Email Spam ( Medium Part 2).ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# URL that is helpful"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. [Preprocessing Technique](https://medium.com/@datamonsters/text-preprocessing-in-python-steps-tools-and-examples-bf025f872908)\n",
    "2. [Convert text into features](https://machinelearningmastery.com/prepare-text-data-machine-learning-scikit-learn/)\n",
    "3. [Using word embedding](https://towardsdatascience.com/word-embeddings-exploration-explanation-and-exploitation-with-code-in-python-5dac99d5d795)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Download all the dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "!mkdir -p data/spam_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2019-02-23 11:07:46--  https://spamassassin.apache.org/old/publiccorpus/20030228_easy_ham.tar.bz2\n",
      "Resolving spamassassin.apache.org (spamassassin.apache.org)... 40.79.78.1, 95.216.24.32, 2a01:4f9:2a:185f::2\n",
      "Connecting to spamassassin.apache.org (spamassassin.apache.org)|40.79.78.1|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 1612216 (1.5M) [application/x-bzip2]\n",
      "Saving to: ‘20030228_easy_ham.tar.bz2’\n",
      "\n",
      "20030228_easy_ham.t 100%[===================>]   1.54M   966KB/s    in 1.6s    \n",
      "\n",
      "2019-02-23 11:07:49 (966 KB/s) - ‘20030228_easy_ham.tar.bz2’ saved [1612216/1612216]\n",
      "\n",
      "--2019-02-23 11:07:49--  https://spamassassin.apache.org/old/publiccorpus/20030228_easy_ham_2.tar.bz2\n",
      "Resolving spamassassin.apache.org (spamassassin.apache.org)... 40.79.78.1, 95.216.24.32, 2a01:4f9:2a:185f::2\n",
      "Connecting to spamassassin.apache.org (spamassassin.apache.org)|40.79.78.1|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 1077892 (1.0M) [application/x-bzip2]\n",
      "Saving to: ‘20030228_easy_ham_2.tar.bz2’\n",
      "\n",
      "20030228_easy_ham_2 100%[===================>]   1.03M   758KB/s    in 1.4s    \n",
      "\n",
      "2019-02-23 11:07:51 (758 KB/s) - ‘20030228_easy_ham_2.tar.bz2’ saved [1077892/1077892]\n",
      "\n",
      "--2019-02-23 11:07:51--  https://spamassassin.apache.org/old/publiccorpus/20030228_spam.tar.bz2\n",
      "Resolving spamassassin.apache.org (spamassassin.apache.org)... 95.216.24.32, 40.79.78.1, 2a01:4f9:2a:185f::2\n",
      "Connecting to spamassassin.apache.org (spamassassin.apache.org)|95.216.24.32|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 1183768 (1.1M) [application/x-bzip2]\n",
      "Saving to: ‘20030228_spam.tar.bz2’\n",
      "\n",
      "20030228_spam.tar.b 100%[===================>]   1.13M   217KB/s    in 5.9s    \n",
      "\n",
      "2019-02-23 11:07:58 (195 KB/s) - ‘20030228_spam.tar.bz2’ saved [1183768/1183768]\n",
      "\n",
      "--2019-02-23 11:07:58--  https://spamassassin.apache.org/old/publiccorpus/20050311_spam_2.tar.bz2\n",
