            "(8155, 41, 41) (8155, 41, 41)\n",
            "8155\n",
            "(8156, 41, 41) (8156, 41, 41)\n",
            "8156\n",
            "(8157, 41, 41) (8157, 41, 41)\n",
            "8157\n",
            "(8158, 41, 41) (8158, 41, 41)\n",
            "8158\n",
            "(8159, 41, 41) (8159, 41, 41)\n",
            "8159\n",
            "(8160, 41, 41) (8160, 41, 41)\n",
            "8160\n",
            "(8161, 41, 41) (8161, 41, 41)\n",
            "8161\n",
            "(8162, 41, 41) (8162, 41, 41)\n",
            "8162\n",
            "(8163, 41, 41) (8163, 41, 41)\n",
            "8163\n",
            "(8164, 41, 41) (8164, 41, 41)\n",
            "8164\n",
            "(8165, 41, 41) (8165, 41, 41)\n",
            "8165\n",
            "(8166, 41, 41) (8166, 41, 41)\n",
            "8166\n",
            "(8167, 41, 41) (8167, 41, 41)\n",
            "8167\n",
            "(8168, 41, 41) (8168, 41, 41)\n",
            "8168\n",
            "(8169, 41, 41) (8169, 41, 41)\n",
            "8169\n",
            "(8170, 41, 41) (8170, 41, 41)\n",
            "8170\n",
            "(8171, 41, 41) (8171, 41, 41)\n",
            "8171\n",
            "(8172, 41, 41) (8172, 41, 41)\n",
            "8172\n",
            "(8173, 41, 41) (8173, 41, 41)\n",
            "8173\n",
            "(8174, 41, 41) (8174, 41, 41)\n",
            "8174\n",
            "(8175, 41, 41) (8175, 41, 41)\n",
            "8175\n",
            "(8176, 41, 41) (8176, 41, 41)\n",
            "8176\n",
            "(8177, 41, 41) (8177, 41, 41)\n",
            "8177\n",
            "(8178, 41, 41) (8178, 41, 41)\n",
            "8178\n",
            "(8179, 41, 41) (8179, 41, 41)\n",
            "8179\n",
            "(8180, 41, 41) (8180, 41, 41)\n",
            "8180\n",
            "(8181, 41, 41) (8181, 41, 41)\n",
            "8181\n",
            "(8182, 41, 41) (8182, 41, 41)\n",
            "8182\n",
            "(8183, 41, 41) (8183, 41, 41)\n",
            "8183\n",
            "(8184, 41, 41) (8184, 41, 41)\n",
            "8184\n",
            "(8185, 41, 41) (8185, 41, 41)\n",
            "8185\n",
            "(8186, 41, 41) (8186, 41, 41)\n",
            "8186\n",
            "(8187, 41, 41) (8187, 41, 41)\n",
            "8187\n",
            "(8188, 41, 41) (8188, 41, 41)\n",
            "8188\n",
            "(8189, 41, 41) (8189, 41, 41)\n",
            "8189\n",
            "(8190, 41, 41) (8190, 41, 41)\n",
            "8190\n",
            "(8191, 41, 41) (8191, 41, 41)\n",
            "8191\n",
            "(8192, 41, 41) (8192, 41, 41)\n",
            "8192\n",
            "(8193, 41, 41) (8193, 41, 41)\n",
            "8193\n",
            "(8194, 41, 41) (8194, 41, 41)\n",
            "8194\n",
            "(8195, 41, 41) (8195, 41, 41)\n",
            "8195\n",
            "(8196, 41, 41) (8196, 41, 41)\n",
            "8196\n",
            "(8197, 41, 41) (8197, 41, 41)\n",
            "8197\n",
            "(8198, 41, 41) (8198, 41, 41)\n",
            "8198\n",
            "(8199, 41, 41) (8199, 41, 41)\n",
            "8199\n",
            "(8200, 41, 41) (8200, 41, 41)\n",
            "8200\n",
            "(8201, 41, 41) (8201, 41, 41)\n",
            "8201\n",
            "(8202, 41, 41) (8202, 41, 41)\n",
            "8202\n",
            "(8203, 41, 41) (8203, 41, 41)\n",
            "8203\n",
            "(8204, 41, 41) (8204, 41, 41)\n",
            "8204\n",
            "(8205, 41, 41) (8205, 41, 41)\n",
            "8205\n",
            "(8206, 41, 41) (8206, 41, 41)\n",
            "8206\n",
            "(8207, 41, 41) (8207, 41, 41)\n",
            "8207\n",
            "(8208, 41, 41) (8208, 41, 41)\n",
            "8208\n",
            "(8209, 41, 41) (8209, 41, 41)\n",
            "8209\n",
            "(8210, 41, 41) (8210, 41, 41)\n",
            "8210\n",
            "(8211, 41, 41) (8211, 41, 41)\n",
            "8211\n",
            "(8212, 41, 41) (8212, 41, 41)\n",
            "8212\n",
            "(8213, 41, 41) (8213, 41, 41)\n",
            "8213\n",
            "(8214, 41, 41) (8214, 41, 41)\n",
            "8214\n",
            "(8215, 41, 41) (8215, 41, 41)\n",
            "8215\n",
            "(8216, 41, 41) (8216, 41, 41)\n",
            "8216\n",
            "(8217, 41, 41) (8217, 41, 41)\n",
            "8217\n",
            "(8218, 41, 41) (8218, 41, 41)\n",
            "8218\n",
            "(8219, 41, 41) (8219, 41, 41)\n",
            "8219\n",
            "(8220, 41, 41) (8220, 41, 41)\n",
            "8220\n",
            "(8221, 41, 41) (8221, 41, 41)\n",
            "8221\n",
            "(8222, 41, 41) (8222, 41, 41)\n",
            "8222\n",
            "(8223, 41, 41) (8223, 41, 41)\n",
            "8223\n",
            "(8224, 41, 41) (8224, 41, 41)\n",
            "8224\n",
            "(8225, 41, 41) (8225, 41, 41)\n",
            "8225\n",
            "(8226, 41, 41) (8226, 41, 41)\n",
            "8226\n",
            "(8227, 41, 41) (8227, 41, 41)\n",
            "8227\n",
            "(8228, 41, 41) (8228, 41, 41)\n",
            "8228\n",
            "(8229, 41, 41) (8229, 41, 41)\n",
            "8229\n",
            "(8230, 41, 41) (8230, 41, 41)\n",
            "8230\n",
            "(8231, 41, 41) (8231, 41, 41)\n",
            "8231\n",
            "(8232, 41, 41) (8232, 41, 41)\n",
            "8232\n",
            "(8233, 41, 41) (8233, 41, 41)\n",
            "8233\n",
            "(8234, 41, 41) (8234, 41, 41)\n",
            "8234\n",
            "(8235, 41, 41) (8235, 41, 41)\n",
            "8235\n",
            "(8236, 41, 41) (8236, 41, 41)\n",
            "8236\n",
            "(8237, 41, 41) (8237, 41, 41)\n",
            "8237\n",
            "(8238, 41, 41) (8238, 41, 41)\n",
            "8238\n",
            "(8239, 41, 41) (8239, 41, 41)\n",
            "8239\n",
            "(8240, 41, 41) (8240, 41, 41)\n",
            "8240\n",
            "(8241, 41, 41) (8241, 41, 41)\n",
            "8241\n",
            "(8242, 41, 41) (8242, 41, 41)\n",
            "8242\n",
            "(8243, 41, 41) (8243, 41, 41)\n",
            "8243\n",
            "(8244, 41, 41) (8244, 41, 41)\n",
            "8244\n",
            "(8245, 41, 41) (8245, 41, 41)\n",
            "8245\n",
            "(8246, 41, 41) (8246, 41, 41)\n",
            "8246\n",
            "(8247, 41, 41) (8247, 41, 41)\n",
            "8247\n",
            "(8248, 41, 41) (8248, 41, 41)\n",
            "8248\n",
            "(8249, 41, 41) (8249, 41, 41)\n",
            "8249\n",
            "(8250, 41, 41) (8250, 41, 41)\n",
            "8250\n",
            "(8251, 41, 41) (8251, 41, 41)\n",
            "8251\n",
            "(8252, 41, 41) (8252, 41, 41)\n",
            "8252\n",
            "(8253, 41, 41) (8253, 41, 41)\n",
            "8253\n",
            "(8254, 41, 41) (8254, 41, 41)\n",
            "8254\n",
            "(8255, 41, 41) (8255, 41, 41)\n",
            "8255\n",
            "(8256, 41, 41) (8256, 41, 41)\n",
            "8256\n",
            "(8257, 41, 41) (8257, 41, 41)\n",
            "8257\n",
            "(8258, 41, 41) (8258, 41, 41)\n",
            "8258\n",
            "(8259, 41, 41) (8259, 41, 41)\n",
            "8259\n",
            "(8260, 41, 41) (8260, 41, 41)\n",
            "8260\n",
            "(8261, 41, 41) (8261, 41, 41)\n",
            "8261\n",
            "(8262, 41, 41) (8262, 41, 41)\n",
            "8262\n",
            "(8263, 41, 41) (8263, 41, 41)\n",
            "8263\n",
            "(8264, 41, 41) (8264, 41, 41)\n",
            "8264\n",
            "(8265, 41, 41) (8265, 41, 41)\n",
            "8265\n",
            "(8266, 41, 41) (8266, 41, 41)\n",
            "8266\n",
            "(8267, 41, 41) (8267, 41, 41)\n",
            "8267\n",
            "(8268, 41, 41) (8268, 41, 41)\n",
            "8268\n",
            "(8269, 41, 41) (8269, 41, 41)\n",
            "8269\n",
            "(8270, 41, 41) (8270, 41, 41)\n",
            "8270\n",
            "(8271, 41, 41) (8271, 41, 41)\n",
            "8271\n",
            "(8272, 41, 41) (8272, 41, 41)\n",
            "8272\n",
            "(8273, 41, 41) (8273, 41, 41)\n",
            "8273\n",
            "(8274, 41, 41) (8274, 41, 41)\n",
            "8274\n",
            "(8275, 41, 41) (8275, 41, 41)\n",
            "8275\n",
            "(8276, 41, 41) (8276, 41, 41)\n",
            "8276\n",
            "(8277, 41, 41) (8277, 41, 41)\n",
            "8277\n",
            "(8278, 41, 41) (8278, 41, 41)\n",
            "8278\n",
            "(8279, 41, 41) (8279, 41, 41)\n",
            "8279\n",
            "(8280, 41, 41) (8280, 41, 41)\n",
            "8280\n",
            "(8281, 41, 41) (8281, 41, 41)\n",
            "8281\n",
            "(8282, 41, 41) (8282, 41, 41)\n",
            "8282\n",
            "(8283, 41, 41) (8283, 41, 41)\n",
            "8283\n",
            "(8284, 41, 41) (8284, 41, 41)\n",
            "8284\n",
            "(8285, 41, 41) (8285, 41, 41)\n",
            "8285\n",
            "(8286, 41, 41) (8286, 41, 41)\n",
            "8286\n",
            "(8287, 41, 41) (8287, 41, 41)\n",
            "8287\n",
            "(8288, 41, 41) (8288, 41, 41)\n",
            "8288\n",
            "(8289, 41, 41) (8289, 41, 41)\n",
            "8289\n",
            "(8290, 41, 41) (8290, 41, 41)\n",
            "8290\n",
            "(8291, 41, 41) (8291, 41, 41)\n",
            "8291\n",
            "(8292, 41, 41) (8292, 41, 41)\n",
            "8292\n",
            "(8293, 41, 41) (8293, 41, 41)\n",
            "8293\n",
            "(8294, 41, 41) (8294, 41, 41)\n",
            "8294\n",
            "(8295, 41, 41) (8295, 41, 41)\n",
            "8295\n",
            "(8296, 41, 41) (8296, 41, 41)\n",
            "8296\n",
            "(8297, 41, 41) (8297, 41, 41)\n",
            "8297\n",
            "(8298, 41, 41) (8298, 41, 41)\n",
            "8298\n",
            "(8299, 41, 41) (8299, 41, 41)\n",
            "8299\n",
            "(8300, 41, 41) (8300, 41, 41)\n",
            "8300\n",
            "(8301, 41, 41) (8301, 41, 41)\n",
            "8301\n",
            "(8302, 41, 41) (8302, 41, 41)\n",
            "8302\n",
            "(8303, 41, 41) (8303, 41, 41)\n",
            "8303\n",
            "(8304, 41, 41) (8304, 41, 41)\n",
            "8304\n",
            "(8305, 41, 41) (8305, 41, 41)\n",
            "8305\n",
            "(8306, 41, 41) (8306, 41, 41)\n",
            "8306\n",
            "(8307, 41, 41) (8307, 41, 41)\n",
            "8307\n",
            "(8308, 41, 41) (8308, 41, 41)\n",
            "8308\n",
            "(8309, 41, 41) (8309, 41, 41)\n",
            "8309\n",
            "(8310, 41, 41) (8310, 41, 41)\n",
            "8310\n",
            "(8311, 41, 41) (8311, 41, 41)\n",
            "8311\n",
            "(8312, 41, 41) (8312, 41, 41)\n",
            "8312\n",
            "(8313, 41, 41) (8313, 41, 41)\n",
            "8313\n",
            "(8314, 41, 41) (8314, 41, 41)\n",
            "8314\n",
            "(8315, 41, 41) (8315, 41, 41)\n",
            "8315\n",
            "(8316, 41, 41) (8316, 41, 41)\n",
            "8316\n",
            "(8317, 41, 41) (8317, 41, 41)\n",
            "8317\n",
            "(8318, 41, 41) (8318, 41, 41)\n",
            "8318\n",
            "(8319, 41, 41) (8319, 41, 41)\n",
            "8319\n",
            "(8320, 41, 41) (8320, 41, 41)\n",
            "8320\n",
            "(8321, 41, 41) (8321, 41, 41)\n",
            "8321\n",
            "(8322, 41, 41) (8322, 41, 41)\n",
            "8322\n",
            "(8323, 41, 41) (8323, 41, 41)\n",
            "8323\n",
            "(8324, 41, 41) (8324, 41, 41)\n",
            "8324\n",
            "(8325, 41, 41) (8325, 41, 41)\n",
            "8325\n",
            "(8326, 41, 41) (8326, 41, 41)\n",
            "8326\n",
            "(8327, 41, 41) (8327, 41, 41)\n",
            "8327\n",
            "(8328, 41, 41) (8328, 41, 41)\n",
            "8328\n",
            "(8329, 41, 41) (8329, 41, 41)\n",
            "8329\n",
            "(8330, 41, 41) (8330, 41, 41)\n",
            "8330\n",
            "(8331, 41, 41) (8331, 41, 41)\n",
            "8331\n",
            "(8332, 41, 41) (8332, 41, 41)\n",
            "8332\n",
            "(8333, 41, 41) (8333, 41, 41)\n",
            "8333\n",
            "(8334, 41, 41) (8334, 41, 41)\n",
            "8334\n",
            "(8335, 41, 41) (8335, 41, 41)\n",
            "8335\n",
            "(8336, 41, 41) (8336, 41, 41)\n",
            "8336\n",
            "(8337, 41, 41) (8337, 41, 41)\n",
            "8337\n",
            "(8338, 41, 41) (8338, 41, 41)\n",
            "8338\n",
            "(8339, 41, 41) (8339, 41, 41)\n",
            "8339\n",
            "(8340, 41, 41) (8340, 41, 41)\n",
            "8340\n",
            "(8341, 41, 41) (8341, 41, 41)\n",
            "8341\n",
            "(8342, 41, 41) (8342, 41, 41)\n",
            "8342\n",
            "(8343, 41, 41) (8343, 41, 41)\n",
            "8343\n",
            "(8344, 41, 41) (8344, 41, 41)\n",
            "8344\n",
            "(8345, 41, 41) (8345, 41, 41)\n",
            "8345\n",
            "(8346, 41, 41) (8346, 41, 41)\n",
            "8346\n",
            "(8347, 41, 41) (8347, 41, 41)\n",
            "8347\n",
            "(8348, 41, 41) (8348, 41, 41)\n",
            "8348\n",
            "(8349, 41, 41) (8349, 41, 41)\n",
            "8349\n",
            "(8350, 41, 41) (8350, 41, 41)\n",
            "8350\n",
            "(8351, 41, 41) (8351, 41, 41)\n",
            "8351\n",
            "(8352, 41, 41) (8352, 41, 41)\n",
            "8352\n",
            "(8353, 41, 41) (8353, 41, 41)\n",
            "8353\n",
            "(8354, 41, 41) (8354, 41, 41)\n",
            "8354\n",
            "(8355, 41, 41) (8355, 41, 41)\n",
            "8355\n",
            "(8356, 41, 41) (8356, 41, 41)\n",
            "8356\n",
            "(8357, 41, 41) (8357, 41, 41)\n",
            "8357\n",
            "(8358, 41, 41) (8358, 41, 41)\n",
            "8358\n",
            "(8359, 41, 41) (8359, 41, 41)\n",
            "8359\n",
            "(8360, 41, 41) (8360, 41, 41)\n",
            "8360\n",
            "(8361, 41, 41) (8361, 41, 41)\n",
            "8361\n",
            "(8362, 41, 41) (8362, 41, 41)\n",
            "8362\n",
            "(8363, 41, 41) (8363, 41, 41)\n",
            "8363\n",
            "(8364, 41, 41) (8364, 41, 41)\n",
            "8364\n",
            "(8365, 41, 41) (8365, 41, 41)\n",
            "8365\n",
            "(8366, 41, 41) (8366, 41, 41)\n",
            "8366\n",
            "(8367, 41, 41) (8367, 41, 41)\n",
            "8367\n",
            "(8368, 41, 41) (8368, 41, 41)\n",
            "8368\n",
            "(8369, 41, 41) (8369, 41, 41)\n",
            "8369\n",
            "(8370, 41, 41) (8370, 41, 41)\n",
            "8370\n",
            "(8371, 41, 41) (8371, 41, 41)\n",
            "8371\n",
            "(8372, 41, 41) (8372, 41, 41)\n",
            "8372\n",
            "(8373, 41, 41) (8373, 41, 41)\n",
            "8373\n",
            "(8374, 41, 41) (8374, 41, 41)\n",
            "8374\n",
            "(8375, 41, 41) (8375, 41, 41)\n",
            "8375\n",
            "(8376, 41, 41) (8376, 41, 41)\n",
            "8376\n",
            "(8377, 41, 41) (8377, 41, 41)\n",
            "8377\n",
            "(8378, 41, 41) (8378, 41, 41)\n",
            "8378\n",
            "(8379, 41, 41) (8379, 41, 41)\n",
            "8379\n",
            "(8380, 41, 41) (8380, 41, 41)\n",
            "8380\n",
            "(8381, 41, 41) (8381, 41, 41)\n",
            "8381\n",
            "(8382, 41, 41) (8382, 41, 41)\n",
            "8382\n",
            "(8383, 41, 41) (8383, 41, 41)\n",
            "8383\n",
            "(8384, 41, 41) (8384, 41, 41)\n",
            "8384\n",
            "(8385, 41, 41) (8385, 41, 41)\n",
            "8385\n",
            "(8386, 41, 41) (8386, 41, 41)\n",
            "8386\n",
            "(8387, 41, 41) (8387, 41, 41)\n",
            "8387\n",
            "(8388, 41, 41) (8388, 41, 41)\n",
            "8388\n",
            "(8389, 41, 41) (8389, 41, 41)\n",
            "8389\n",
            "(8390, 41, 41) (8390, 41, 41)\n",
            "8390\n",
            "(8391, 41, 41) (8391, 41, 41)\n",
            "8391\n",
            "(8392, 41, 41) (8392, 41, 41)\n",
            "8392\n",
            "(8393, 41, 41) (8393, 41, 41)\n",
            "8393\n",
            "(8394, 41, 41) (8394, 41, 41)\n",
            "8394\n",
            "(8395, 41, 41) (8395, 41, 41)\n",