      "Resolving spamassassin.apache.org (spamassassin.apache.org)... 40.79.78.1, 95.216.24.32, 2a01:4f9:2a:185f::2\n",
      "Connecting to spamassassin.apache.org (spamassassin.apache.org)|40.79.78.1|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 2059029 (2.0M) [application/x-bzip2]\n",
      "Saving to: ‘20050311_spam_2.tar.bz2’\n",
      "\n",
      "20050311_spam_2.tar 100%[===================>]   1.96M  1.19MB/s    in 1.7s    \n",
      "\n",
      "2019-02-23 11:08:01 (1.19 MB/s) - ‘20050311_spam_2.tar.bz2’ saved [2059029/2059029]\n",
      "\n",
      "--2019-02-23 11:08:01--  https://spamassassin.apache.org/old/publiccorpus/20030228_hard_ham.tar.bz2\n",
      "Resolving spamassassin.apache.org (spamassassin.apache.org)... 95.216.24.32, 40.79.78.1, 2a01:4f9:2a:185f::2\n",
      "Connecting to spamassassin.apache.org (spamassassin.apache.org)|95.216.24.32|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 1029898 (1006K) [application/x-bzip2]\n",
      "Saving to: ‘20030228_hard_ham.tar.bz2’\n",
      "\n",
      "20030228_hard_ham.t 100%[===================>]   1006K   113KB/s    in 7.3s    \n",
      "\n",
      "2019-02-23 11:08:09 (137 KB/s) - ‘20030228_hard_ham.tar.bz2’ saved [1029898/1029898]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "!wget https://spamassassin.apache.org/old/publiccorpus/20030228_easy_ham.tar.bz2\n",
    "!wget https://spamassassin.apache.org/old/publiccorpus/20030228_easy_ham_2.tar.bz2\n",
    "!wget https://spamassassin.apache.org/old/publiccorpus/20030228_spam.tar.bz2\n",
    "!wget https://spamassassin.apache.org/old/publiccorpus/20050311_spam_2.tar.bz2\n",
    "!wget https://spamassassin.apache.org/old/publiccorpus/20030228_hard_ham.tar.bz2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "easy_ham_2/\r\n",
      "easy_ham_2/01394.b4dd1cece01b908f040e33493643c4a4\r\n",
      "easy_ham_2/00002.5a587ae61666c5aa097c8e866aedcc59\r\n",
      "easy_ham_2/00003.19be8acd739ad589cd00d8425bac7115\r\n",
      "easy_ham_2/00004.b2ed6c3c62bbdfab7683d60e214d1445\r\n",
      "easy_ham_2/00005.07b9d4aa9e6c596440295a5170111392\r\n",
      "easy_ham_2/00006.654c4ec7c059531accf388a807064363\r\n",
      "easy_ham_2/00007.2e086b13730b68a21ee715db145522b9\r\n",
      "easy_ham_2/00008.6b73027e1e56131377941ff1db17ff12\r\n",
      "easy_ham_2/00009.13c349859b09264fa131872ed4fb6e4e\r\n",
      "easy_ham_2/00010.d1b4dbbad797c5c0537c5a0670c373fd\r\n",
      "easy_ham_2/00011.bc1aa4dca14300a8eec8b7658e568f29\r\n",
      "easy_ham_2/00012.3c1ff7380f10a806321027fc0ad09560\r\n",
      "easy_ham_2/00013.245fc5b9e5719b033d5d740c51af92e0\r\n",
      "easy_ham_2/00014.8e21078a89bd9c57255d302f346551e8\r\n",
      "easy_ham_2/00015.d5c8f360cf052b222819718165db24c6\r\n",
      "easy_ham_2/00016.bc1f434b566619637a0de033cd3380d1\r\n",
      "easy_ham_2/00017.8b965080dfffada165a54c041c27e33f\r\n",
      "easy_ham_2/00018.3b6a8c5da4043f2a6a63a1ae12bd9824\r\n",