            "8395\n",
            "(8396, 41, 41) (8396, 41, 41)\n",
            "8396\n",
            "(8397, 41, 41) (8397, 41, 41)\n",
            "8397\n",
            "(8398, 41, 41) (8398, 41, 41)\n",
            "8398\n",
            "(8399, 41, 41) (8399, 41, 41)\n",
            "8399\n",
            "(8400, 41, 41) (8400, 41, 41)\n",
            "8400\n",
            "(8401, 41, 41) (8401, 41, 41)\n",
            "8401\n",
            "(8402, 41, 41) (8402, 41, 41)\n",
            "8402\n",
            "(8403, 41, 41) (8403, 41, 41)\n",
            "8403\n",
            "(8404, 41, 41) (8404, 41, 41)\n",
            "8404\n",
            "(8405, 41, 41) (8405, 41, 41)\n",
            "8405\n",
            "(8406, 41, 41) (8406, 41, 41)\n",
            "8406\n",
            "(8407, 41, 41) (8407, 41, 41)\n",
            "8407\n",
            "(8408, 41, 41) (8408, 41, 41)\n",
            "8408\n",
            "(8409, 41, 41) (8409, 41, 41)\n",
            "8409\n",
            "(8410, 41, 41) (8410, 41, 41)\n",
            "8410\n",
            "(8411, 41, 41) (8411, 41, 41)\n",
            "8411\n",
            "(8412, 41, 41) (8412, 41, 41)\n",
            "8412\n",
            "(8413, 41, 41) (8413, 41, 41)\n",
            "8413\n",
            "(8414, 41, 41) (8414, 41, 41)\n",
            "8414\n",
            "(8415, 41, 41) (8415, 41, 41)\n",
            "8415\n",
            "(8416, 41, 41) (8416, 41, 41)\n",
            "8416\n",
            "(8417, 41, 41) (8417, 41, 41)\n",
            "8417\n",
            "(8418, 41, 41) (8418, 41, 41)\n",
            "8418\n",
            "(8419, 41, 41) (8419, 41, 41)\n",
            "8419\n",
            "(8420, 41, 41) (8420, 41, 41)\n",
            "8420\n",
            "(8421, 41, 41) (8421, 41, 41)\n",
            "8421\n",
            "(8422, 41, 41) (8422, 41, 41)\n",
            "8422\n",
            "(8423, 41, 41) (8423, 41, 41)\n",
            "8423\n",
            "(8424, 41, 41) (8424, 41, 41)\n",
            "8424\n",
            "(8425, 41, 41) (8425, 41, 41)\n",
            "8425\n",
            "(8426, 41, 41) (8426, 41, 41)\n",
            "8426\n",
            "(8427, 41, 41) (8427, 41, 41)\n",
            "8427\n",
            "(8428, 41, 41) (8428, 41, 41)\n",
            "8428\n",
            "(8429, 41, 41) (8429, 41, 41)\n",
            "8429\n",
            "(8430, 41, 41) (8430, 41, 41)\n",
            "8430\n",
            "(8431, 41, 41) (8431, 41, 41)\n",
            "8431\n",
            "(8432, 41, 41) (8432, 41, 41)\n",
            "8432\n",
            "(8433, 41, 41) (8433, 41, 41)\n",
            "8433\n",
            "(8434, 41, 41) (8434, 41, 41)\n",
            "8434\n",
            "(8435, 41, 41) (8435, 41, 41)\n",
            "8435\n",
            "(8436, 41, 41) (8436, 41, 41)\n",
            "8436\n",
            "(8437, 41, 41) (8437, 41, 41)\n",
            "8437\n",
            "(8438, 41, 41) (8438, 41, 41)\n",
            "8438\n",
            "(8439, 41, 41) (8439, 41, 41)\n",
            "8439\n",
            "(8440, 41, 41) (8440, 41, 41)\n",
            "8440\n",
            "(8441, 41, 41) (8441, 41, 41)\n",
            "8441\n",
            "(8442, 41, 41) (8442, 41, 41)\n",
            "8442\n",
            "(8443, 41, 41) (8443, 41, 41)\n",
            "8443\n",
            "(8444, 41, 41) (8444, 41, 41)\n",
            "8444\n",
            "(8445, 41, 41) (8445, 41, 41)\n",
            "8445\n",
            "(8446, 41, 41) (8446, 41, 41)\n",
            "8446\n",
            "(8447, 41, 41) (8447, 41, 41)\n",
            "8447\n",
            "(8448, 41, 41) (8448, 41, 41)\n",
            "8448\n",
            "(8449, 41, 41) (8449, 41, 41)\n",
            "8449\n",
            "(8450, 41, 41) (8450, 41, 41)\n",
            "8450\n",
            "(8451, 41, 41) (8451, 41, 41)\n",
            "8451\n",
            "(8452, 41, 41) (8452, 41, 41)\n",
            "8452\n",
            "(8453, 41, 41) (8453, 41, 41)\n",
            "8453\n",
            "(8454, 41, 41) (8454, 41, 41)\n",
            "8454\n",
            "(8455, 41, 41) (8455, 41, 41)\n",
            "8455\n",
            "(8456, 41, 41) (8456, 41, 41)\n",
            "8456\n",
            "(8457, 41, 41) (8457, 41, 41)\n",
            "8457\n",
            "(8458, 41, 41) (8458, 41, 41)\n",
            "8458\n",
            "(8459, 41, 41) (8459, 41, 41)\n",
            "8459\n",
            "(8460, 41, 41) (8460, 41, 41)\n",
            "8460\n",
            "(8461, 41, 41) (8461, 41, 41)\n",
            "8461\n",
            "(8462, 41, 41) (8462, 41, 41)\n",
            "8462\n",
            "(8463, 41, 41) (8463, 41, 41)\n",
            "8463\n",
            "(8464, 41, 41) (8464, 41, 41)\n",
            "8464\n",
            "(8465, 41, 41) (8465, 41, 41)\n",
            "8465\n",
            "(8466, 41, 41) (8466, 41, 41)\n",
            "8466\n",
            "(8467, 41, 41) (8467, 41, 41)\n",
            "8467\n",
            "(8468, 41, 41) (8468, 41, 41)\n",
            "8468\n",
            "(8469, 41, 41) (8469, 41, 41)\n",
            "8469\n",
            "(8470, 41, 41) (8470, 41, 41)\n",
            "8470\n",
            "(8471, 41, 41) (8471, 41, 41)\n",
            "8471\n",
            "(8472, 41, 41) (8472, 41, 41)\n",
            "8472\n",
            "(8473, 41, 41) (8473, 41, 41)\n",
            "8473\n",
            "(8474, 41, 41) (8474, 41, 41)\n",
            "8474\n",
            "(8475, 41, 41) (8475, 41, 41)\n",
            "8475\n",
            "(8476, 41, 41) (8476, 41, 41)\n",
            "8476\n",
            "(8477, 41, 41) (8477, 41, 41)\n",
            "8477\n",
            "(8478, 41, 41) (8478, 41, 41)\n",
            "8478\n",
            "(8479, 41, 41) (8479, 41, 41)\n",
            "8479\n",
            "(8480, 41, 41) (8480, 41, 41)\n",
            "8480\n",
            "(8481, 41, 41) (8481, 41, 41)\n",
            "8481\n",
            "(8482, 41, 41) (8482, 41, 41)\n",
            "8482\n",
            "(8483, 41, 41) (8483, 41, 41)\n",
            "8483\n",
            "(8484, 41, 41) (8484, 41, 41)\n",
            "8484\n",
            "(8485, 41, 41) (8485, 41, 41)\n",
            "8485\n",
            "(8486, 41, 41) (8486, 41, 41)\n",
            "8486\n",
            "(8487, 41, 41) (8487, 41, 41)\n",
            "8487\n",
            "(8488, 41, 41) (8488, 41, 41)\n",
            "8488\n",
            "(8489, 41, 41) (8489, 41, 41)\n",
            "8489\n",
            "(8490, 41, 41) (8490, 41, 41)\n",
            "8490\n",
            "(8491, 41, 41) (8491, 41, 41)\n",
            "8491\n",
            "(8492, 41, 41) (8492, 41, 41)\n",
            "8492\n",
            "(8493, 41, 41) (8493, 41, 41)\n",
            "8493\n",
            "(8494, 41, 41) (8494, 41, 41)\n",
            "8494\n",
            "(8495, 41, 41) (8495, 41, 41)\n",
            "8495\n",
            "(8496, 41, 41) (8496, 41, 41)\n",
            "8496\n",
            "(8497, 41, 41) (8497, 41, 41)\n",
            "8497\n",
            "(8498, 41, 41) (8498, 41, 41)\n",
            "8498\n",
            "(8499, 41, 41) (8499, 41, 41)\n",
            "8499\n",
            "(8500, 41, 41) (8500, 41, 41)\n",
            "8500\n",
            "(8501, 41, 41) (8501, 41, 41)\n",
            "8501\n",
            "(8502, 41, 41) (8502, 41, 41)\n",
            "8502\n",
            "(8503, 41, 41) (8503, 41, 41)\n",
            "8503\n",
            "(8504, 41, 41) (8504, 41, 41)\n",
            "8504\n",
            "(8505, 41, 41) (8505, 41, 41)\n",
            "8505\n",
            "(8506, 41, 41) (8506, 41, 41)\n",
            "8506\n",
            "(8507, 41, 41) (8507, 41, 41)\n",
            "8507\n",
            "(8508, 41, 41) (8508, 41, 41)\n",
            "8508\n",
            "(8509, 41, 41) (8509, 41, 41)\n",
            "8509\n",
            "(8510, 41, 41) (8510, 41, 41)\n",
            "8510\n",
            "(8511, 41, 41) (8511, 41, 41)\n",
            "8511\n",
            "(8512, 41, 41) (8512, 41, 41)\n",
            "8512\n",
            "(8513, 41, 41) (8513, 41, 41)\n",
            "8513\n",
            "(8514, 41, 41) (8514, 41, 41)\n",
            "8514\n",
            "(8515, 41, 41) (8515, 41, 41)\n",
            "8515\n",
            "(8516, 41, 41) (8516, 41, 41)\n",
            "8516\n",
            "(8517, 41, 41) (8517, 41, 41)\n",
            "8517\n",
            "(8518, 41, 41) (8518, 41, 41)\n",
            "8518\n",
            "(8519, 41, 41) (8519, 41, 41)\n",
            "8519\n",
            "(8520, 41, 41) (8520, 41, 41)\n",
            "8520\n",
            "(8521, 41, 41) (8521, 41, 41)\n",
            "8521\n",
            "(8522, 41, 41) (8522, 41, 41)\n",
            "8522\n",
            "(8523, 41, 41) (8523, 41, 41)\n",
            "8523\n",
            "(8524, 41, 41) (8524, 41, 41)\n",
            "8524\n",
            "(8525, 41, 41) (8525, 41, 41)\n",
            "8525\n",
            "(8526, 41, 41) (8526, 41, 41)\n",
            "8526\n",
            "(8527, 41, 41) (8527, 41, 41)\n",
            "8527\n",
            "(8528, 41, 41) (8528, 41, 41)\n",
            "8528\n",
            "(8529, 41, 41) (8529, 41, 41)\n",
            "8529\n",
            "(8530, 41, 41) (8530, 41, 41)\n",
            "8530\n",
            "(8531, 41, 41) (8531, 41, 41)\n",
            "8531\n",
            "(8532, 41, 41) (8532, 41, 41)\n",
            "8532\n",
            "(8533, 41, 41) (8533, 41, 41)\n",
            "8533\n",
            "(8534, 41, 41) (8534, 41, 41)\n",
            "8534\n",
            "(8535, 41, 41) (8535, 41, 41)\n",
            "8535\n",
            "(8536, 41, 41) (8536, 41, 41)\n",
            "8536\n",
            "(8537, 41, 41) (8537, 41, 41)\n",
            "8537\n",
            "(8538, 41, 41) (8538, 41, 41)\n",
            "8538\n",
            "(8539, 41, 41) (8539, 41, 41)\n",
            "8539\n",
            "(8540, 41, 41) (8540, 41, 41)\n",
            "8540\n",
            "(8541, 41, 41) (8541, 41, 41)\n",
            "8541\n",
            "(8542, 41, 41) (8542, 41, 41)\n",
            "8542\n",
            "(8543, 41, 41) (8543, 41, 41)\n",
            "8543\n",
            "(8544, 41, 41) (8544, 41, 41)\n",
            "8544\n",
            "(8545, 41, 41) (8545, 41, 41)\n",
            "8545\n",
            "(8546, 41, 41) (8546, 41, 41)\n",
            "8546\n",
            "(8547, 41, 41) (8547, 41, 41)\n",
            "8547\n",
            "(8548, 41, 41) (8548, 41, 41)\n",
            "8548\n",
            "(8549, 41, 41) (8549, 41, 41)\n",
            "8549\n",
            "(8550, 41, 41) (8550, 41, 41)\n",
            "8550\n",
            "(8551, 41, 41) (8551, 41, 41)\n",
            "8551\n",
            "(8552, 41, 41) (8552, 41, 41)\n",
            "8552\n",
            "(8553, 41, 41) (8553, 41, 41)\n",
            "8553\n",
            "(8554, 41, 41) (8554, 41, 41)\n",
            "8554\n",
            "(8555, 41, 41) (8555, 41, 41)\n",
            "8555\n",
            "(8556, 41, 41) (8556, 41, 41)\n",
            "8556\n",
            "(8557, 41, 41) (8557, 41, 41)\n",
            "8557\n",
            "(8558, 41, 41) (8558, 41, 41)\n",
            "8558\n",
            "(8559, 41, 41) (8559, 41, 41)\n",
            "8559\n",
            "(8560, 41, 41) (8560, 41, 41)\n",
            "8560\n",
            "(8561, 41, 41) (8561, 41, 41)\n",
            "8561\n",
            "(8562, 41, 41) (8562, 41, 41)\n",
            "8562\n",
            "(8563, 41, 41) (8563, 41, 41)\n",
            "8563\n",
            "(8564, 41, 41) (8564, 41, 41)\n",
            "8564\n",
            "(8565, 41, 41) (8565, 41, 41)\n",
            "8565\n",
            "(8566, 41, 41) (8566, 41, 41)\n",
            "8566\n",
            "(8567, 41, 41) (8567, 41, 41)\n",
            "8567\n",
            "(8568, 41, 41) (8568, 41, 41)\n",
            "8568\n",
            "(8569, 41, 41) (8569, 41, 41)\n",
            "8569\n",
            "(8570, 41, 41) (8570, 41, 41)\n",
            "8570\n",
            "(8571, 41, 41) (8571, 41, 41)\n",
            "8571\n",
            "(8572, 41, 41) (8572, 41, 41)\n",
            "8572\n",
            "(8573, 41, 41) (8573, 41, 41)\n",
            "8573\n",
            "(8574, 41, 41) (8574, 41, 41)\n",
            "8574\n",
            "(8575, 41, 41) (8575, 41, 41)\n",
            "8575\n",
            "(8576, 41, 41) (8576, 41, 41)\n",
            "8576\n",
            "(8577, 41, 41) (8577, 41, 41)\n",
            "8577\n",
            "(8578, 41, 41) (8578, 41, 41)\n",
            "8578\n",
            "(8579, 41, 41) (8579, 41, 41)\n",
            "8579\n",
            "(8580, 41, 41) (8580, 41, 41)\n",
            "8580\n",
            "(8581, 41, 41) (8581, 41, 41)\n",
            "8581\n",
            "(8582, 41, 41) (8582, 41, 41)\n",
            "8582\n",
            "(8583, 41, 41) (8583, 41, 41)\n",
            "8583\n",
            "(8584, 41, 41) (8584, 41, 41)\n",
            "8584\n",
            "(8585, 41, 41) (8585, 41, 41)\n",
            "8585\n",
            "(8586, 41, 41) (8586, 41, 41)\n",
            "8586\n",
            "(8587, 41, 41) (8587, 41, 41)\n",
            "8587\n",
            "(8588, 41, 41) (8588, 41, 41)\n",
            "8588\n",
            "(8589, 41, 41) (8589, 41, 41)\n",
            "8589\n",
            "(8590, 41, 41) (8590, 41, 41)\n",
            "8590\n",
            "(8591, 41, 41) (8591, 41, 41)\n",
            "8591\n",
            "(8592, 41, 41) (8592, 41, 41)\n",
            "8592\n",
            "(8593, 41, 41) (8593, 41, 41)\n",
            "8593\n",
            "(8594, 41, 41) (8594, 41, 41)\n",
            "8594\n",
            "(8595, 41, 41) (8595, 41, 41)\n",
            "8595\n",
            "(8596, 41, 41) (8596, 41, 41)\n",
            "8596\n",
            "(8597, 41, 41) (8597, 41, 41)\n",
            "8597\n",
            "(8598, 41, 41) (8598, 41, 41)\n",
            "8598\n",
            "(8599, 41, 41) (8599, 41, 41)\n",
            "8599\n",
            "(8600, 41, 41) (8600, 41, 41)\n",
            "8600\n",
            "(8601, 41, 41) (8601, 41, 41)\n",
            "8601\n",
            "(8602, 41, 41) (8602, 41, 41)\n",
            "8602\n",
            "(8603, 41, 41) (8603, 41, 41)\n",
            "8603\n",
            "(8604, 41, 41) (8604, 41, 41)\n",
            "8604\n",
            "(8605, 41, 41) (8605, 41, 41)\n",
            "8605\n",
            "(8606, 41, 41) (8606, 41, 41)\n",
            "8606\n",
            "(8607, 41, 41) (8607, 41, 41)\n",
            "8607\n",
            "(8608, 41, 41) (8608, 41, 41)\n",
            "8608\n",
            "(8609, 41, 41) (8609, 41, 41)\n",
            "8609\n",
            "(8610, 41, 41) (8610, 41, 41)\n",
            "8610\n",
            "(8611, 41, 41) (8611, 41, 41)\n",
            "8611\n",
            "(8612, 41, 41) (8612, 41, 41)\n",
            "8612\n",
            "(8613, 41, 41) (8613, 41, 41)\n",
            "8613\n",
            "(8614, 41, 41) (8614, 41, 41)\n",
            "8614\n",
            "(8615, 41, 41) (8615, 41, 41)\n",
            "8615\n",
            "(8616, 41, 41) (8616, 41, 41)\n",
            "8616\n",
            "(8617, 41, 41) (8617, 41, 41)\n",
            "8617\n",
            "(8618, 41, 41) (8618, 41, 41)\n",
            "8618\n",
            "(8619, 41, 41) (8619, 41, 41)\n",
            "8619\n",
            "(8620, 41, 41) (8620, 41, 41)\n",
            "8620\n",
            "(8621, 41, 41) (8621, 41, 41)\n",
            "8621\n",
            "(8622, 41, 41) (8622, 41, 41)\n",
            "8622\n",
            "(8623, 41, 41) (8623, 41, 41)\n",
            "8623\n",
            "(8624, 41, 41) (8624, 41, 41)\n",
            "8624\n",
            "(8625, 41, 41) (8625, 41, 41)\n",
            "8625\n",
            "(8626, 41, 41) (8626, 41, 41)\n",
            "8626\n",
            "(8627, 41, 41) (8627, 41, 41)\n",
            "8627\n",
            "(8628, 41, 41) (8628, 41, 41)\n",
            "8628\n",
            "(8629, 41, 41) (8629, 41, 41)\n",
            "8629\n",
            "(8630, 41, 41) (8630, 41, 41)\n",
            "8630\n",
            "(8631, 41, 41) (8631, 41, 41)\n",
            "8631\n",
            "(8632, 41, 41) (8632, 41, 41)\n",
            "8632\n",
            "(8633, 41, 41) (8633, 41, 41)\n",
            "8633\n",
            "(8634, 41, 41) (8634, 41, 41)\n",
            "8634\n",
            "(8635, 41, 41) (8635, 41, 41)\n",