      "easy_ham_2/00019.c6b272a04ec32252f7c685f464ae3942\r\n",
      "easy_ham_2/00020.83ef024f76cc42b8245a683ed9b38406\r\n",
      "easy_ham_2/00021.ba795c59691c8f5d8a02425fdd9bf0ea\r\n",
      "easy_ham_2/00022.b7c5c97a3a140eed207b9e90d4e650a1\r\n",
      "easy_ham_2/00023.0e033ed93f68fcb5aab26cbf511caf0e\r\n",
      "easy_ham_2/00024.066b89ecd18c7688e91833f97cf415ca\r\n",
      "easy_ham_2/00025.84faba510a966c90f6ca7658260a7e4c\r\n",
      "easy_ham_2/00026.1757d50d495d41e8a5eb30a2f371019c\r\n",
      "easy_ham_2/00027.c9e76a75d21f9221d65d4d577a2cfb75\r\n",
      "easy_ham_2/00028.4e9595edd918f1a5fa26f8740cfdb358\r\n",
      "easy_ham_2/00029.807838f09bfb11b71e179a75334a5a62\r\n",
      "easy_ham_2/00030.cc523265aefc37ee6ce3015d8ff6aa24\r\n",
      "easy_ham_2/00031.7caef7fe7af2114d0e4bf6aa0faf3a03\r\n",
      "easy_ham_2/00032.75f27327d5f41f09e0b2160c62097643\r\n",
      "easy_ham_2/00033.7a0734f109eb2eb8945950c9e20b244b\r\n",
      "easy_ham_2/00034.6c4a2965d18007340b85034c167848ec\r\n",
      "easy_ham_2/00035.d598efa269efe5000552f0322851a379\r\n",
      "easy_ham_2/00036.6620b4d55c147aca7688250f16685d0d\r\n",
      "easy_ham_2/00037.8654538f4f68f933488f6a16aaadd0ce\r\n",
      "easy_ham_2/00038.fba603f864720b7894b7b05e6e3f93c0\r\n",
      "easy_ham_2/00039.3c9b6f5cf180783680d1a97f07f64b18\r\n",
      "easy_ham_2/00040.c1d2771cd9f2a815468140616fe7fef0\r\n",
      "easy_ham_2/00041.3df133ff5477778dffcc6c78921dc107\r\n",
      "easy_ham_2/00042.801b0da4bd900fe0d77fa80f8a0287da\r\n",
      "easy_ham_2/00043.2a43cc6315e9e6c29045ce069c1f1c55\r\n",
      "easy_ham_2/00044.1ed173a136e8d0494533ebbf203d8722\r\n",
      "easy_ham_2/00045.2ee1e1652c664c64b323207f9e7a6f02\r\n",
      "easy_ham_2/00046.add5074396ecada0869e4d3d547ff7f8\r\n",
      "easy_ham_2/00047.e67d0d53cbd3ffafe303cf4bd4e03d66\r\n",
      "easy_ham_2/00048.74cb47cb518e1ad1628b49ebbeb9d2b6\r\n",
      "easy_ham_2/00049.5b60c886154af7a3d742e87fb125eb7b\r\n",
      "easy_ham_2/00050.425922b836765b577dcd7824591898db\r\n",
      "easy_ham_2/00051.c2215fd876c5f9e5da959c16c8e1b115\r\n",
      "easy_ham_2/00052.554e05bfafbdf397fc103a08c3a06652\r\n",
      "easy_ham_2/00053.5d91997e62360f3ab8094cad7b7cae66\r\n",
      "easy_ham_2/00054.f61f8980e1e2ed80bd4a31f901a6118f\r\n",
      "easy_ham_2/00055.1414fe3c3816bf0e13174847a15a2d30\r\n",
      "easy_ham_2/00056.6647a720da7dad641f4028c9f6fbf4e5\r\n",
      "easy_ham_2/00057.fc1c3f0f584c7ffe609d4abebba6e7d5\r\n",
      "easy_ham_2/00058.37ac999448cced70d3235112bc322563\r\n",
      "easy_ham_2/00059.eba13892cabde5b7591276eaa3378e7b\r\n",
      "easy_ham_2/00060.f7d5d9acdd127366fbd626a310bd40c4\r\n",
      "easy_ham_2/00061.2a9530684abd71525821e8bc2c8019ec\r\n",
      "easy_ham_2/00062.43847c613a539ca9c47b4593ee34bd6d\r\n",
      "easy_ham_2/00063.530734e4a37f26942ba8df3208912783\r\n",
      "easy_ham_2/00064.f7d9a2689c23c6f36afca6225befe09b\r\n",