            "8635\n",
            "(8636, 41, 41) (8636, 41, 41)\n",
            "8636\n",
            "(8637, 41, 41) (8637, 41, 41)\n",
            "8637\n",
            "(8638, 41, 41) (8638, 41, 41)\n",
            "8638\n",
            "(8639, 41, 41) (8639, 41, 41)\n",
            "8639\n",
            "(8640, 41, 41) (8640, 41, 41)\n",
            "8640\n",
            "(8641, 41, 41) (8641, 41, 41)\n",
            "8641\n",
            "(8642, 41, 41) (8642, 41, 41)\n",
            "8642\n",
            "(8643, 41, 41) (8643, 41, 41)\n",
            "8643\n",
            "(8644, 41, 41) (8644, 41, 41)\n",
            "8644\n",
            "(8645, 41, 41) (8645, 41, 41)\n",
            "8645\n",
            "(8646, 41, 41) (8646, 41, 41)\n",
            "8646\n",
            "(8647, 41, 41) (8647, 41, 41)\n",
            "8647\n",
            "(8648, 41, 41) (8648, 41, 41)\n",
            "8648\n",
            "(8649, 41, 41) (8649, 41, 41)\n",
            "8649\n",
            "(8650, 41, 41) (8650, 41, 41)\n",
            "8650\n",
            "(8651, 41, 41) (8651, 41, 41)\n",
            "8651\n",
            "(8652, 41, 41) (8652, 41, 41)\n",
            "8652\n",
            "(8653, 41, 41) (8653, 41, 41)\n",
            "8653\n",
            "(8654, 41, 41) (8654, 41, 41)\n",
            "8654\n",
            "(8655, 41, 41) (8655, 41, 41)\n",
            "8655\n",
            "(8656, 41, 41) (8656, 41, 41)\n",
            "8656\n",
            "(8657, 41, 41) (8657, 41, 41)\n",
            "8657\n",
            "(8658, 41, 41) (8658, 41, 41)\n",
            "8658\n",
            "(8659, 41, 41) (8659, 41, 41)\n",
            "8659\n",
            "(8660, 41, 41) (8660, 41, 41)\n",
            "8660\n",
            "(8661, 41, 41) (8661, 41, 41)\n",
            "8661\n",
            "(8662, 41, 41) (8662, 41, 41)\n",
            "8662\n",
            "(8663, 41, 41) (8663, 41, 41)\n",
            "8663\n",
            "(8664, 41, 41) (8664, 41, 41)\n",
            "8664\n",
            "(8665, 41, 41) (8665, 41, 41)\n",
            "8665\n",
            "(8666, 41, 41) (8666, 41, 41)\n",
            "8666\n",
            "(8667, 41, 41) (8667, 41, 41)\n",
            "8667\n",
            "(8668, 41, 41) (8668, 41, 41)\n",
            "8668\n",
            "(8669, 41, 41) (8669, 41, 41)\n",
            "8669\n",
            "(8670, 41, 41) (8670, 41, 41)\n",
            "8670\n",
            "(8671, 41, 41) (8671, 41, 41)\n",
            "8671\n",
            "(8672, 41, 41) (8672, 41, 41)\n",
            "8672\n",
            "(8673, 41, 41) (8673, 41, 41)\n",
            "8673\n",
            "(8674, 41, 41) (8674, 41, 41)\n",
            "8674\n",
            "(8675, 41, 41) (8675, 41, 41)\n",
            "8675\n",
            "(8676, 41, 41) (8676, 41, 41)\n",
            "8676\n",
            "(8677, 41, 41) (8677, 41, 41)\n",
            "8677\n",
            "(8678, 41, 41) (8678, 41, 41)\n",
            "8678\n",
            "(8679, 41, 41) (8679, 41, 41)\n",
            "8679\n",
            "(8680, 41, 41) (8680, 41, 41)\n",
            "8680\n",
            "(8681, 41, 41) (8681, 41, 41)\n",
            "8681\n",
            "(8682, 41, 41) (8682, 41, 41)\n",
            "8682\n",
            "(8683, 41, 41) (8683, 41, 41)\n",
            "8683\n",
            "(8684, 41, 41) (8684, 41, 41)\n",
            "8684\n",
            "(8685, 41, 41) (8685, 41, 41)\n",
            "8685\n",
            "(8686, 41, 41) (8686, 41, 41)\n",
            "8686\n",
            "(8687, 41, 41) (8687, 41, 41)\n",
            "8687\n",
            "(8688, 41, 41) (8688, 41, 41)\n",
            "8688\n",
            "(8689, 41, 41) (8689, 41, 41)\n",
            "8689\n",
            "(8690, 41, 41) (8690, 41, 41)\n",
            "8690\n",
            "(8691, 41, 41) (8691, 41, 41)\n",
            "8691\n",
            "(8692, 41, 41) (8692, 41, 41)\n",
            "8692\n",
            "(8693, 41, 41) (8693, 41, 41)\n",
            "8693\n",
            "(8694, 41, 41) (8694, 41, 41)\n",
            "8694\n",
            "(8695, 41, 41) (8695, 41, 41)\n",
            "8695\n",
            "(8696, 41, 41) (8696, 41, 41)\n",
            "8696\n",
            "(8697, 41, 41) (8697, 41, 41)\n",
            "8697\n",
            "(8698, 41, 41) (8698, 41, 41)\n",
            "8698\n",
            "(8699, 41, 41) (8699, 41, 41)\n",
            "8699\n",
            "(8700, 41, 41) (8700, 41, 41)\n",
            "8700\n",
            "(8701, 41, 41) (8701, 41, 41)\n",
            "8701\n",
            "(8702, 41, 41) (8702, 41, 41)\n",
            "8702\n",
            "(8703, 41, 41) (8703, 41, 41)\n",
            "8703\n",
            "(8704, 41, 41) (8704, 41, 41)\n",
            "8704\n",
            "(8705, 41, 41) (8705, 41, 41)\n",
            "8705\n",
            "(8706, 41, 41) (8706, 41, 41)\n",
            "8706\n",
            "(8707, 41, 41) (8707, 41, 41)\n",
            "8707\n",
            "(8708, 41, 41) (8708, 41, 41)\n",
            "8708\n",
            "(8709, 41, 41) (8709, 41, 41)\n",
            "8709\n",
            "(8710, 41, 41) (8710, 41, 41)\n",
            "8710\n",
            "(8711, 41, 41) (8711, 41, 41)\n",
            "8711\n",
            "(8712, 41, 41) (8712, 41, 41)\n",
            "8712\n",
            "(8713, 41, 41) (8713, 41, 41)\n",
            "8713\n",
            "(8714, 41, 41) (8714, 41, 41)\n",
            "8714\n",
            "(8715, 41, 41) (8715, 41, 41)\n",
            "8715\n",
            "(8716, 41, 41) (8716, 41, 41)\n",
            "8716\n",
            "(8717, 41, 41) (8717, 41, 41)\n",
            "8717\n",
            "(8718, 41, 41) (8718, 41, 41)\n",
            "8718\n",
            "(8719, 41, 41) (8719, 41, 41)\n",
            "8719\n",
            "(8720, 41, 41) (8720, 41, 41)\n",
            "8720\n",
            "(8721, 41, 41) (8721, 41, 41)\n",
            "8721\n",
            "(8722, 41, 41) (8722, 41, 41)\n",
            "8722\n",
            "(8723, 41, 41) (8723, 41, 41)\n",
            "8723\n",
            "(8724, 41, 41) (8724, 41, 41)\n",
            "8724\n",
            "(8725, 41, 41) (8725, 41, 41)\n",
            "8725\n",
            "(8726, 41, 41) (8726, 41, 41)\n",
            "8726\n",
            "(8727, 41, 41) (8727, 41, 41)\n",
            "8727\n",
            "(8728, 41, 41) (8728, 41, 41)\n",
            "8728\n",
            "(8729, 41, 41) (8729, 41, 41)\n",
            "8729\n",
            "(8730, 41, 41) (8730, 41, 41)\n",
            "8730\n",
            "(8731, 41, 41) (8731, 41, 41)\n",
            "8731\n",
            "(8732, 41, 41) (8732, 41, 41)\n",
            "8732\n",
            "(8733, 41, 41) (8733, 41, 41)\n",
            "8733\n",
            "(8734, 41, 41) (8734, 41, 41)\n",
            "8734\n",
            "(8735, 41, 41) (8735, 41, 41)\n",
            "8735\n",
            "(8736, 41, 41) (8736, 41, 41)\n",
            "8736\n",
            "(8737, 41, 41) (8737, 41, 41)\n",
            "8737\n",
            "(8738, 41, 41) (8738, 41, 41)\n",
            "8738\n",
            "(8739, 41, 41) (8739, 41, 41)\n",
            "8739\n",
            "(8740, 41, 41) (8740, 41, 41)\n",
            "8740\n",
            "(8741, 41, 41) (8741, 41, 41)\n",
            "8741\n",
            "(8742, 41, 41) (8742, 41, 41)\n",
            "8742\n",
            "(8743, 41, 41) (8743, 41, 41)\n",
            "8743\n",
            "(8744, 41, 41) (8744, 41, 41)\n",
            "8744\n",
            "(8745, 41, 41) (8745, 41, 41)\n",
            "8745\n",
            "(8746, 41, 41) (8746, 41, 41)\n",
            "8746\n",
            "(8747, 41, 41) (8747, 41, 41)\n",
            "8747\n",
            "(8748, 41, 41) (8748, 41, 41)\n",
            "8748\n",
            "(8749, 41, 41) (8749, 41, 41)\n",
            "8749\n",
            "(8750, 41, 41) (8750, 41, 41)\n",
            "8750\n",
            "(8751, 41, 41) (8751, 41, 41)\n",
            "8751\n",
            "(8752, 41, 41) (8752, 41, 41)\n",
            "8752\n",
            "(8753, 41, 41) (8753, 41, 41)\n",
            "8753\n",
            "(8754, 41, 41) (8754, 41, 41)\n",
            "8754\n",
            "(8755, 41, 41) (8755, 41, 41)\n",
            "8755\n",
            "(8756, 41, 41) (8756, 41, 41)\n",
            "8756\n",
            "(8757, 41, 41) (8757, 41, 41)\n",
            "8757\n",
            "(8758, 41, 41) (8758, 41, 41)\n",
            "8758\n",
            "(8759, 41, 41) (8759, 41, 41)\n",
            "8759\n",
            "(8760, 41, 41) (8760, 41, 41)\n",
            "8760\n",
            "(8761, 41, 41) (8761, 41, 41)\n",
            "8761\n",
            "(8762, 41, 41) (8762, 41, 41)\n",
            "8762\n",
            "(8763, 41, 41) (8763, 41, 41)\n",
            "8763\n",
            "(8764, 41, 41) (8764, 41, 41)\n",
            "8764\n",
            "(8765, 41, 41) (8765, 41, 41)\n",
            "8765\n",
            "(8766, 41, 41) (8766, 41, 41)\n",
            "8766\n",
            "(8767, 41, 41) (8767, 41, 41)\n",
            "8767\n",
            "(8768, 41, 41) (8768, 41, 41)\n",
            "8768\n",
            "(8769, 41, 41) (8769, 41, 41)\n",
            "8769\n",
            "(8770, 41, 41) (8770, 41, 41)\n",
            "8770\n",
            "(8771, 41, 41) (8771, 41, 41)\n",
            "8771\n",
            "(8772, 41, 41) (8772, 41, 41)\n",
            "8772\n",
            "(8773, 41, 41) (8773, 41, 41)\n",
            "8773\n",
            "(8774, 41, 41) (8774, 41, 41)\n",
            "8774\n",
            "(8775, 41, 41) (8775, 41, 41)\n",
            "8775\n",
            "(8776, 41, 41) (8776, 41, 41)\n",
            "8776\n",
            "(8777, 41, 41) (8777, 41, 41)\n",
            "8777\n",
            "(8778, 41, 41) (8778, 41, 41)\n",
            "8778\n",
            "(8779, 41, 41) (8779, 41, 41)\n",
            "8779\n",
            "(8780, 41, 41) (8780, 41, 41)\n",
            "8780\n",
            "(8781, 41, 41) (8781, 41, 41)\n",
            "8781\n",
            "(8782, 41, 41) (8782, 41, 41)\n",
            "8782\n",
            "(8783, 41, 41) (8783, 41, 41)\n",
            "8783\n",
            "(8784, 41, 41) (8784, 41, 41)\n",
            "8784\n",
            "(8785, 41, 41) (8785, 41, 41)\n",
            "8785\n",
            "(8786, 41, 41) (8786, 41, 41)\n",
            "8786\n",
            "(8787, 41, 41) (8787, 41, 41)\n",
            "8787\n",
            "(8788, 41, 41) (8788, 41, 41)\n",
            "8788\n",
            "(8789, 41, 41) (8789, 41, 41)\n",
            "8789\n",
            "(8790, 41, 41) (8790, 41, 41)\n",
            "8790\n",
            "(8791, 41, 41) (8791, 41, 41)\n",
            "8791\n",
            "(8792, 41, 41) (8792, 41, 41)\n",
            "8792\n",
            "(8793, 41, 41) (8793, 41, 41)\n",
            "8793\n",
            "(8794, 41, 41) (8794, 41, 41)\n",
            "8794\n",
            "(8795, 41, 41) (8795, 41, 41)\n",
            "8795\n",
            "(8796, 41, 41) (8796, 41, 41)\n",
            "8796\n",
            "(8797, 41, 41) (8797, 41, 41)\n",
            "8797\n",
            "(8798, 41, 41) (8798, 41, 41)\n",
            "8798\n",
            "(8799, 41, 41) (8799, 41, 41)\n",
            "8799\n",
            "(8800, 41, 41) (8800, 41, 41)\n",
            "8800\n",
            "(8801, 41, 41) (8801, 41, 41)\n",
            "8801\n",
            "(8802, 41, 41) (8802, 41, 41)\n",
            "8802\n",
            "(8803, 41, 41) (8803, 41, 41)\n",
            "8803\n",
            "(8804, 41, 41) (8804, 41, 41)\n",
            "8804\n",
            "(8805, 41, 41) (8805, 41, 41)\n",
            "8805\n",
            "(8806, 41, 41) (8806, 41, 41)\n",
            "8806\n",
            "(8807, 41, 41) (8807, 41, 41)\n",
            "8807\n",
            "(8808, 41, 41) (8808, 41, 41)\n",
            "8808\n",
            "(8809, 41, 41) (8809, 41, 41)\n",
            "8809\n",
            "(8810, 41, 41) (8810, 41, 41)\n",
            "8810\n",
            "(8811, 41, 41) (8811, 41, 41)\n",
            "8811\n",
            "(8812, 41, 41) (8812, 41, 41)\n",
            "8812\n",
            "(8813, 41, 41) (8813, 41, 41)\n",
            "8813\n",
            "(8814, 41, 41) (8814, 41, 41)\n",
            "8814\n",
            "(8815, 41, 41) (8815, 41, 41)\n",
            "8815\n",
            "(8816, 41, 41) (8816, 41, 41)\n",
            "8816\n",
            "(8817, 41, 41) (8817, 41, 41)\n",
            "8817\n",
            "(8818, 41, 41) (8818, 41, 41)\n",
            "8818\n",
            "(8819, 41, 41) (8819, 41, 41)\n",
            "8819\n",
            "(8820, 41, 41) (8820, 41, 41)\n",
            "8820\n",
            "(8821, 41, 41) (8821, 41, 41)\n",
            "8821\n",
            "(8822, 41, 41) (8822, 41, 41)\n",
            "8822\n",
            "(8823, 41, 41) (8823, 41, 41)\n",
            "8823\n",
            "(8824, 41, 41) (8824, 41, 41)\n",
            "8824\n",
            "(8825, 41, 41) (8825, 41, 41)\n",
            "8825\n",
            "(8826, 41, 41) (8826, 41, 41)\n",
            "8826\n",
            "(8827, 41, 41) (8827, 41, 41)\n",
            "8827\n",
            "(8828, 41, 41) (8828, 41, 41)\n",
            "8828\n",
            "(8829, 41, 41) (8829, 41, 41)\n",
            "8829\n",
            "(8830, 41, 41) (8830, 41, 41)\n",
            "8830\n",
            "(8831, 41, 41) (8831, 41, 41)\n",
            "8831\n",
            "(8832, 41, 41) (8832, 41, 41)\n",
            "8832\n",
            "(8833, 41, 41) (8833, 41, 41)\n",
            "8833\n",
            "(8834, 41, 41) (8834, 41, 41)\n",
            "8834\n",
            "(8835, 41, 41) (8835, 41, 41)\n",
            "8835\n",
            "(8836, 41, 41) (8836, 41, 41)\n",
            "8836\n",
            "(8837, 41, 41) (8837, 41, 41)\n",
            "8837\n",
            "(8838, 41, 41) (8838, 41, 41)\n",
            "8838\n",
            "(8839, 41, 41) (8839, 41, 41)\n",
            "8839\n",
            "(8840, 41, 41) (8840, 41, 41)\n",
            "8840\n",
            "(8841, 41, 41) (8841, 41, 41)\n",
            "8841\n",
            "(8842, 41, 41) (8842, 41, 41)\n",
            "8842\n",
            "(8843, 41, 41) (8843, 41, 41)\n",
            "8843\n",
            "(8844, 41, 41) (8844, 41, 41)\n",
            "8844\n",
            "(8845, 41, 41) (8845, 41, 41)\n",
            "8845\n",
            "(8846, 41, 41) (8846, 41, 41)\n",
            "8846\n",
            "(8847, 41, 41) (8847, 41, 41)\n",
            "8847\n",
            "(8848, 41, 41) (8848, 41, 41)\n",
            "8848\n",
            "(8849, 41, 41) (8849, 41, 41)\n",
            "8849\n",
            "(8850, 41, 41) (8850, 41, 41)\n",
            "8850\n",
            "(8851, 41, 41) (8851, 41, 41)\n",
            "8851\n",
            "(8852, 41, 41) (8852, 41, 41)\n",
            "8852\n",
            "(8853, 41, 41) (8853, 41, 41)\n",
            "8853\n",
            "(8854, 41, 41) (8854, 41, 41)\n",
            "8854\n",
            "(8855, 41, 41) (8855, 41, 41)\n",
            "8855\n",
            "(8856, 41, 41) (8856, 41, 41)\n",
            "8856\n",
            "(8857, 41, 41) (8857, 41, 41)\n",
            "8857\n",
            "(8858, 41, 41) (8858, 41, 41)\n",
            "8858\n",
            "(8859, 41, 41) (8859, 41, 41)\n",
            "8859\n",
            "(8860, 41, 41) (8860, 41, 41)\n",
            "8860\n",
            "(8861, 41, 41) (8861, 41, 41)\n",
            "8861\n",
            "(8862, 41, 41) (8862, 41, 41)\n",
            "8862\n",
            "(8863, 41, 41) (8863, 41, 41)\n",
            "8863\n",
            "(8864, 41, 41) (8864, 41, 41)\n",
            "8864\n",
            "(8865, 41, 41) (8865, 41, 41)\n",
            "8865\n",
            "(8866, 41, 41) (8866, 41, 41)\n",
            "8866\n",
            "(8867, 41, 41) (8867, 41, 41)\n",
            "8867\n",
            "(8868, 41, 41) (8868, 41, 41)\n",
            "8868\n",
            "(8869, 41, 41) (8869, 41, 41)\n",
            "8869\n",
            "(8870, 41, 41) (8870, 41, 41)\n",
            "8870\n",
            "(8871, 41, 41) (8871, 41, 41)\n",
            "8871\n",
            "(8872, 41, 41) (8872, 41, 41)\n",
            "8872\n",
            "(8873, 41, 41) (8873, 41, 41)\n",
            "8873\n",
            "(8874, 41, 41) (8874, 41, 41)\n",
            "8874\n",
            "(8875, 41, 41) (8875, 41, 41)\n",
            "8875\n",
            "(8876, 41, 41) (8876, 41, 41)\n",
            "8876\n",
            "(8877, 41, 41) (8877, 41, 41)\n",
            "8877\n",
            "(8878, 41, 41) (8878, 41, 41)\n",
            "8878\n",
            "(8879, 41, 41) (8879, 41, 41)\n",
            "8879\n",
            "(8880, 41, 41) (8880, 41, 41)\n",
            "8880\n",
            "(8881, 41, 41) (8881, 41, 41)\n",
            "8881\n",
            "(8882, 41, 41) (8882, 41, 41)\n",
            "8882\n",
            "(8883, 41, 41) (8883, 41, 41)\n",
            "8883\n",
            "(8884, 41, 41) (8884, 41, 41)\n",
            "8884\n",
            "(8885, 41, 41) (8885, 41, 41)\n",
            "8885\n",
            "(8886, 41, 41) (8886, 41, 41)\n",
            "8886\n",
            "(8887, 41, 41) (8887, 41, 41)\n",
            "8887\n",
            "(8888, 41, 41) (8888, 41, 41)\n",
            "8888\n",
            "(8889, 41, 41) (8889, 41, 41)\n",
            "8889\n",
            "(8890, 41, 41) (8890, 41, 41)\n",
            "8890\n",
            "(8891, 41, 41) (8891, 41, 41)\n",
            "8891\n",
            "(8892, 41, 41) (8892, 41, 41)\n",
            "8892\n",
            "(8893, 41, 41) (8893, 41, 41)\n",
            "8893\n",
            "(8894, 41, 41) (8894, 41, 41)\n",
            "8894\n",
            "(8895, 41, 41) (8895, 41, 41)\n",
            "8895\n",
            "(8896, 41, 41) (8896, 41, 41)\n",
            "8896\n",
            "(8897, 41, 41) (8897, 41, 41)\n",
            "8897\n",
            "(8898, 41, 41) (8898, 41, 41)\n",
            "8898\n",
            "(8899, 41, 41) (8899, 41, 41)\n",
            "8899\n",
            "(8900, 41, 41) (8900, 41, 41)\n",
            "8900\n",
            "(8901, 41, 41) (8901, 41, 41)\n",
            "8901\n",
            "(8902, 41, 41) (8902, 41, 41)\n",
            "8902\n",
            "(8903, 41, 41) (8903, 41, 41)\n",
            "8903\n",
            "(8904, 41, 41) (8904, 41, 41)\n",
            "8904\n",
            "(8905, 41, 41) (8905, 41, 41)\n",
            "8905\n",
            "(8906, 41, 41) (8906, 41, 41)\n",
            "8906\n",
            "(8907, 41, 41) (8907, 41, 41)\n",
            "8907\n",
            "(8908, 41, 41) (8908, 41, 41)\n",
            "8908\n",
            "(8909, 41, 41) (8909, 41, 41)\n",
            "8909\n",
            "(8910, 41, 41) (8910, 41, 41)\n",
            "8910\n",
            "(8911, 41, 41) (8911, 41, 41)\n",
            "8911\n",
            "(8912, 41, 41) (8912, 41, 41)\n",
            "8912\n",
            "(8913, 41, 41) (8913, 41, 41)\n",
            "8913\n",
            "(8914, 41, 41) (8914, 41, 41)\n",
            "8914\n",
            "(8915, 41, 41) (8915, 41, 41)\n",
            "8915\n",
            "(8916, 41, 41) (8916, 41, 41)\n",
            "8916\n",
            "(8917, 41, 41) (8917, 41, 41)\n",
            "8917\n",
            "(8918, 41, 41) (8918, 41, 41)\n",
            "8918\n",
            "(8919, 41, 41) (8919, 41, 41)\n",
            "8919\n",
            "(8920, 41, 41) (8920, 41, 41)\n",
            "8920\n",
            "(8921, 41, 41) (8921, 41, 41)\n",
            "8921\n",
            "(8922, 41, 41) (8922, 41, 41)\n",
            "8922\n",
            "(8923, 41, 41) (8923, 41, 41)\n",
            "8923\n",
            "(8924, 41, 41) (8924, 41, 41)\n",
            "8924\n",
            "(8925, 41, 41) (8925, 41, 41)\n",
            "8925\n",
            "(8926, 41, 41) (8926, 41, 41)\n",
            "8926\n",
            "(8927, 41, 41) (8927, 41, 41)\n",
            "8927\n",
            "(8928, 41, 41) (8928, 41, 41)\n",
            "8928\n",
            "(8929, 41, 41) (8929, 41, 41)\n",
            "8929\n",
            "(8930, 41, 41) (8930, 41, 41)\n",
            "8930\n",
            "(8931, 41, 41) (8931, 41, 41)\n",
            "8931\n",
            "(8932, 41, 41) (8932, 41, 41)\n",
            "8932\n",
            "(8933, 41, 41) (8933, 41, 41)\n",
            "8933\n",
            "(8934, 41, 41) (8934, 41, 41)\n",
            "8934\n",
            "(8935, 41, 41) (8935, 41, 41)\n",
            "8935\n",
            "(8936, 41, 41) (8936, 41, 41)\n",
            "8936\n",
            "(8937, 41, 41) (8937, 41, 41)\n",
            "8937\n",
            "(8938, 41, 41) (8938, 41, 41)\n",
            "8938\n",
            "(8939, 41, 41) (8939, 41, 41)\n",
            "8939\n",
            "(8940, 41, 41) (8940, 41, 41)\n",
            "8940\n",
            "(8941, 41, 41) (8941, 41, 41)\n",
            "8941\n",
            "(8942, 41, 41) (8942, 41, 41)\n",
            "8942\n",
            "(8943, 41, 41) (8943, 41, 41)\n",
            "8943\n",
            "(8944, 41, 41) (8944, 41, 41)\n",
            "8944\n",
            "(8945, 41, 41) (8945, 41, 41)\n",
            "8945\n",
            "(8946, 41, 41) (8946, 41, 41)\n",
            "8946\n",
            "(8947, 41, 41) (8947, 41, 41)\n",
            "8947\n",
            "(8948, 41, 41) (8948, 41, 41)\n",
            "8948\n",
            "(8949, 41, 41) (8949, 41, 41)\n",
            "8949\n",
            "(8950, 41, 41) (8950, 41, 41)\n",
            "8950\n",
            "(8951, 41, 41) (8951, 41, 41)\n",
            "8951\n",
            "(8952, 41, 41) (8952, 41, 41)\n",
            "8952\n",
            "(8953, 41, 41) (8953, 41, 41)\n",
            "8953\n",
            "(8954, 41, 41) (8954, 41, 41)\n",
            "8954\n",
            "(8955, 41, 41) (8955, 41, 41)\n",
            "8955\n",
            "(8956, 41, 41) (8956, 41, 41)\n",
            "8956\n",
            "(8957, 41, 41) (8957, 41, 41)\n",
            "8957\n",
            "(8958, 41, 41) (8958, 41, 41)\n",
            "8958\n",
            "(8959, 41, 41) (8959, 41, 41)\n",
            "8959\n",
            "(8960, 41, 41) (8960, 41, 41)\n",
            "8960\n",
            "(8961, 41, 41) (8961, 41, 41)\n",
            "8961\n",
            "(8962, 41, 41) (8962, 41, 41)\n",
            "8962\n",
            "(8963, 41, 41) (8963, 41, 41)\n",
            "8963\n",
            "(8964, 41, 41) (8964, 41, 41)\n",
            "8964\n",
            "(8965, 41, 41) (8965, 41, 41)\n",
            "8965\n",
            "(8966, 41, 41) (8966, 41, 41)\n",
            "8966\n",
            "(8967, 41, 41) (8967, 41, 41)\n",
            "8967\n",
            "(8968, 41, 41) (8968, 41, 41)\n",
            "8968\n",
            "(8969, 41, 41) (8969, 41, 41)\n",
            "8969\n",
            "(8970, 41, 41) (8970, 41, 41)\n",
            "8970\n",
            "(8971, 41, 41) (8971, 41, 41)\n",
            "8971\n",
            "(8972, 41, 41) (8972, 41, 41)\n",
            "8972\n",
            "(8973, 41, 41) (8973, 41, 41)\n",
            "8973\n",
            "(8974, 41, 41) (8974, 41, 41)\n",
            "8974\n",
            "(8975, 41, 41) (8975, 41, 41)\n",
            "8975\n",
            "(8976, 41, 41) (8976, 41, 41)\n",
            "8976\n",
            "(8977, 41, 41) (8977, 41, 41)\n",
            "8977\n",
            "(8978, 41, 41) (8978, 41, 41)\n",
            "8978\n",
            "(8979, 41, 41) (8979, 41, 41)\n",
            "8979\n",
            "(8980, 41, 41) (8980, 41, 41)\n",
            "8980\n",
            "(8981, 41, 41) (8981, 41, 41)\n",
            "8981\n",
            "(8982, 41, 41) (8982, 41, 41)\n",
            "8982\n",
            "(8983, 41, 41) (8983, 41, 41)\n",
            "8983\n",
            "(8984, 41, 41) (8984, 41, 41)\n",
            "8984\n",
            "(8985, 41, 41) (8985, 41, 41)\n",
            "8985\n",
            "(8986, 41, 41) (8986, 41, 41)\n",
            "8986\n",
            "(8987, 41, 41) (8987, 41, 41)\n",
            "8987\n",
            "(8988, 41, 41) (8988, 41, 41)\n",
            "8988\n",
            "(8989, 41, 41) (8989, 41, 41)\n",
            "8989\n",
            "(8990, 41, 41) (8990, 41, 41)\n",
            "8990\n",
            "(8991, 41, 41) (8991, 41, 41)\n",
            "8991\n",
            "(8992, 41, 41) (8992, 41, 41)\n",
            "8992\n",
            "(8993, 41, 41) (8993, 41, 41)\n",
            "8993\n",
            "(8994, 41, 41) (8994, 41, 41)\n",
            "8994\n",
            "(8995, 41, 41) (8995, 41, 41)\n",
            "8995\n",
            "(8996, 41, 41) (8996, 41, 41)\n",
            "8996\n",
            "(8997, 41, 41) (8997, 41, 41)\n",
            "8997\n",
            "(8998, 41, 41) (8998, 41, 41)\n",
            "8998\n",
            "(8999, 41, 41) (8999, 41, 41)\n",
            "8999\n",
            "(9000, 41, 41) (9000, 41, 41)\n",
            "9000\n",
            "(9001, 41, 41) (9001, 41, 41)\n",
            "9001\n",
            "(9002, 41, 41) (9002, 41, 41)\n",
            "9002\n",
            "(9003, 41, 41) (9003, 41, 41)\n",
            "9003\n",
            "(9004, 41, 41) (9004, 41, 41)\n",
            "9004\n",
            "(9005, 41, 41) (9005, 41, 41)\n",
            "9005\n",
            "(9006, 41, 41) (9006, 41, 41)\n",
            "9006\n",
            "(9007, 41, 41) (9007, 41, 41)\n",
            "9007\n",
            "(9008, 41, 41) (9008, 41, 41)\n",
            "9008\n",
            "(9009, 41, 41) (9009, 41, 41)\n",
            "9009\n",
            "(9010, 41, 41) (9010, 41, 41)\n",
            "9010\n",
            "(9011, 41, 41) (9011, 41, 41)\n",
            "9011\n",
            "(9012, 41, 41) (9012, 41, 41)\n",
            "9012\n",
            "(9013, 41, 41) (9013, 41, 41)\n",
            "9013\n",
            "(9014, 41, 41) (9014, 41, 41)\n",
            "9014\n",
            "(9015, 41, 41) (9015, 41, 41)\n",
            "9015\n",
            "(9016, 41, 41) (9016, 41, 41)\n",
            "9016\n",
            "(9017, 41, 41) (9017, 41, 41)\n",
            "9017\n",
            "(9018, 41, 41) (9018, 41, 41)\n",
            "9018\n",
            "(9019, 41, 41) (9019, 41, 41)\n",
            "9019\n",
            "(9020, 41, 41) (9020, 41, 41)\n",
            "9020\n",
            "(9021, 41, 41) (9021, 41, 41)\n",
            "9021\n",
            "(9022, 41, 41) (9022, 41, 41)\n",
            "9022\n",
            "(9023, 41, 41) (9023, 41, 41)\n",
            "9023\n",
            "(9024, 41, 41) (9024, 41, 41)\n",
            "9024\n",
            "(9025, 41, 41) (9025, 41, 41)\n",
            "9025\n",
            "(9026, 41, 41) (9026, 41, 41)\n",
            "9026\n",
            "(9027, 41, 41) (9027, 41, 41)\n",
            "9027\n",
            "(9028, 41, 41) (9028, 41, 41)\n",
            "9028\n",
            "(9029, 41, 41) (9029, 41, 41)\n",
            "9029\n",
            "(9030, 41, 41) (9030, 41, 41)\n",
            "9030\n",
            "(9031, 41, 41) (9031, 41, 41)\n",
            "9031\n",
            "(9032, 41, 41) (9032, 41, 41)\n",
            "9032\n",
            "(9033, 41, 41) (9033, 41, 41)\n",
            "9033\n",
            "(9034, 41, 41) (9034, 41, 41)\n",
            "9034\n",
            "(9035, 41, 41) (9035, 41, 41)\n",
            "9035\n",
            "(9036, 41, 41) (9036, 41, 41)\n",
            "9036\n",
            "(9037, 41, 41) (9037, 41, 41)\n",
            "9037\n",
            "(9038, 41, 41) (9038, 41, 41)\n",
            "9038\n",
            "(9039, 41, 41) (9039, 41, 41)\n",
            "9039\n",
            "(9040, 41, 41) (9040, 41, 41)\n",
            "9040\n",
            "(9041, 41, 41) (9041, 41, 41)\n",
            "9041\n",
            "(9042, 41, 41) (9042, 41, 41)\n",
            "9042\n",
            "(9043, 41, 41) (9043, 41, 41)\n",
            "9043\n",
            "(9044, 41, 41) (9044, 41, 41)\n",
            "9044\n",
            "(9045, 41, 41) (9045, 41, 41)\n",
            "9045\n",
            "(9046, 41, 41) (9046, 41, 41)\n",
            "9046\n",
            "(9047, 41, 41) (9047, 41, 41)\n",
            "9047\n",
            "(9048, 41, 41) (9048, 41, 41)\n",
            "9048\n",
            "(9049, 41, 41) (9049, 41, 41)\n",
            "9049\n",
            "(9050, 41, 41) (9050, 41, 41)\n",
            "9050\n",
            "(9051, 41, 41) (9051, 41, 41)\n",
            "9051\n",
            "(9052, 41, 41) (9052, 41, 41)\n",
            "9052\n",
            "(9053, 41, 41) (9053, 41, 41)\n",
            "9053\n",
            "(9054, 41, 41) (9054, 41, 41)\n",
            "9054\n",
            "(9055, 41, 41) (9055, 41, 41)\n",
            "9055\n",
            "(9056, 41, 41) (9056, 41, 41)\n",
            "9056\n",
            "(9057, 41, 41) (9057, 41, 41)\n",
            "9057\n",
            "(9058, 41, 41) (9058, 41, 41)\n",
            "9058\n",
            "(9059, 41, 41) (9059, 41, 41)\n",
            "9059\n",
            "(9060, 41, 41) (9060, 41, 41)\n",
            "9060\n",
            "(9061, 41, 41) (9061, 41, 41)\n",
            "9061\n",
            "(9062, 41, 41) (9062, 41, 41)\n",
            "9062\n",
            "(9063, 41, 41) (9063, 41, 41)\n",
            "9063\n",
            "(9064, 41, 41) (9064, 41, 41)\n",
            "9064\n",
            "(9065, 41, 41) (9065, 41, 41)\n",
            "9065\n",
            "(9066, 41, 41) (9066, 41, 41)\n",
            "9066\n",
            "(9067, 41, 41) (9067, 41, 41)\n",
            "9067\n",
            "(9068, 41, 41) (9068, 41, 41)\n",
            "9068\n",
            "(9069, 41, 41) (9069, 41, 41)\n",
            "9069\n",
            "(9070, 41, 41) (9070, 41, 41)\n",
            "9070\n",
            "(9071, 41, 41) (9071, 41, 41)\n",
            "9071\n",
            "(9072, 41, 41) (9072, 41, 41)\n",
            "9072\n",
            "(9073, 41, 41) (9073, 41, 41)\n",
            "9073\n",
            "(9074, 41, 41) (9074, 41, 41)\n",
            "9074\n",
            "(9075, 41, 41) (9075, 41, 41)\n",
            "9075\n",
            "(9076, 41, 41) (9076, 41, 41)\n",
            "9076\n",
            "(9077, 41, 41) (9077, 41, 41)\n",
            "9077\n",
            "(9078, 41, 41) (9078, 41, 41)\n",
            "9078\n",
            "(9079, 41, 41) (9079, 41, 41)\n",
            "9079\n",
            "(9080, 41, 41) (9080, 41, 41)\n",
            "9080\n",
            "(9081, 41, 41) (9081, 41, 41)\n",
            "9081\n",
            "(9082, 41, 41) (9082, 41, 41)\n",
            "9082\n",
            "(9083, 41, 41) (9083, 41, 41)\n",
            "9083\n",
            "(9084, 41, 41) (9084, 41, 41)\n",
            "9084\n",
            "(9085, 41, 41) (9085, 41, 41)\n",
            "9085\n",
            "(9086, 41, 41) (9086, 41, 41)\n",
            "9086\n",
            "(9087, 41, 41) (9087, 41, 41)\n",
            "9087\n",
            "(9088, 41, 41) (9088, 41, 41)\n",
            "9088\n",
            "(9089, 41, 41) (9089, 41, 41)\n",
            "9089\n",
            "(9090, 41, 41) (9090, 41, 41)\n",
            "9090\n",
            "(9091, 41, 41) (9091, 41, 41)\n",
            "9091\n",
            "(9092, 41, 41) (9092, 41, 41)\n",
            "9092\n",
            "(9093, 41, 41) (9093, 41, 41)\n",
            "9093\n",
            "(9094, 41, 41) (9094, 41, 41)\n",
            "9094\n",
            "(9095, 41, 41) (9095, 41, 41)\n",
            "9095\n",
            "(9096, 41, 41) (9096, 41, 41)\n",
            "9096\n",
            "(9097, 41, 41) (9097, 41, 41)\n",
            "9097\n",
            "(9098, 41, 41) (9098, 41, 41)\n",
            "9098\n",
            "(9099, 41, 41) (9099, 41, 41)\n",
            "9099\n",
            "(9100, 41, 41) (9100, 41, 41)\n",
            "9100\n",
            "(9101, 41, 41) (9101, 41, 41)\n",
            "9101\n",
            "(9102, 41, 41) (9102, 41, 41)\n",
            "9102\n",
            "(9103, 41, 41) (9103, 41, 41)\n",
            "9103\n",
            "(9104, 41, 41) (9104, 41, 41)\n",
            "9104\n",
            "(9105, 41, 41) (9105, 41, 41)\n",
            "9105\n",
            "(9106, 41, 41) (9106, 41, 41)\n",
            "9106\n",
            "(9107, 41, 41) (9107, 41, 41)\n",
            "9107\n",
            "(9108, 41, 41) (9108, 41, 41)\n",
            "9108\n",
            "(9109, 41, 41) (9109, 41, 41)\n",
            "9109\n",
            "(9110, 41, 41) (9110, 41, 41)\n",
            "9110\n",
            "(9111, 41, 41) (9111, 41, 41)\n",
            "9111\n",
            "(9112, 41, 41) (9112, 41, 41)\n",
            "9112\n",
            "(9113, 41, 41) (9113, 41, 41)\n",
            "9113\n",
            "(9114, 41, 41) (9114, 41, 41)\n",
            "9114\n",
            "(9115, 41, 41) (9115, 41, 41)\n",
            "9115\n",
            "(9116, 41, 41) (9116, 41, 41)\n",
            "9116\n",
            "(9117, 41, 41) (9117, 41, 41)\n",
            "9117\n",
            "(9118, 41, 41) (9118, 41, 41)\n",
            "9118\n",
            "(9119, 41, 41) (9119, 41, 41)\n",
            "9119\n",
            "(9120, 41, 41) (9120, 41, 41)\n",
            "9120\n",
            "(9121, 41, 41) (9121, 41, 41)\n",
            "9121\n",
            "(9122, 41, 41) (9122, 41, 41)\n",
            "9122\n",
            "(9123, 41, 41) (9123, 41, 41)\n",
            "9123\n",
            "(9124, 41, 41) (9124, 41, 41)\n",
            "9124\n",
            "(9125, 41, 41) (9125, 41, 41)\n",
            "9125\n",
            "(9126, 41, 41) (9126, 41, 41)\n",
            "9126\n",
            "(9127, 41, 41) (9127, 41, 41)\n",
            "9127\n",
            "(9128, 41, 41) (9128, 41, 41)\n",
            "9128\n",
            "(9129, 41, 41) (9129, 41, 41)\n",
            "9129\n",
            "(9130, 41, 41) (9130, 41, 41)\n",
            "9130\n",
            "(9131, 41, 41) (9131, 41, 41)\n",
            "9131\n",
            "(9132, 41, 41) (9132, 41, 41)\n",
            "9132\n",
            "(9133, 41, 41) (9133, 41, 41)\n",
            "9133\n",
            "(9134, 41, 41) (9134, 41, 41)\n",
            "9134\n",
            "(9135, 41, 41) (9135, 41, 41)\n",
            "9135\n",
            "(9136, 41, 41) (9136, 41, 41)\n",
            "9136\n",
            "(9137, 41, 41) (9137, 41, 41)\n",
            "9137\n",
            "(9138, 41, 41) (9138, 41, 41)\n",
            "9138\n",
            "(9139, 41, 41) (9139, 41, 41)\n",
            "9139\n",
            "(9140, 41, 41) (9140, 41, 41)\n",
            "9140\n",
            "(9141, 41, 41) (9141, 41, 41)\n",
            "9141\n",
            "(9142, 41, 41) (9142, 41, 41)\n",
            "9142\n",
            "(9143, 41, 41) (9143, 41, 41)\n",
            "9143\n",
            "(9144, 41, 41) (9144, 41, 41)\n",
            "9144\n",
            "(9145, 41, 41) (9145, 41, 41)\n",
            "9145\n",
            "(9146, 41, 41) (9146, 41, 41)\n",
            "9146\n",
            "(9147, 41, 41) (9147, 41, 41)\n",
            "9147\n",
            "(9148, 41, 41) (9148, 41, 41)\n",
            "9148\n",
            "(9149, 41, 41) (9149, 41, 41)\n",
            "9149\n",
            "(9150, 41, 41) (9150, 41, 41)\n",
            "9150\n",
            "(9151, 41, 41) (9151, 41, 41)\n",
            "9151\n",
            "(9152, 41, 41) (9152, 41, 41)\n",
            "9152\n",
            "(9153, 41, 41) (9153, 41, 41)\n",
            "9153\n",
            "(9154, 41, 41) (9154, 41, 41)\n",
            "9154\n",
            "(9155, 41, 41) (9155, 41, 41)\n",
            "9155\n",
            "(9156, 41, 41) (9156, 41, 41)\n",
            "9156\n",
            "(9157, 41, 41) (9157, 41, 41)\n",
            "9157\n",
            "(9158, 41, 41) (9158, 41, 41)\n",
            "9158\n",
            "(9159, 41, 41) (9159, 41, 41)\n",
            "9159\n",
            "(9160, 41, 41) (9160, 41, 41)\n",
            "9160\n",
            "(9161, 41, 41) (9161, 41, 41)\n",
            "9161\n",
            "(9162, 41, 41) (9162, 41, 41)\n",
            "9162\n",
            "(9163, 41, 41) (9163, 41, 41)\n",
            "9163\n",
            "(9164, 41, 41) (9164, 41, 41)\n",
            "9164\n",
            "(9165, 41, 41) (9165, 41, 41)\n",
            "9165\n",
            "(9166, 41, 41) (9166, 41, 41)\n",
            "9166\n",
            "(9167, 41, 41) (9167, 41, 41)\n",
            "9167\n",
            "(9168, 41, 41) (9168, 41, 41)\n",
            "9168\n",
            "(9169, 41, 41) (9169, 41, 41)\n",
            "9169\n",
            "(9170, 41, 41) (9170, 41, 41)\n",
            "9170\n",
            "(9171, 41, 41) (9171, 41, 41)\n",
            "9171\n",
            "(9172, 41, 41) (9172, 41, 41)\n",
            "9172\n",
            "(9173, 41, 41) (9173, 41, 41)\n",
            "9173\n",
            "(9174, 41, 41) (9174, 41, 41)\n",
            "9174\n",
            "(9175, 41, 41) (9175, 41, 41)\n",
            "9175\n",
            "(9176, 41, 41) (9176, 41, 41)\n",
            "9176\n",
            "(9177, 41, 41) (9177, 41, 41)\n",
            "9177\n",
            "(9178, 41, 41) (9178, 41, 41)\n",
            "9178\n",
            "(9179, 41, 41) (9179, 41, 41)\n",
            "9179\n",
            "(9180, 41, 41) (9180, 41, 41)\n",
            "9180\n",
            "(9181, 41, 41) (9181, 41, 41)\n",
            "9181\n",
            "(9182, 41, 41) (9182, 41, 41)\n",
            "9182\n",
            "(9183, 41, 41) (9183, 41, 41)\n",
            "9183\n",
            "(9184, 41, 41) (9184, 41, 41)\n",
            "9184\n",
            "(9185, 41, 41) (9185, 41, 41)\n",
            "9185\n",
            "(9186, 41, 41) (9186, 41, 41)\n",
            "9186\n",
            "(9187, 41, 41) (9187, 41, 41)\n",
            "9187\n",
            "(9188, 41, 41) (9188, 41, 41)\n",
            "9188\n",
            "(9189, 41, 41) (9189, 41, 41)\n",
            "9189\n",
            "(9190, 41, 41) (9190, 41, 41)\n",
            "9190\n",
            "(9191, 41, 41) (9191, 41, 41)\n",
            "9191\n",
            "(9192, 41, 41) (9192, 41, 41)\n",
            "9192\n",
            "(9193, 41, 41) (9193, 41, 41)\n",
            "9193\n",
            "(9194, 41, 41) (9194, 41, 41)\n",
            "9194\n",
            "(9195, 41, 41) (9195, 41, 41)\n",
            "9195\n",
            "(9196, 41, 41) (9196, 41, 41)\n",
            "9196\n",
            "(9197, 41, 41) (9197, 41, 41)\n",
            "9197\n",
            "(9198, 41, 41) (9198, 41, 41)\n",
            "9198\n",
            "(9199, 41, 41) (9199, 41, 41)\n",
            "9199\n",
            "(9200, 41, 41) (9200, 41, 41)\n",
            "9200\n",
            "(9201, 41, 41) (9201, 41, 41)\n",
            "9201\n",
            "(9202, 41, 41) (9202, 41, 41)\n",
            "9202\n",
            "(9203, 41, 41) (9203, 41, 41)\n",
            "9203\n",
            "(9204, 41, 41) (9204, 41, 41)\n",
            "9204\n",
            "(9205, 41, 41) (9205, 41, 41)\n",
            "9205\n",
            "(9206, 41, 41) (9206, 41, 41)\n",
            "9206\n",
            "(9207, 41, 41) (9207, 41, 41)\n",
            "9207\n",
            "(9208, 41, 41) (9208, 41, 41)\n",
            "9208\n",
            "(9209, 41, 41) (9209, 41, 41)\n",
            "9209\n",
            "(9210, 41, 41) (9210, 41, 41)\n",
            "9210\n",
            "(9211, 41, 41) (9211, 41, 41)\n",
            "9211\n",
            "(9212, 41, 41) (9212, 41, 41)\n",
            "9212\n",
            "(9213, 41, 41) (9213, 41, 41)\n",
            "9213\n",
            "(9214, 41, 41) (9214, 41, 41)\n",
            "9214\n",
            "(9215, 41, 41) (9215, 41, 41)\n",
            "9215\n",
            "(9216, 41, 41) (9216, 41, 41)\n",
            "9216\n",
            "(9217, 41, 41) (9217, 41, 41)\n",
            "9217\n",
            "(9218, 41, 41) (9218, 41, 41)\n",
            "9218\n",
            "(9219, 41, 41) (9219, 41, 41)\n",
            "9219\n",
            "(9220, 41, 41) (9220, 41, 41)\n",
            "9220\n",
            "(9221, 41, 41) (9221, 41, 41)\n",
            "9221\n",
            "(9222, 41, 41) (9222, 41, 41)\n",
            "9222\n",
            "(9223, 41, 41) (9223, 41, 41)\n",
            "9223\n",
            "(9224, 41, 41) (9224, 41, 41)\n",
            "9224\n",
            "(9225, 41, 41) (9225, 41, 41)\n",
            "9225\n",
            "(9226, 41, 41) (9226, 41, 41)\n",
            "9226\n",
            "(9227, 41, 41) (9227, 41, 41)\n",
            "9227\n",
            "(9228, 41, 41) (9228, 41, 41)\n",
            "9228\n",
            "(9229, 41, 41) (9229, 41, 41)\n",
            "9229\n",
            "(9230, 41, 41) (9230, 41, 41)\n",
            "9230\n",
            "(9231, 41, 41) (9231, 41, 41)\n",
            "9231\n",
            "(9232, 41, 41) (9232, 41, 41)\n",
            "9232\n",
            "(9233, 41, 41) (9233, 41, 41)\n",
            "9233\n",
            "(9234, 41, 41) (9234, 41, 41)\n",
            "9234\n",
            "(9235, 41, 41) (9235, 41, 41)\n",
            "9235\n",
            "(9236, 41, 41) (9236, 41, 41)\n",
            "9236\n",
            "(9237, 41, 41) (9237, 41, 41)\n",
            "9237\n",
            "(9238, 41, 41) (9238, 41, 41)\n",
            "9238\n",
            "(9239, 41, 41) (9239, 41, 41)\n",
            "9239\n",
            "(9240, 41, 41) (9240, 41, 41)\n",
            "9240\n",
            "(9241, 41, 41) (9241, 41, 41)\n",
            "9241\n",
            "(9242, 41, 41) (9242, 41, 41)\n",
            "9242\n",
            "(9243, 41, 41) (9243, 41, 41)\n",
            "9243\n",
            "(9244, 41, 41) (9244, 41, 41)\n",
            "9244\n",
            "(9245, 41, 41) (9245, 41, 41)\n",
            "9245\n",
            "(9246, 41, 41) (9246, 41, 41)\n",
            "9246\n",
            "(9247, 41, 41) (9247, 41, 41)\n",
            "9247\n",
            "(9248, 41, 41) (9248, 41, 41)\n",
            "9248\n",
            "(9249, 41, 41) (9249, 41, 41)\n",
            "9249\n",
            "(9250, 41, 41) (9250, 41, 41)\n",
            "9250\n",
            "(9251, 41, 41) (9251, 41, 41)\n",
            "9251\n",
            "(9252, 41, 41) (9252, 41, 41)\n",
            "9252\n",
            "(9253, 41, 41) (9253, 41, 41)\n",
            "9253\n",
            "(9254, 41, 41) (9254, 41, 41)\n",
            "9254\n",
            "(9255, 41, 41) (9255, 41, 41)\n",
            "9255\n",
            "(9256, 41, 41) (9256, 41, 41)\n",
            "9256\n",
            "(9257, 41, 41) (9257, 41, 41)\n",
            "9257\n",
            "(9258, 41, 41) (9258, 41, 41)\n",
            "9258\n",
            "(9259, 41, 41) (9259, 41, 41)\n",
            "9259\n",
            "(9260, 41, 41) (9260, 41, 41)\n",
            "9260\n",
            "(9261, 41, 41) (9261, 41, 41)\n",
            "9261\n",
            "(9262, 41, 41) (9262, 41, 41)\n",
            "9262\n",
            "(9263, 41, 41) (9263, 41, 41)\n",
            "9263\n",
            "(9264, 41, 41) (9264, 41, 41)\n",
            "9264\n",
            "(9265, 41, 41) (9265, 41, 41)\n",
            "9265\n",
            "(9266, 41, 41) (9266, 41, 41)\n",
            "9266\n",
            "(9267, 41, 41) (9267, 41, 41)\n",
            "9267\n",
            "(9268, 41, 41) (9268, 41, 41)\n",
            "9268\n",
            "(9269, 41, 41) (9269, 41, 41)\n",
            "9269\n",
            "(9270, 41, 41) (9270, 41, 41)\n",
            "9270\n",
            "(9271, 41, 41) (9271, 41, 41)\n",
            "9271\n",
            "(9272, 41, 41) (9272, 41, 41)\n",
            "9272\n",
            "(9273, 41, 41) (9273, 41, 41)\n",
            "9273\n",
            "(9274, 41, 41) (9274, 41, 41)\n",
            "9274\n",
            "(9275, 41, 41) (9275, 41, 41)\n",
            "9275\n",
            "(9276, 41, 41) (9276, 41, 41)\n",
            "9276\n",
            "(9277, 41, 41) (9277, 41, 41)\n",
            "9277\n",
            "(9278, 41, 41) (9278, 41, 41)\n",
            "9278\n",
            "(9279, 41, 41) (9279, 41, 41)\n",
            "9279\n",
            "(9280, 41, 41) (9280, 41, 41)\n",
            "9280\n",
            "(9281, 41, 41) (9281, 41, 41)\n",
            "9281\n",
            "(9282, 41, 41) (9282, 41, 41)\n",
            "9282\n",
            "(9283, 41, 41) (9283, 41, 41)\n",
            "9283\n",
            "(9284, 41, 41) (9284, 41, 41)\n",
            "9284\n",
            "(9285, 41, 41) (9285, 41, 41)\n",
            "9285\n",
            "(9286, 41, 41) (9286, 41, 41)\n",
            "9286\n",
            "(9287, 41, 41) (9287, 41, 41)\n",
            "9287\n",
            "(9288, 41, 41) (9288, 41, 41)\n",
            "9288\n",
            "(9289, 41, 41) (9289, 41, 41)\n",
            "9289\n",
            "(9290, 41, 41) (9290, 41, 41)\n",
            "9290\n",
            "(9291, 41, 41) (9291, 41, 41)\n",
            "9291\n",
            "(9292, 41, 41) (9292, 41, 41)\n",
            "9292\n",
            "(9293, 41, 41) (9293, 41, 41)\n",
            "9293\n",
            "(9294, 41, 41) (9294, 41, 41)\n",
            "9294\n",
            "(9295, 41, 41) (9295, 41, 41)\n",
            "9295\n",
            "(9296, 41, 41) (9296, 41, 41)\n",
            "9296\n",
            "(9297, 41, 41) (9297, 41, 41)\n",
            "9297\n",
            "(9298, 41, 41) (9298, 41, 41)\n",
            "9298\n",
            "(9299, 41, 41) (9299, 41, 41)\n",
            "9299\n",
            "(9300, 41, 41) (9300, 41, 41)\n",
            "9300\n",
            "(9301, 41, 41) (9301, 41, 41)\n",
            "9301\n",
            "(9302, 41, 41) (9302, 41, 41)\n",
            "9302\n",
            "(9303, 41, 41) (9303, 41, 41)\n",
            "9303\n",
            "(9304, 41, 41) (9304, 41, 41)\n",
            "9304\n",
            "(9305, 41, 41) (9305, 41, 41)\n",
            "9305\n",
            "(9306, 41, 41) (9306, 41, 41)\n",
            "9306\n",
            "(9307, 41, 41) (9307, 41, 41)\n",
            "9307\n",
            "(9308, 41, 41) (9308, 41, 41)\n",
            "9308\n",
            "(9309, 41, 41) (9309, 41, 41)\n",
            "9309\n",
            "(9310, 41, 41) (9310, 41, 41)\n",
            "9310\n",
            "(9311, 41, 41) (9311, 41, 41)\n",
            "9311\n",
            "(9312, 41, 41) (9312, 41, 41)\n",
            "9312\n",
            "(9313, 41, 41) (9313, 41, 41)\n",
            "9313\n",
            "(9314, 41, 41) (9314, 41, 41)\n",
            "9314\n",
            "(9315, 41, 41) (9315, 41, 41)\n",
            "9315\n",
            "(9316, 41, 41) (9316, 41, 41)\n",
            "9316\n",
            "(9317, 41, 41) (9317, 41, 41)\n",
            "9317\n",
            "(9318, 41, 41) (9318, 41, 41)\n",
            "9318\n",
            "(9319, 41, 41) (9319, 41, 41)\n",
            "9319\n",
            "(9320, 41, 41) (9320, 41, 41)\n",
            "9320\n",
            "(9321, 41, 41) (9321, 41, 41)\n",
            "9321\n",
            "(9322, 41, 41) (9322, 41, 41)\n",
            "9322\n",
            "(9323, 41, 41) (9323, 41, 41)\n",
            "9323\n",
            "(9324, 41, 41) (9324, 41, 41)\n",
            "9324\n",
            "(9325, 41, 41) (9325, 41, 41)\n",
            "9325\n",
            "(9326, 41, 41) (9326, 41, 41)\n",
            "9326\n",
            "(9327, 41, 41) (9327, 41, 41)\n",
            "9327\n",
            "(9328, 41, 41) (9328, 41, 41)\n",
            "9328\n",
            "(9329, 41, 41) (9329, 41, 41)\n",
            "9329\n",
            "(9330, 41, 41) (9330, 41, 41)\n",
            "9330\n",
            "(9331, 41, 41) (9331, 41, 41)\n",
            "9331\n",
            "(9332, 41, 41) (9332, 41, 41)\n",
            "9332\n",
            "(9333, 41, 41) (9333, 41, 41)\n",
            "9333\n",
            "(9334, 41, 41) (9334, 41, 41)\n",
            "9334\n",
            "(9335, 41, 41) (9335, 41, 41)\n",
            "9335\n",
            "(9336, 41, 41) (9336, 41, 41)\n",
            "9336\n",
            "(9337, 41, 41) (9337, 41, 41)\n",
            "9337\n",
            "(9338, 41, 41) (9338, 41, 41)\n",
            "9338\n",
            "(9339, 41, 41) (9339, 41, 41)\n",
            "9339\n",
            "(9340, 41, 41) (9340, 41, 41)\n",
            "9340\n",
            "(9341, 41, 41) (9341, 41, 41)\n",
            "9341\n",
            "(9342, 41, 41) (9342, 41, 41)\n",
            "9342\n",
            "(9343, 41, 41) (9343, 41, 41)\n",
            "9343\n",
            "(9344, 41, 41) (9344, 41, 41)\n",
            "9344\n",
            "(9345, 41, 41) (9345, 41, 41)\n",
            "9345\n",
            "(9346, 41, 41) (9346, 41, 41)\n",
            "9346\n",
            "(9347, 41, 41) (9347, 41, 41)\n",
            "9347\n",
            "(9348, 41, 41) (9348, 41, 41)\n",
            "9348\n",
            "(9349, 41, 41) (9349, 41, 41)\n",
            "9349\n",
            "(9350, 41, 41) (9350, 41, 41)\n",
            "9350\n",
            "(9351, 41, 41) (9351, 41, 41)\n",
            "9351\n",
            "(9352, 41, 41) (9352, 41, 41)\n",
            "9352\n",
            "(9353, 41, 41) (9353, 41, 41)\n",
            "9353\n",
            "(9354, 41, 41) (9354, 41, 41)\n",
            "9354\n",
            "(9355, 41, 41) (9355, 41, 41)\n",
            "9355\n",
            "(9356, 41, 41) (9356, 41, 41)\n",
            "9356\n",
            "(9357, 41, 41) (9357, 41, 41)\n",
            "9357\n",
            "(9358, 41, 41) (9358, 41, 41)\n",
            "9358\n",
            "(9359, 41, 41) (9359, 41, 41)\n",
            "9359\n",
            "(9360, 41, 41) (9360, 41, 41)\n",
            "9360\n",
            "(9361, 41, 41) (9361, 41, 41)\n",
            "9361\n",
            "(9362, 41, 41) (9362, 41, 41)\n",
            "9362\n",
            "(9363, 41, 41) (9363, 41, 41)\n",
            "9363\n",
            "(9364, 41, 41) (9364, 41, 41)\n",
            "9364\n",
            "(9365, 41, 41) (9365, 41, 41)\n",
            "9365\n",
            "(9366, 41, 41) (9366, 41, 41)\n",
            "9366\n",
            "(9367, 41, 41) (9367, 41, 41)\n",
            "9367\n",
            "(9368, 41, 41) (9368, 41, 41)\n",
            "9368\n",
            "(9369, 41, 41) (9369, 41, 41)\n",
            "9369\n",
            "(9370, 41, 41) (9370, 41, 41)\n",
            "9370\n",
            "(9371, 41, 41) (9371, 41, 41)\n",
            "9371\n",
            "(9372, 41, 41) (9372, 41, 41)\n",
            "9372\n",
            "(9373, 41, 41) (9373, 41, 41)\n",
            "9373\n",
            "(9374, 41, 41) (9374, 41, 41)\n",
            "9374\n",
            "(9375, 41, 41) (9375, 41, 41)\n",
            "9375\n",
            "(9376, 41, 41) (9376, 41, 41)\n",
            "9376\n",
            "(9377, 41, 41) (9377, 41, 41)\n",
            "9377\n",
            "(9378, 41, 41) (9378, 41, 41)\n",
            "9378\n",
            "(9379, 41, 41) (9379, 41, 41)\n",
            "9379\n",
            "(9380, 41, 41) (9380, 41, 41)\n",
            "9380\n",
            "(9381, 41, 41) (9381, 41, 41)\n",
            "9381\n",
            "(9382, 41, 41) (9382, 41, 41)\n",
            "9382\n",
            "(9383, 41, 41) (9383, 41, 41)\n",
            "9383\n",
            "(9384, 41, 41) (9384, 41, 41)\n",
            "9384\n",
            "(9385, 41, 41) (9385, 41, 41)\n",
            "9385\n",
            "(9386, 41, 41) (9386, 41, 41)\n",
            "9386\n",
            "(9387, 41, 41) (9387, 41, 41)\n",
            "9387\n",
            "(9388, 41, 41) (9388, 41, 41)\n",
            "9388\n",
            "(9389, 41, 41) (9389, 41, 41)\n",
            "9389\n",
            "(9390, 41, 41) (9390, 41, 41)\n",
            "9390\n",
            "(9391, 41, 41) (9391, 41, 41)\n",
            "9391\n",
            "(9392, 41, 41) (9392, 41, 41)\n",
            "9392\n",
            "(9393, 41, 41) (9393, 41, 41)\n",
            "9393\n",
            "(9394, 41, 41) (9394, 41, 41)\n",
            "9394\n",
            "(9395, 41, 41) (9395, 41, 41)\n",
            "9395\n",
            "(9396, 41, 41) (9396, 41, 41)\n",
            "9396\n",
            "(9397, 41, 41) (9397, 41, 41)\n",
            "9397\n",
            "(9398, 41, 41) (9398, 41, 41)\n",
            "9398\n",
            "(9399, 41, 41) (9399, 41, 41)\n",
            "9399\n",
            "(9400, 41, 41) (9400, 41, 41)\n",
            "9400\n",
            "(9401, 41, 41) (9401, 41, 41)\n",
            "9401\n",
            "(9402, 41, 41) (9402, 41, 41)\n",
            "9402\n",
            "(9403, 41, 41) (9403, 41, 41)\n",
            "9403\n",
            "(9404, 41, 41) (9404, 41, 41)\n",
            "9404\n",
            "(9405, 41, 41) (9405, 41, 41)\n",
            "9405\n",
            "(9406, 41, 41) (9406, 41, 41)\n",
            "9406\n",
            "(9407, 41, 41) (9407, 41, 41)\n",
            "9407\n",
            "(9408, 41, 41) (9408, 41, 41)\n",
            "9408\n",
            "(9409, 41, 41) (9409, 41, 41)\n",
            "9409\n",
            "(9410, 41, 41) (9410, 41, 41)\n",
            "9410\n",
            "(9411, 41, 41) (9411, 41, 41)\n",
            "9411\n",
            "(9412, 41, 41) (9412, 41, 41)\n",
            "9412\n",
            "(9413, 41, 41) (9413, 41, 41)\n",
            "9413\n",
            "(9414, 41, 41) (9414, 41, 41)\n",
            "9414\n",
            "(9415, 41, 41) (9415, 41, 41)\n",
            "9415\n",
            "(9416, 41, 41) (9416, 41, 41)\n",
            "9416\n",
            "(9417, 41, 41) (9417, 41, 41)\n",
            "9417\n",
            "(9418, 41, 41) (9418, 41, 41)\n",
            "9418\n",
            "(9419, 41, 41) (9419, 41, 41)\n",
            "9419\n",
            "(9420, 41, 41) (9420, 41, 41)\n",
            "9420\n",
            "(9421, 41, 41) (9421, 41, 41)\n",
            "9421\n",
            "(9422, 41, 41) (9422, 41, 41)\n",
            "9422\n",
            "(9423, 41, 41) (9423, 41, 41)\n",
            "9423\n",
            "(9424, 41, 41) (9424, 41, 41)\n",
            "9424\n",
            "(9425, 41, 41) (9425, 41, 41)\n",
            "9425\n",
            "(9426, 41, 41) (9426, 41, 41)\n",
            "9426\n",
            "(9427, 41, 41) (9427, 41, 41)\n",
            "9427\n",
            "(9428, 41, 41) (9428, 41, 41)\n",
            "9428\n",
            "(9429, 41, 41) (9429, 41, 41)\n",
            "9429\n",
            "(9430, 41, 41) (9430, 41, 41)\n",
            "9430\n",
            "(9431, 41, 41) (9431, 41, 41)\n",
            "9431\n",
            "(9432, 41, 41) (9432, 41, 41)\n",
            "9432\n",
            "(9433, 41, 41) (9433, 41, 41)\n",
            "9433\n",
            "(9434, 41, 41) (9434, 41, 41)\n",
            "9434\n",
            "(9435, 41, 41) (9435, 41, 41)\n",
            "9435\n",
            "(9436, 41, 41) (9436, 41, 41)\n",
            "9436\n",
            "(9437, 41, 41) (9437, 41, 41)\n",
            "9437\n",
            "(9438, 41, 41) (9438, 41, 41)\n",
            "9438\n",
            "(9439, 41, 41) (9439, 41, 41)\n",
            "9439\n",
            "(9440, 41, 41) (9440, 41, 41)\n",
            "9440\n",
            "(9441, 41, 41) (9441, 41, 41)\n",
            "9441\n",
            "(9442, 41, 41) (9442, 41, 41)\n",
            "9442\n",
            "(9443, 41, 41) (9443, 41, 41)\n",
            "9443\n",
            "(9444, 41, 41) (9444, 41, 41)\n",
            "9444\n",
            "(9445, 41, 41) (9445, 41, 41)\n",
            "9445\n",
            "(9446, 41, 41) (9446, 41, 41)\n",
            "9446\n",
            "(9447, 41, 41) (9447, 41, 41)\n",
            "9447\n",
            "(9448, 41, 41) (9448, 41, 41)\n",
            "9448\n",
            "(9449, 41, 41) (9449, 41, 41)\n",
            "9449\n",
            "(9450, 41, 41) (9450, 41, 41)\n",
            "9450\n",
            "(9451, 41, 41) (9451, 41, 41)\n",
            "9451\n",
            "(9452, 41, 41) (9452, 41, 41)\n",
            "9452\n",
            "(9453, 41, 41) (9453, 41, 41)\n",
            "9453\n",
            "(9454, 41, 41) (9454, 41, 41)\n",
            "9454\n",
            "(9455, 41, 41) (9455, 41, 41)\n",
            "9455\n",
            "(9456, 41, 41) (9456, 41, 41)\n",
            "9456\n",
            "(9457, 41, 41) (9457, 41, 41)\n",
            "9457\n",
            "(9458, 41, 41) (9458, 41, 41)\n",
            "9458\n",
            "(9459, 41, 41) (9459, 41, 41)\n",
            "9459\n",
            "(9460, 41, 41) (9460, 41, 41)\n",
            "9460\n",
            "(9461, 41, 41) (9461, 41, 41)\n",
            "9461\n",
            "(9462, 41, 41) (9462, 41, 41)\n",
            "9462\n",
            "(9463, 41, 41) (9463, 41, 41)\n",
            "9463\n",
            "(9464, 41, 41) (9464, 41, 41)\n",
            "9464\n",
            "(9465, 41, 41) (9465, 41, 41)\n",
            "9465\n",
            "(9466, 41, 41) (9466, 41, 41)\n",
            "9466\n",
            "(9467, 41, 41) (9467, 41, 41)\n",
            "9467\n",
            "(9468, 41, 41) (9468, 41, 41)\n",
            "9468\n",
            "(9469, 41, 41) (9469, 41, 41)\n",
            "9469\n",
            "(9470, 41, 41) (9470, 41, 41)\n",
            "9470\n",
            "(9471, 41, 41) (9471, 41, 41)\n",
            "9471\n",
            "(9472, 41, 41) (9472, 41, 41)\n",
            "9472\n",
            "(9473, 41, 41) (9473, 41, 41)\n",
            "9473\n",
            "(9474, 41, 41) (9474, 41, 41)\n",
            "9474\n",
            "(9475, 41, 41) (9475, 41, 41)\n",
            "9475\n",
            "(9476, 41, 41) (9476, 41, 41)\n",
            "9476\n",
            "(9477, 41, 41) (9477, 41, 41)\n",
            "9477\n",
            "(9478, 41, 41) (9478, 41, 41)\n",
            "9478\n",
            "(9479, 41, 41) (9479, 41, 41)\n",
            "9479\n",
            "(9480, 41, 41) (9480, 41, 41)\n",
            "9480\n",
            "(9481, 41, 41) (9481, 41, 41)\n",
            "9481\n",
            "(9482, 41, 41) (9482, 41, 41)\n",
            "9482\n",
            "(9483, 41, 41) (9483, 41, 41)\n",
            "9483\n",
            "(9484, 41, 41) (9484, 41, 41)\n",
            "9484\n",
            "(9485, 41, 41) (9485, 41, 41)\n",
            "9485\n",
            "(9486, 41, 41) (9486, 41, 41)\n",
            "9486\n",
            "(9487, 41, 41) (9487, 41, 41)\n",
            "9487\n",
            "(9488, 41, 41) (9488, 41, 41)\n",
            "9488\n",
            "(9489, 41, 41) (9489, 41, 41)\n",
            "9489\n",
            "(9490, 41, 41) (9490, 41, 41)\n",
            "9490\n",
            "(9491, 41, 41) (9491, 41, 41)\n",
            "9491\n",
            "(9492, 41, 41) (9492, 41, 41)\n",
            "9492\n",
            "(9493, 41, 41) (9493, 41, 41)\n",
            "9493\n",
            "(9494, 41, 41) (9494, 41, 41)\n",
            "9494\n",
            "(9495, 41, 41) (9495, 41, 41)\n",
            "9495\n",
            "(9496, 41, 41) (9496, 41, 41)\n",
            "9496\n",
            "(9497, 41, 41) (9497, 41, 41)\n",
            "9497\n",
            "(9498, 41, 41) (9498, 41, 41)\n",
            "9498\n",
            "(9499, 41, 41) (9499, 41, 41)\n",
            "9499\n",
            "(9500, 41, 41) (9500, 41, 41)\n",
            "9500\n",
            "(9501, 41, 41) (9501, 41, 41)\n",
            "9501\n",
            "(9502, 41, 41) (9502, 41, 41)\n",
            "9502\n",
            "(9503, 41, 41) (9503, 41, 41)\n",
            "9503\n",
            "(9504, 41, 41) (9504, 41, 41)\n",
            "9504\n",
            "(9505, 41, 41) (9505, 41, 41)\n",
            "9505\n",
            "(9506, 41, 41) (9506, 41, 41)\n",
            "9506\n",
            "(9507, 41, 41) (9507, 41, 41)\n",
            "9507\n",
            "(9508, 41, 41) (9508, 41, 41)\n",
            "9508\n",
            "(9509, 41, 41) (9509, 41, 41)\n",
            "9509\n",
            "(9510, 41, 41) (9510, 41, 41)\n",
            "9510\n",
            "(9511, 41, 41) (9511, 41, 41)\n",
            "9511\n",
            "(9512, 41, 41) (9512, 41, 41)\n",
            "9512\n",
            "(9513, 41, 41) (9513, 41, 41)\n",
            "9513\n",
            "(9514, 41, 41) (9514, 41, 41)\n",
            "9514\n",
            "(9515, 41, 41) (9515, 41, 41)\n",
            "9515\n",
            "(9516, 41, 41) (9516, 41, 41)\n",
            "9516\n",
            "(9517, 41, 41) (9517, 41, 41)\n",
            "9517\n",
            "(9518, 41, 41) (9518, 41, 41)\n",
            "9518\n",
            "(9519, 41, 41) (9519, 41, 41)\n",
            "9519\n",
            "(9520, 41, 41) (9520, 41, 41)\n",
            "9520\n",
            "(9521, 41, 41) (9521, 41, 41)\n",
            "9521\n",
            "(9522, 41, 41) (9522, 41, 41)\n",
            "9522\n",
            "(9523, 41, 41) (9523, 41, 41)\n",
            "9523\n",
            "(9524, 41, 41) (9524, 41, 41)\n",
            "9524\n",
            "(9525, 41, 41) (9525, 41, 41)\n",
            "9525\n",
            "(9526, 41, 41) (9526, 41, 41)\n",
            "9526\n",
            "(9527, 41, 41) (9527, 41, 41)\n",
            "9527\n",
            "(9528, 41, 41) (9528, 41, 41)\n",
            "9528\n",
            "(9529, 41, 41) (9529, 41, 41)\n",
            "9529\n",
            "(9530, 41, 41) (9530, 41, 41)\n",
            "9530\n",
            "(9531, 41, 41) (9531, 41, 41)\n",
            "9531\n",
            "(9532, 41, 41) (9532, 41, 41)\n",
            "9532\n",
            "(9533, 41, 41) (9533, 41, 41)\n",
            "9533\n",
            "(9534, 41, 41) (9534, 41, 41)\n",
            "9534\n",
            "(9535, 41, 41) (9535, 41, 41)\n",
            "9535\n",
            "(9536, 41, 41) (9536, 41, 41)\n",
            "9536\n",
            "(9537, 41, 41) (9537, 41, 41)\n",
            "9537\n",
            "(9538, 41, 41) (9538, 41, 41)\n",
            "9538\n",
            "(9539, 41, 41) (9539, 41, 41)\n",
            "9539\n",
            "(9540, 41, 41) (9540, 41, 41)\n",
            "9540\n",
            "(9541, 41, 41) (9541, 41, 41)\n",
            "9541\n",
            "(9542, 41, 41) (9542, 41, 41)\n",
            "9542\n",
            "(9543, 41, 41) (9543, 41, 41)\n",
            "9543\n",
            "(9544, 41, 41) (9544, 41, 41)\n",
            "9544\n",
            "(9545, 41, 41) (9545, 41, 41)\n",
            "9545\n",
            "(9546, 41, 41) (9546, 41, 41)\n",
            "9546\n",
            "(9547, 41, 41) (9547, 41, 41)\n",
            "9547\n",
            "(9548, 41, 41) (9548, 41, 41)\n",
            "9548\n",
            "(9549, 41, 41) (9549, 41, 41)\n",
            "9549\n",
            "(9550, 41, 41) (9550, 41, 41)\n",
            "9550\n",
            "(9551, 41, 41) (9551, 41, 41)\n",
            "9551\n",
            "(9552, 41, 41) (9552, 41, 41)\n",
            "9552\n",
            "(9553, 41, 41) (9553, 41, 41)\n",
            "9553\n",
            "(9554, 41, 41) (9554, 41, 41)\n",
            "9554\n",
            "(9555, 41, 41) (9555, 41, 41)\n",
            "9555\n",
            "(9556, 41, 41) (9556, 41, 41)\n",
            "9556\n",
            "(9557, 41, 41) (9557, 41, 41)\n",
            "9557\n",
            "(9558, 41, 41) (9558, 41, 41)\n",
            "9558\n",
            "(9559, 41, 41) (9559, 41, 41)\n",
            "9559\n",
            "(9560, 41, 41) (9560, 41, 41)\n",
            "9560\n",
            "(9561, 41, 41) (9561, 41, 41)\n",
            "9561\n",
            "(9562, 41, 41) (9562, 41, 41)\n",
            "9562\n",
            "(9563, 41, 41) (9563, 41, 41)\n",
            "9563\n",
            "(9564, 41, 41) (9564, 41, 41)\n",
            "9564\n",
            "(9565, 41, 41) (9565, 41, 41)\n",
            "9565\n",
            "(9566, 41, 41) (9566, 41, 41)\n",
            "9566\n",
            "(9567, 41, 41) (9567, 41, 41)\n",
            "9567\n",
            "(9568, 41, 41) (9568, 41, 41)\n",
            "9568\n",
            "(9569, 41, 41) (9569, 41, 41)\n",
            "9569\n",
            "(9570, 41, 41) (9570, 41, 41)\n",
            "9570\n",
            "(9571, 41, 41) (9571, 41, 41)\n",
            "9571\n",
            "(9572, 41, 41) (9572, 41, 41)\n",
            "9572\n",
            "(9573, 41, 41) (9573, 41, 41)\n",
            "9573\n",
            "(9574, 41, 41) (9574, 41, 41)\n",
            "9574\n",
            "(9575, 41, 41) (9575, 41, 41)\n",
            "9575\n",
            "(9576, 41, 41) (9576, 41, 41)\n",
            "9576\n",
            "(9577, 41, 41) (9577, 41, 41)\n",
            "9577\n",
            "(9578, 41, 41) (9578, 41, 41)\n",
            "9578\n",
            "(9579, 41, 41) (9579, 41, 41)\n",
            "9579\n",
            "(9580, 41, 41) (9580, 41, 41)\n",
            "9580\n",
            "(9581, 41, 41) (9581, 41, 41)\n",
            "9581\n",
            "(9582, 41, 41) (9582, 41, 41)\n",
            "9582\n",
            "(9583, 41, 41) (9583, 41, 41)\n",
            "9583\n",
            "(9584, 41, 41) (9584, 41, 41)\n",
            "9584\n",
            "(9585, 41, 41) (9585, 41, 41)\n",
            "9585\n",
            "(9586, 41, 41) (9586, 41, 41)\n",
            "9586\n",
            "(9587, 41, 41) (9587, 41, 41)\n",
            "9587\n",
            "(9588, 41, 41) (9588, 41, 41)\n",
            "9588\n",
            "(9589, 41, 41) (9589, 41, 41)\n",
            "9589\n",
            "(9590, 41, 41) (9590, 41, 41)\n",
            "9590\n",
            "(9591, 41, 41) (9591, 41, 41)\n",
            "9591\n",
            "(9592, 41, 41) (9592, 41, 41)\n",
            "9592\n",
            "(9593, 41, 41) (9593, 41, 41)\n",
            "9593\n",
            "(9594, 41, 41) (9594, 41, 41)\n",
            "9594\n",
            "(9595, 41, 41) (9595, 41, 41)\n",
            "9595\n",
            "(9596, 41, 41) (9596, 41, 41)\n",
            "9596\n",
            "(9597, 41, 41) (9597, 41, 41)\n",
            "9597\n",
            "(9598, 41, 41) (9598, 41, 41)\n",
            "9598\n",
            "(9599, 41, 41) (9599, 41, 41)\n",
            "9599\n",
            "(9600, 41, 41) (9600, 41, 41)\n",
            "9600\n",
            "(9601, 41, 41) (9601, 41, 41)\n",
            "9601\n",
            "(9602, 41, 41) (9602, 41, 41)\n",
            "9602\n",
            "(9603, 41, 41) (9603, 41, 41)\n",
            "9603\n",
            "(9604, 41, 41) (9604, 41, 41)\n",
            "9604\n",
            "(9605, 41, 41) (9605, 41, 41)\n",
            "9605\n",
            "(9606, 41, 41) (9606, 41, 41)\n",
            "9606\n",
            "(9607, 41, 41) (9607, 41, 41)\n",
            "9607\n",
            "(9608, 41, 41) (9608, 41, 41)\n",
            "9608\n",
            "(9609, 41, 41) (9609, 41, 41)\n",
            "9609\n",
            "(9610, 41, 41) (9610, 41, 41)\n",
            "9610\n",
            "(9611, 41, 41) (9611, 41, 41)\n",
            "9611\n",
            "(9612, 41, 41) (9612, 41, 41)\n",
            "9612\n",
            "(9613, 41, 41) (9613, 41, 41)\n",
            "9613\n",
            "(9614, 41, 41) (9614, 41, 41)\n",
            "9614\n",
            "(9615, 41, 41) (9615, 41, 41)\n",
            "9615\n",
            "(9616, 41, 41) (9616, 41, 41)\n",
            "9616\n",
            "(9617, 41, 41) (9617, 41, 41)\n",
            "9617\n",
            "(9618, 41, 41) (9618, 41, 41)\n",
            "9618\n",
            "(9619, 41, 41) (9619, 41, 41)\n",
            "9619\n",
            "(9620, 41, 41) (9620, 41, 41)\n",
            "9620\n",
            "(9621, 41, 41) (9621, 41, 41)\n",
            "9621\n",
            "(9622, 41, 41) (9622, 41, 41)\n",
            "9622\n",
            "(9623, 41, 41) (9623, 41, 41)\n",
            "9623\n",
            "(9624, 41, 41) (9624, 41, 41)\n",
            "9624\n",
            "(9625, 41, 41) (9625, 41, 41)\n",
            "9625\n",
            "(9626, 41, 41) (9626, 41, 41)\n",
            "9626\n",
            "(9627, 41, 41) (9627, 41, 41)\n",
            "9627\n",
            "(9628, 41, 41) (9628, 41, 41)\n",
            "9628\n",
            "(9629, 41, 41) (9629, 41, 41)\n",
            "9629\n",
            "(9630, 41, 41) (9630, 41, 41)\n",
            "9630\n",
            "(9631, 41, 41) (9631, 41, 41)\n",
            "9631\n",
            "(9632, 41, 41) (9632, 41, 41)\n",
            "9632\n",
            "(9633, 41, 41) (9633, 41, 41)\n",
            "9633\n",
            "(9634, 41, 41) (9634, 41, 41)\n",
            "9634\n",
            "(9635, 41, 41) (9635, 41, 41)\n",
            "9635\n",
            "(9636, 41, 41) (9636, 41, 41)\n",
            "9636\n",
            "(9637, 41, 41) (9637, 41, 41)\n",
            "9637\n",
            "(9638, 41, 41) (9638, 41, 41)\n",
            "9638\n",
            "(9639, 41, 41) (9639, 41, 41)\n",
            "9639\n",
            "(9640, 41, 41) (9640, 41, 41)\n",
            "9640\n",
            "(9641, 41, 41) (9641, 41, 41)\n",
            "9641\n",
            "(9642, 41, 41) (9642, 41, 41)\n",
            "9642\n",
            "(9643, 41, 41) (9643, 41, 41)\n",
            "9643\n",
            "(9644, 41, 41) (9644, 41, 41)\n",
            "9644\n",
            "(9645, 41, 41) (9645, 41, 41)\n",
            "9645\n",
            "(9646, 41, 41) (9646, 41, 41)\n",
            "9646\n",
            "(9647, 41, 41) (9647, 41, 41)\n",
            "9647\n",
            "(9648, 41, 41) (9648, 41, 41)\n",
            "9648\n",
            "(9649, 41, 41) (9649, 41, 41)\n",
            "9649\n",
            "(9650, 41, 41) (9650, 41, 41)\n",
            "9650\n",
            "(9651, 41, 41) (9651, 41, 41)\n",
            "9651\n",
            "(9652, 41, 41) (9652, 41, 41)\n",
            "9652\n",
            "(9653, 41, 41) (9653, 41, 41)\n",
            "9653\n",
            "(9654, 41, 41) (9654, 41, 41)\n",
            "9654\n",
            "(9655, 41, 41) (9655, 41, 41)\n",
            "9655\n",
            "(9656, 41, 41) (9656, 41, 41)\n",
            "9656\n",
            "(9657, 41, 41) (9657, 41, 41)\n",
            "9657\n",
            "(9658, 41, 41) (9658, 41, 41)\n",
            "9658\n",
            "(9659, 41, 41) (9659, 41, 41)\n",
            "9659\n",
            "(9660, 41, 41) (9660, 41, 41)\n",
            "9660\n",
            "(9661, 41, 41) (9661, 41, 41)\n",
            "9661\n",
            "(9662, 41, 41) (9662, 41, 41)\n",
            "9662\n",
            "(9663, 41, 41) (9663, 41, 41)\n",
            "9663\n",
            "(9664, 41, 41) (9664, 41, 41)\n",
            "9664\n",
            "(9665, 41, 41) (9665, 41, 41)\n",
            "9665\n",
            "(9666, 41, 41) (9666, 41, 41)\n",
            "9666\n",
            "(9667, 41, 41) (9667, 41, 41)\n",
            "9667\n",
            "(9668, 41, 41) (9668, 41, 41)\n",
            "9668\n",
            "(9669, 41, 41) (9669, 41, 41)\n",
            "9669\n",
            "(9670, 41, 41) (9670, 41, 41)\n",
            "9670\n",
            "(9671, 41, 41) (9671, 41, 41)\n",
            "9671\n",
            "(9672, 41, 41) (9672, 41, 41)\n",
            "9672\n",
            "(9673, 41, 41) (9673, 41, 41)\n",
            "9673\n",
            "(9674, 41, 41) (9674, 41, 41)\n",
            "9674\n",
            "(9675, 41, 41) (9675, 41, 41)\n",
            "9675\n",
            "(9676, 41, 41) (9676, 41, 41)\n",
            "9676\n",
            "(9677, 41, 41) (9677, 41, 41)\n",
            "9677\n",
            "(9678, 41, 41) (9678, 41, 41)\n",
            "9678\n",
            "(9679, 41, 41) (9679, 41, 41)\n",
            "9679\n",
            "(9680, 41, 41) (9680, 41, 41)\n",
            "9680\n",
            "(9681, 41, 41) (9681, 41, 41)\n",
            "9681\n",
            "(9682, 41, 41) (9682, 41, 41)\n",
            "9682\n",
            "(9683, 41, 41) (9683, 41, 41)\n",
            "9683\n",
            "(9684, 41, 41) (9684, 41, 41)\n",
            "9684\n",
            "(9685, 41, 41) (9685, 41, 41)\n",
            "9685\n",
            "(9686, 41, 41) (9686, 41, 41)\n",
            "9686\n",
            "(9687, 41, 41) (9687, 41, 41)\n",
            "9687\n",
            "(9688, 41, 41) (9688, 41, 41)\n",
            "9688\n",
            "(9689, 41, 41) (9689, 41, 41)\n",
            "9689\n",
            "(9690, 41, 41) (9690, 41, 41)\n",
            "9690\n",
            "(9691, 41, 41) (9691, 41, 41)\n",
            "9691\n",
            "(9692, 41, 41) (9692, 41, 41)\n",
            "9692\n",
            "(9693, 41, 41) (9693, 41, 41)\n",
            "9693\n",
            "(9694, 41, 41) (9694, 41, 41)\n",
            "9694\n",
            "(9695, 41, 41) (9695, 41, 41)\n",
            "9695\n",
            "(9696, 41, 41) (9696, 41, 41)\n",
            "9696\n",
            "(9697, 41, 41) (9697, 41, 41)\n",
            "9697\n",
            "(9698, 41, 41) (9698, 41, 41)\n",
            "9698\n",
            "(9699, 41, 41) (9699, 41, 41)\n",
            "9699\n",
            "(9700, 41, 41) (9700, 41, 41)\n",
            "9700\n",
            "(9701, 41, 41) (9701, 41, 41)\n",
            "9701\n",
            "(9702, 41, 41) (9702, 41, 41)\n",
            "9702\n",
            "(9703, 41, 41) (9703, 41, 41)\n",
            "9703\n",
            "(9704, 41, 41) (9704, 41, 41)\n",
            "9704\n",
            "(9705, 41, 41) (9705, 41, 41)\n",
            "9705\n",
            "(9706, 41, 41) (9706, 41, 41)\n",
            "9706\n",
            "(9707, 41, 41) (9707, 41, 41)\n",
            "9707\n",
            "(9708, 41, 41) (9708, 41, 41)\n",
            "9708\n",
            "(9709, 41, 41) (9709, 41, 41)\n",
            "9709\n",
            "(9710, 41, 41) (9710, 41, 41)\n",
            "9710\n",
            "(9711, 41, 41) (9711, 41, 41)\n",
            "9711\n",
            "(9712, 41, 41) (9712, 41, 41)\n",
            "9712\n",
            "(9713, 41, 41) (9713, 41, 41)\n",
            "9713\n",
            "(9714, 41, 41) (9714, 41, 41)\n",
            "9714\n",
            "(9715, 41, 41) (9715, 41, 41)\n",
            "9715\n",
            "(9716, 41, 41) (9716, 41, 41)\n",
            "9716\n",
            "(9717, 41, 41) (9717, 41, 41)\n",
            "9717\n",
            "(9718, 41, 41) (9718, 41, 41)\n",
            "9718\n",
            "(9719, 41, 41) (9719, 41, 41)\n",
            "9719\n",
            "(9720, 41, 41) (9720, 41, 41)\n",
            "9720\n",
            "(9721, 41, 41) (9721, 41, 41)\n",
            "9721\n",
            "(9722, 41, 41) (9722, 41, 41)\n",
            "9722\n",
            "(9723, 41, 41) (9723, 41, 41)\n",
            "9723\n",
            "(9724, 41, 41) (9724, 41, 41)\n",
            "9724\n",
            "(9725, 41, 41) (9725, 41, 41)\n",
            "9725\n",
            "(9726, 41, 41) (9726, 41, 41)\n",
            "9726\n",
            "(9727, 41, 41) (9727, 41, 41)\n",
            "9727\n",
            "(9728, 41, 41) (9728, 41, 41)\n",
            "9728\n",
            "(9729, 41, 41) (9729, 41, 41)\n",
            "9729\n",
            "(9730, 41, 41) (9730, 41, 41)\n",
            "9730\n",
            "(9731, 41, 41) (9731, 41, 41)\n",
            "9731\n",
            "(9732, 41, 41) (9732, 41, 41)\n",
            "9732\n",
            "(9733, 41, 41) (9733, 41, 41)\n",
            "9733\n",
            "(9734, 41, 41) (9734, 41, 41)\n",
            "9734\n",
            "(9735, 41, 41) (9735, 41, 41)\n",
            "9735\n",
            "(9736, 41, 41) (9736, 41, 41)\n",
            "9736\n",
            "(9737, 41, 41) (9737, 41, 41)\n",
            "9737\n",
            "(9738, 41, 41) (9738, 41, 41)\n",
            "9738\n",
            "(9739, 41, 41) (9739, 41, 41)\n",
            "9739\n",
            "(9740, 41, 41) (9740, 41, 41)\n",
            "9740\n",
            "(9741, 41, 41) (9741, 41, 41)\n",
            "9741\n",
            "(9742, 41, 41) (9742, 41, 41)\n",
            "9742\n",
            "(9743, 41, 41) (9743, 41, 41)\n",
            "9743\n",
            "(9744, 41, 41) (9744, 41, 41)\n",
            "9744\n",
            "(9745, 41, 41) (9745, 41, 41)\n",
            "9745\n",
            "(9746, 41, 41) (9746, 41, 41)\n",
            "9746\n",
            "(9747, 41, 41) (9747, 41, 41)\n",
            "9747\n",
            "(9748, 41, 41) (9748, 41, 41)\n",
            "9748\n",
            "(9749, 41, 41) (9749, 41, 41)\n",
            "9749\n",
            "(9750, 41, 41) (9750, 41, 41)\n",
            "9750\n",
            "(9751, 41, 41) (9751, 41, 41)\n",
            "9751\n",
            "(9752, 41, 41) (9752, 41, 41)\n",
            "9752\n",
            "(9753, 41, 41) (9753, 41, 41)\n",
            "9753\n",
            "(9754, 41, 41) (9754, 41, 41)\n",
            "9754\n",
            "(9755, 41, 41) (9755, 41, 41)\n",
            "9755\n",
            "(9756, 41, 41) (9756, 41, 41)\n",
            "9756\n",
            "(9757, 41, 41) (9757, 41, 41)\n",
            "9757\n",
            "(9758, 41, 41) (9758, 41, 41)\n",
            "9758\n",
            "(9759, 41, 41) (9759, 41, 41)\n",
            "9759\n",
            "(9760, 41, 41) (9760, 41, 41)\n",
            "9760\n",
            "(9761, 41, 41) (9761, 41, 41)\n",
            "9761\n",
            "(9762, 41, 41) (9762, 41, 41)\n",
            "9762\n",
            "(9763, 41, 41) (9763, 41, 41)\n",
            "9763\n",
            "(9764, 41, 41) (9764, 41, 41)\n",
            "9764\n",
            "(9765, 41, 41) (9765, 41, 41)\n",
            "9765\n",
            "(9766, 41, 41) (9766, 41, 41)\n",
            "9766\n",
            "(9767, 41, 41) (9767, 41, 41)\n",
            "9767\n",
            "(9768, 41, 41) (9768, 41, 41)\n",
            "9768\n",
            "(9769, 41, 41) (9769, 41, 41)\n",
            "9769\n",
            "(9770, 41, 41) (9770, 41, 41)\n",
            "9770\n",
            "(9771, 41, 41) (9771, 41, 41)\n",
            "9771\n",
            "(9772, 41, 41) (9772, 41, 41)\n",
            "9772\n",
            "(9773, 41, 41) (9773, 41, 41)\n",
            "9773\n",
            "(9774, 41, 41) (9774, 41, 41)\n",
            "9774\n",
            "(9775, 41, 41) (9775, 41, 41)\n",
            "9775\n",
            "(9776, 41, 41) (9776, 41, 41)\n",
            "9776\n",
            "(9777, 41, 41) (9777, 41, 41)\n",
            "9777\n",
            "(9778, 41, 41) (9778, 41, 41)\n",
            "9778\n",
            "(9779, 41, 41) (9779, 41, 41)\n",
            "9779\n",
            "(9780, 41, 41) (9780, 41, 41)\n",
            "9780\n",
            "(9781, 41, 41) (9781, 41, 41)\n",
            "9781\n",
            "(9782, 41, 41) (9782, 41, 41)\n",
            "9782\n",
            "(9783, 41, 41) (9783, 41, 41)\n",
            "9783\n",
            "(9784, 41, 41) (9784, 41, 41)\n",
            "9784\n",
            "(9785, 41, 41) (9785, 41, 41)\n",
            "9785\n",
            "(9786, 41, 41) (9786, 41, 41)\n",
            "9786\n",
            "(9787, 41, 41) (9787, 41, 41)\n",
            "9787\n",
            "(9788, 41, 41) (9788, 41, 41)\n",
            "9788\n",
            "(9789, 41, 41) (9789, 41, 41)\n",
            "9789\n",
            "(9790, 41, 41) (9790, 41, 41)\n",
            "9790\n",
            "(9791, 41, 41) (9791, 41, 41)\n",
            "9791\n",
            "(9792, 41, 41) (9792, 41, 41)\n",
            "9792\n",
            "(9793, 41, 41) (9793, 41, 41)\n",
            "9793\n",
            "(9794, 41, 41) (9794, 41, 41)\n",
            "9794\n",
            "(9795, 41, 41) (9795, 41, 41)\n",
            "9795\n",
            "(9796, 41, 41) (9796, 41, 41)\n",
            "9796\n",
            "(9797, 41, 41) (9797, 41, 41)\n",
            "9797\n",
            "(9798, 41, 41) (9798, 41, 41)\n",
            "9798\n",
            "(9799, 41, 41) (9799, 41, 41)\n",
            "9799\n",
            "(9800, 41, 41) (9800, 41, 41)\n",
            "9800\n",
            "(9801, 41, 41) (9801, 41, 41)\n",
            "9801\n",
            "(9802, 41, 41) (9802, 41, 41)\n",
            "9802\n",
            "(9803, 41, 41) (9803, 41, 41)\n",
            "9803\n",
            "(9804, 41, 41) (9804, 41, 41)\n",
            "9804\n",
            "(9805, 41, 41) (9805, 41, 41)\n",
            "9805\n",
            "(9806, 41, 41) (9806, 41, 41)\n",
            "9806\n",
            "(9807, 41, 41) (9807, 41, 41)\n",
            "9807\n",
            "(9808, 41, 41) (9808, 41, 41)\n",
            "9808\n",
            "(9809, 41, 41) (9809, 41, 41)\n",
            "9809\n",
            "(9810, 41, 41) (9810, 41, 41)\n",
            "9810\n",
            "(9811, 41, 41) (9811, 41, 41)\n",
            "9811\n",
            "(9812, 41, 41) (9812, 41, 41)\n",
            "9812\n",
            "(9813, 41, 41) (9813, 41, 41)\n",
            "9813\n",
            "(9814, 41, 41) (9814, 41, 41)\n",
            "9814\n",
            "(9815, 41, 41) (9815, 41, 41)\n",
            "9815\n",
            "(9816, 41, 41) (9816, 41, 41)\n",
            "9816\n",
            "(9817, 41, 41) (9817, 41, 41)\n",
            "9817\n",
            "(9818, 41, 41) (9818, 41, 41)\n",
            "9818\n",
            "(9819, 41, 41) (9819, 41, 41)\n",
            "9819\n",
            "(9820, 41, 41) (9820, 41, 41)\n",
            "9820\n",
            "(9821, 41, 41) (9821, 41, 41)\n",
            "9821\n",
            "(9822, 41, 41) (9822, 41, 41)\n",
            "9822\n",
            "(9823, 41, 41) (9823, 41, 41)\n",
            "9823\n",
            "(9824, 41, 41) (9824, 41, 41)\n",
            "9824\n",
            "(9825, 41, 41) (9825, 41, 41)\n",
            "9825\n",
            "(9826, 41, 41) (9826, 41, 41)\n",
            "9826\n",
            "(9827, 41, 41) (9827, 41, 41)\n",
            "9827\n",
            "(9828, 41, 41) (9828, 41, 41)\n",
            "9828\n",
            "(9829, 41, 41) (9829, 41, 41)\n",
            "9829\n",
            "(9830, 41, 41) (9830, 41, 41)\n",
            "9830\n",
            "(9831, 41, 41) (9831, 41, 41)\n",
            "9831\n",
            "(9832, 41, 41) (9832, 41, 41)\n",
            "9832\n",
            "(9833, 41, 41) (9833, 41, 41)\n",
            "9833\n",
            "(9834, 41, 41) (9834, 41, 41)\n",
            "9834\n",
            "(9835, 41, 41) (9835, 41, 41)\n",
            "9835\n",
            "(9836, 41, 41) (9836, 41, 41)\n",
            "9836\n",
            "(9837, 41, 41) (9837, 41, 41)\n",
            "9837\n",
            "(9838, 41, 41) (9838, 41, 41)\n",
            "9838\n",
            "(9839, 41, 41) (9839, 41, 41)\n",
            "9839\n",
            "(9840, 41, 41) (9840, 41, 41)\n",
            "9840\n",
            "(9841, 41, 41) (9841, 41, 41)\n",
            "9841\n",
            "(9842, 41, 41) (9842, 41, 41)\n",
            "9842\n",
            "(9843, 41, 41) (9843, 41, 41)\n",
            "9843\n",
            "(9844, 41, 41) (9844, 41, 41)\n",
            "9844\n",
            "(9845, 41, 41) (9845, 41, 41)\n",
            "9845\n",
            "(9846, 41, 41) (9846, 41, 41)\n",
            "9846\n",
            "(9847, 41, 41) (9847, 41, 41)\n",
            "9847\n",
            "(9848, 41, 41) (9848, 41, 41)\n",
            "9848\n",
            "(9849, 41, 41) (9849, 41, 41)\n",
            "9849\n",
            "(9850, 41, 41) (9850, 41, 41)\n",
            "9850\n",
            "(9851, 41, 41) (9851, 41, 41)\n",
            "9851\n",
            "(9852, 41, 41) (9852, 41, 41)\n",
            "9852\n",
            "(9853, 41, 41) (9853, 41, 41)\n",
            "9853\n",
            "(9854, 41, 41) (9854, 41, 41)\n",
            "9854\n",
            "(9855, 41, 41) (9855, 41, 41)\n",
            "9855\n",
            "(9856, 41, 41) (9856, 41, 41)\n",
            "9856\n",
            "(9857, 41, 41) (9857, 41, 41)\n",
            "9857\n",
            "(9858, 41, 41) (9858, 41, 41)\n",
            "9858\n",
            "(9859, 41, 41) (9859, 41, 41)\n",
            "9859\n",
            "(9860, 41, 41) (9860, 41, 41)\n",
            "9860\n",
            "(9861, 41, 41) (9861, 41, 41)\n",
            "9861\n",
            "(9862, 41, 41) (9862, 41, 41)\n",
            "9862\n",
            "(9863, 41, 41) (9863, 41, 41)\n",
            "9863\n",
            "(9864, 41, 41) (9864, 41, 41)\n",
            "9864\n",
            "(9865, 41, 41) (9865, 41, 41)\n",
            "9865\n",
            "(9866, 41, 41) (9866, 41, 41)\n",
            "9866\n",
            "(9867, 41, 41) (9867, 41, 41)\n",
            "9867\n",
            "(9868, 41, 41) (9868, 41, 41)\n",
            "9868\n",
            "(9869, 41, 41) (9869, 41, 41)\n",
            "9869\n",
            "(9870, 41, 41) (9870, 41, 41)\n",
            "9870\n",
            "(9871, 41, 41) (9871, 41, 41)\n",
            "9871\n",
            "(9872, 41, 41) (9872, 41, 41)\n",
            "9872\n",
            "(9873, 41, 41) (9873, 41, 41)\n",
            "9873\n",
            "(9874, 41, 41) (9874, 41, 41)\n",
            "9874\n",
            "(9875, 41, 41) (9875, 41, 41)\n",
            "9875\n",
            "(9876, 41, 41) (9876, 41, 41)\n",
            "9876\n",
            "(9877, 41, 41) (9877, 41, 41)\n",
            "9877\n",
            "(9878, 41, 41) (9878, 41, 41)\n",
            "9878\n",
            "(9879, 41, 41) (9879, 41, 41)\n",
            "9879\n",
            "(9880, 41, 41) (9880, 41, 41)\n",
            "9880\n",
            "(9881, 41, 41) (9881, 41, 41)\n",
            "9881\n",
            "(9882, 41, 41) (9882, 41, 41)\n",
            "9882\n",
            "(9883, 41, 41) (9883, 41, 41)\n",
            "9883\n",
            "(9884, 41, 41) (9884, 41, 41)\n",
            "9884\n",
            "(9885, 41, 41) (9885, 41, 41)\n",
            "9885\n",
            "(9886, 41, 41) (9886, 41, 41)\n",
            "9886\n",
            "(9887, 41, 41) (9887, 41, 41)\n",
            "9887\n",
            "(9888, 41, 41) (9888, 41, 41)\n",
            "9888\n",
            "(9889, 41, 41) (9889, 41, 41)\n",
            "9889\n",
            "(9890, 41, 41) (9890, 41, 41)\n",
            "9890\n",
            "(9891, 41, 41) (9891, 41, 41)\n",
            "9891\n",
            "(9892, 41, 41) (9892, 41, 41)\n",
            "9892\n",
            "(9893, 41, 41) (9893, 41, 41)\n",
            "9893\n",
            "(9894, 41, 41) (9894, 41, 41)\n",
            "9894\n",
            "(9895, 41, 41) (9895, 41, 41)\n",
            "9895\n",
            "(9896, 41, 41) (9896, 41, 41)\n",
            "9896\n",
            "(9897, 41, 41) (9897, 41, 41)\n",
            "9897\n",
            "(9898, 41, 41) (9898, 41, 41)\n",
            "9898\n",
            "(9899, 41, 41) (9899, 41, 41)\n",
            "9899\n",
            "(9900, 41, 41) (9900, 41, 41)\n",
            "9900\n",
            "(9901, 41, 41) (9901, 41, 41)\n",
            "9901\n",
            "(9902, 41, 41) (9902, 41, 41)\n",
            "9902\n",
            "(9903, 41, 41) (9903, 41, 41)\n",
            "9903\n",
            "(9904, 41, 41) (9904, 41, 41)\n",
            "9904\n",
            "(9905, 41, 41) (9905, 41, 41)\n",
            "9905\n",
            "(9906, 41, 41) (9906, 41, 41)\n",
            "9906\n",
            "(9907, 41, 41) (9907, 41, 41)\n",
            "9907\n",
            "(9908, 41, 41) (9908, 41, 41)\n",
            "9908\n",
            "(9909, 41, 41) (9909, 41, 41)\n",
            "9909\n",
            "(9910, 41, 41) (9910, 41, 41)\n",
            "9910\n",
            "(9911, 41, 41) (9911, 41, 41)\n",
            "9911\n",
            "(9912, 41, 41) (9912, 41, 41)\n",
            "9912\n",
            "(9913, 41, 41) (9913, 41, 41)\n",
            "9913\n",
            "(9914, 41, 41) (9914, 41, 41)\n",
            "9914\n",
            "(9915, 41, 41) (9915, 41, 41)\n",
            "9915\n",
            "(9916, 41, 41) (9916, 41, 41)\n",
            "9916\n",
            "(9917, 41, 41) (9917, 41, 41)\n",
            "9917\n",
            "(9918, 41, 41) (9918, 41, 41)\n",
            "9918\n",
            "(9919, 41, 41) (9919, 41, 41)\n",
            "9919\n",
            "(9920, 41, 41) (9920, 41, 41)\n",
            "9920\n",
            "(9921, 41, 41) (9921, 41, 41)\n",
            "9921\n",
            "(9922, 41, 41) (9922, 41, 41)\n",
            "9922\n",
            "(9923, 41, 41) (9923, 41, 41)\n",
            "9923\n",
            "(9924, 41, 41) (9924, 41, 41)\n",
            "9924\n",
            "(9925, 41, 41) (9925, 41, 41)\n",
            "9925\n",
            "(9926, 41, 41) (9926, 41, 41)\n",
            "9926\n",
            "(9927, 41, 41) (9927, 41, 41)\n",
            "9927\n",
            "(9928, 41, 41) (9928, 41, 41)\n",
            "9928\n",
            "(9929, 41, 41) (9929, 41, 41)\n",
            "9929\n",
            "(9930, 41, 41) (9930, 41, 41)\n",
            "9930\n",
            "(9931, 41, 41) (9931, 41, 41)\n",
            "9931\n",
            "(9932, 41, 41) (9932, 41, 41)\n",
            "9932\n",
            "(9933, 41, 41) (9933, 41, 41)\n",
            "9933\n",
            "(9934, 41, 41) (9934, 41, 41)\n",
            "9934\n",
            "(9935, 41, 41) (9935, 41, 41)\n",
            "9935\n",
            "(9936, 41, 41) (9936, 41, 41)\n",
            "9936\n",
            "(9937, 41, 41) (9937, 41, 41)\n",
            "9937\n",
            "(9938, 41, 41) (9938, 41, 41)\n",
            "9938\n",
            "(9939, 41, 41) (9939, 41, 41)\n",
            "9939\n",
            "(9940, 41, 41) (9940, 41, 41)\n",
            "9940\n",
            "(9941, 41, 41) (9941, 41, 41)\n",
            "9941\n",
            "(9942, 41, 41) (9942, 41, 41)\n",
            "9942\n",
            "(9943, 41, 41) (9943, 41, 41)\n",
            "9943\n",
            "(9944, 41, 41) (9944, 41, 41)\n",
            "9944\n",
            "(9945, 41, 41) (9945, 41, 41)\n",
            "9945\n",
            "(9946, 41, 41) (9946, 41, 41)\n",
            "9946\n",
            "(9947, 41, 41) (9947, 41, 41)\n",
            "9947\n",
            "(9948, 41, 41) (9948, 41, 41)\n",
            "9948\n",
            "(9949, 41, 41) (9949, 41, 41)\n",
            "9949\n",
            "(9950, 41, 41) (9950, 41, 41)\n",
            "9950\n",
            "(9951, 41, 41) (9951, 41, 41)\n",
            "9951\n",
            "(9952, 41, 41) (9952, 41, 41)\n",
            "9952\n",
            "(9953, 41, 41) (9953, 41, 41)\n",
            "9953\n",
            "(9954, 41, 41) (9954, 41, 41)\n",
            "9954\n",
            "(9955, 41, 41) (9955, 41, 41)\n",
            "9955\n",
            "(9956, 41, 41) (9956, 41, 41)\n",
            "9956\n",
            "(9957, 41, 41) (9957, 41, 41)\n",
            "9957\n",
            "(9958, 41, 41) (9958, 41, 41)\n",
            "9958\n",
            "(9959, 41, 41) (9959, 41, 41)\n",
            "9959\n",
            "(9960, 41, 41) (9960, 41, 41)\n",
            "9960\n",
            "(9961, 41, 41) (9961, 41, 41)\n",
            "9961\n",
            "(9962, 41, 41) (9962, 41, 41)\n",
            "9962\n",
            "(9963, 41, 41) (9963, 41, 41)\n",
            "9963\n",
            "(9964, 41, 41) (9964, 41, 41)\n",
            "9964\n",
            "(9965, 41, 41) (9965, 41, 41)\n",
            "9965\n",
            "(9966, 41, 41) (9966, 41, 41)\n",
            "9966\n",
            "(9967, 41, 41) (9967, 41, 41)\n",
            "9967\n",
            "(9968, 41, 41) (9968, 41, 41)\n",
            "9968\n",
            "(9969, 41, 41) (9969, 41, 41)\n",
            "9969\n",
            "(9970, 41, 41) (9970, 41, 41)\n",
            "9970\n",
            "(9971, 41, 41) (9971, 41, 41)\n",
            "9971\n",
            "(9972, 41, 41) (9972, 41, 41)\n",
            "9972\n",
            "(9973, 41, 41) (9973, 41, 41)\n",
            "9973\n",
            "(9974, 41, 41) (9974, 41, 41)\n",
            "9974\n",
            "(9975, 41, 41) (9975, 41, 41)\n",
            "9975\n",
            "(9976, 41, 41) (9976, 41, 41)\n",
            "9976\n",
            "(9977, 41, 41) (9977, 41, 41)\n",
            "9977\n",
            "(9978, 41, 41) (9978, 41, 41)\n",
            "9978\n",
            "(9979, 41, 41) (9979, 41, 41)\n",
            "9979\n",
            "(9980, 41, 41) (9980, 41, 41)\n",
            "9980\n",
            "(9981, 41, 41) (9981, 41, 41)\n",
            "9981\n",
            "(9982, 41, 41) (9982, 41, 41)\n",
            "9982\n",
            "(9983, 41, 41) (9983, 41, 41)\n",
            "9983\n",
            "(9984, 41, 41) (9984, 41, 41)\n",
            "9984\n",
            "(9985, 41, 41) (9985, 41, 41)\n",
            "9985\n",
            "(9986, 41, 41) (9986, 41, 41)\n",
            "9986\n",
            "(9987, 41, 41) (9987, 41, 41)\n",
            "9987\n",
            "(9988, 41, 41) (9988, 41, 41)\n",
            "9988\n",
            "(9989, 41, 41) (9989, 41, 41)\n",
            "9989\n",
            "(9990, 41, 41) (9990, 41, 41)\n",
            "9990\n",
            "(9991, 41, 41) (9991, 41, 41)\n",
            "9991\n",
            "(9992, 41, 41) (9992, 41, 41)\n",
            "9992\n",
            "(9993, 41, 41) (9993, 41, 41)\n",
            "9993\n",
            "(9994, 41, 41) (9994, 41, 41)\n",
            "9994\n",
            "(9995, 41, 41) (9995, 41, 41)\n",
            "9995\n",
            "(9996, 41, 41) (9996, 41, 41)\n",
            "9996\n",
            "(9997, 41, 41) (9997, 41, 41)\n",
            "9997\n",
            "(9998, 41, 41) (9998, 41, 41)\n",
            "9998\n",
            "(9999, 41, 41) (9999, 41, 41)\n",
            "9999\n",
            "(10000, 41, 41) (10000, 41, 41)\n",
            "10000\n",
            "storing data\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1HqOE9K7oJzF",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "c4215101-0110-4061-dd6b-e70dab4262de"
      },
      "source": [
        "%run main.py --train_data train.h5 --cuda"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "=> use gpu id: '0'\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/torch/nn/_reduction.py:43: UserWarning: size_average and reduce args will be deprecated, please use reduction='sum' instead.\n",
            "  warnings.warn(warning.format(ret))\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch[1](50/79): Loss: 797.6009521484\n",
            "Epoch[2](50/79): Loss: 746.8321533203\n",
            "Checkpoint saved to checkpoint/model_epoch_2.pth\n",
            "Epoch[3](50/79): Loss: 593.0130615234\n",
            "Epoch[4](50/79): Loss: 535.3453979492\n",
            "Checkpoint saved to checkpoint/model_epoch_4.pth\n",
            "Epoch[5](50/79): Loss: 708.9005126953\n",
            "Epoch[6](50/79): Loss: 731.2194824219\n",
            "Checkpoint saved to checkpoint/model_epoch_6.pth\n",
            "Epoch[7](50/79): Loss: 612.4187011719\n",
            "Epoch[8](50/79): Loss: 538.8005371094\n",
            "Checkpoint saved to checkpoint/model_epoch_8.pth\n",
            "Epoch[9](50/79): Loss: 637.6755371094\n",
            "Epoch[10](50/79): Loss: 645.7893676758\n",
            "Checkpoint saved to checkpoint/model_epoch_10.pth\n",
            "Epoch[11](50/79): Loss: 582.8845214844\n",
            "Epoch[12](50/79): Loss: 632.8742675781\n",
            "Checkpoint saved to checkpoint/model_epoch_12.pth\n",
            "Epoch[13](50/79): Loss: 516.4243164062\n",
            "Epoch[14](50/79): Loss: 536.1820068359\n",
            "Checkpoint saved to checkpoint/model_epoch_14.pth\n",
            "Epoch[15](50/79): Loss: 587.6714477539\n",
            "Epoch[16](50/79): Loss: 429.7818298340\n",
            "Checkpoint saved to checkpoint/model_epoch_16.pth\n",
            "Epoch[17](50/79): Loss: 548.0357055664\n",
            "Epoch[18](50/79): Loss: 498.4638671875\n",
            "Checkpoint saved to checkpoint/model_epoch_18.pth\n",
            "Epoch[19](50/79): Loss: 626.1748657227\n",
            "Epoch[20](50/79): Loss: 646.8052368164\n",
            "Checkpoint saved to checkpoint/model_epoch_20.pth\n",
            "Epoch[21](50/79): Loss: 556.5914916992\n",
            "Epoch[22](50/79): Loss: 528.6296386719\n",
            "Checkpoint saved to checkpoint/model_epoch_22.pth\n",
            "Epoch[23](50/79): Loss: 540.6142578125\n",
            "Epoch[24](50/79): Loss: 474.4877014160\n",
            "Checkpoint saved to checkpoint/model_epoch_24.pth\n",
            "Epoch[25](50/79): Loss: 527.4254760742\n",
            "Epoch[26](50/79): Loss: 519.2208251953\n",
            "Checkpoint saved to checkpoint/model_epoch_26.pth\n",
            "Epoch[27](50/79): Loss: 615.5544433594\n",
            "Epoch[28](50/79): Loss: 488.1341857910\n",
            "Checkpoint saved to checkpoint/model_epoch_28.pth\n",
            "Epoch[29](50/79): Loss: 655.9464111328\n",
            "Epoch[30](50/79): Loss: 518.8759765625\n",
            "Checkpoint saved to checkpoint/model_epoch_30.pth\n",
            "Epoch[31](50/79): Loss: 585.8829345703\n",
            "Epoch[32](50/79): Loss: 620.7646484375\n",
            "Checkpoint saved to checkpoint/model_epoch_32.pth\n",
            "Epoch[33](50/79): Loss: 508.8142089844\n",
            "Epoch[34](50/79): Loss: 512.8625488281\n",
            "Checkpoint saved to checkpoint/model_epoch_34.pth\n",
            "Epoch[35](50/79): Loss: 520.9945068359\n",
            "Epoch[36](50/79): Loss: 509.6728820801\n",
            "Checkpoint saved to checkpoint/model_epoch_36.pth\n",
            "Epoch[37](50/79): Loss: 642.7662963867\n",
            "Epoch[38](50/79): Loss: 532.8909301758\n",
            "Checkpoint saved to checkpoint/model_epoch_38.pth\n",
            "Epoch[39](50/79): Loss: 593.0815429688\n",
            "Epoch[40](50/79): Loss: 595.5025634766\n",
            "Checkpoint saved to checkpoint/model_epoch_40.pth\n",
            "Epoch[41](50/79): Loss: 505.0650634766\n",
            "Epoch[42](50/79): Loss: 692.7593383789\n",
            "Checkpoint saved to checkpoint/model_epoch_42.pth\n",
            "Epoch[43](50/79): Loss: 453.1699829102\n",
            "Epoch[44](50/79): Loss: 590.8448486328\n",
            "Checkpoint saved to checkpoint/model_epoch_44.pth\n",
            "Epoch[45](50/79): Loss: 469.8371582031\n",
            "Epoch[46](50/79): Loss: 542.3262329102\n",
            "Checkpoint saved to checkpoint/model_epoch_46.pth\n",
            "Epoch[47](50/79): Loss: 549.5592041016\n",
            "Epoch[48](50/79): Loss: 483.4438171387\n",
            "Checkpoint saved to checkpoint/model_epoch_48.pth\n",
            "Epoch[49](50/79): Loss: 523.3284301758\n",
            "Epoch[50](50/79): Loss: 470.3720397949\n",
            "Checkpoint saved to checkpoint/model_epoch_50.pth\n",
            "Time taken:  0.0020818710327148438\n",
            " PSNR score for our predicted image is  22.608353246989527\n",
            " Improvement from blur image is  1.7837042869477635\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}