      "easy_ham_2/00065.2744d3fa721ba241e4a9024a1276c00e\r\n",
      "easy_ham_2/00066.d672dd2baf15f9098ec6f206f6c524ff\r\n",
      "easy_ham_2/00067.98256b369aa90314ebc9999d2d00a713\r\n",
      "easy_ham_2/00068.36bcd58f7826a1819b2188d4b35b9150\r\n",
      "easy_ham_2/00069.b5fc05616a7e6b1b9ca30e5d8888392e\r\n",
      "easy_ham_2/00070.5ca9b5a86fbf5f011514bbb4e4a951ff\r\n",
      "easy_ham_2/00071.feb4bca3576707de8f2e8a3c5d22f106\r\n",
      "easy_ham_2/00072.198398984661d0b6dc676ad30d6f2884\r\n",
      "easy_ham_2/00073.78e7fb8e71f51610ee27e0c5211889e6\r\n",
      "easy_ham_2/00074.0a7d6adcbdfbdb4b281a8eb86e3a4d52\r\n",
      "easy_ham_2/00075.f621d4aa31d845b7fada89f4a97c98c4\r\n",
      "easy_ham_2/00076.258dae29e807236557469185327c0a0a\r\n",
      "easy_ham_2/00077.7a4f2e80b3a2e2c1cc2442f54a9e01ee\r\n",
      "easy_ham_2/00078.70afdc10249d68135ead7403a6257858\r\n",
      "easy_ham_2/00079.432c97872ff9af2ac7b9791612ed0ab3\r\n",
      "easy_ham_2/00080.93f80f25c954fe33b3218d98a6efb2c9\r\n",
      "easy_ham_2/00081.07dc5f38daa0ab9f5499fa3b3cf07ea6\r\n",
      "easy_ham_2/00082.b0ca31a7482b5c60906aa29a9fa6e9df\r\n",
      "easy_ham_2/00083.e0e7d1493ad397ae3925c14f8580c948\r\n",
      "easy_ham_2/00084.98de2f371693b557ea6f13c95d3514ec\r\n",
      "easy_ham_2/cmds\r\n",
      "easy_ham_2/00085.4688df2caa6ff00d499233c06fee8aad\r\n",
      "easy_ham_2/00086.fb3bca2671d0ce43431a201beb3cb268\r\n",
      "easy_ham_2/00087.809e03adf935435f9e493a3ffdfd9e85\r\n",
      "easy_ham_2/00088.ef477b7fa35219eff950c0aa3361f7b3\r\n",
      "easy_ham_2/00089.2f7098c2c5697cd207764a95e1a8833a\r\n",
      "easy_ham_2/00090.aa66b421d3bf8f7ea261f043f83225bc\r\n",
      "easy_ham_2/00091.10634ff07b2c885db22462069292a2bb\r\n",
      "easy_ham_2/00092.3a1bb2e2707717631a8f5008f7d701fc\r\n",
      "easy_ham_2/00093.ae2f7bf4ac265b89b75fc14747d84c1d\r\n",
      "easy_ham_2/00094.c706cb7766371708aef603f603fe7cdf\r\n",
      "easy_ham_2/00095.eec028314ab85183252ab9ced87fcb18\r\n",
      "easy_ham_2/00096.b8e6dd7a82c0488cafcdc332b65f4124\r\n",
      "easy_ham_2/00097.3617ec656941c7f331701a661ae5a72f\r\n",
      "easy_ham_2/00098.1f05327de561b3fbddc71882e2f3457e\r\n",
      "easy_ham_2/00099.36189754f01fbacfea6e28e7777f27a2\r\n",
      "easy_ham_2/00100.25af616b26d1d9417cd52c0ba42344f9\r\n",
      "easy_ham_2/00101.a1cfb633388cd5afa26f517766c57966\r\n",
      "easy_ham_2/00102.f05fb87d2b36b53117cb8b5f645b9016\r\n",
      "easy_ham_2/00103.33f50210b021fbf039f59b24daafd999\r\n",
      "easy_ham_2/00104.a682139cb63862f8b63756c454c01fe3\r\n",
      "easy_ham_2/00105.b307b4de62765a6f2808d36a21652bbc\r\n",
      "easy_ham_2/00106.5c4519d12bf9435ebbc0c648836b21b1\r\n",
      "easy_ham_2/00107.f41f38981300ca9eda3be38596353128\r\n",
      "easy_ham_2/00108.e1a50d817af33d7b1bbec19bdaef75d0\r\n",
      "easy_ham_2/00109.1d90dc88e6b0591ee91e3cd605ec778a\r\n",
      "easy_ham_2/00110.445d52a2f1807faf97f15e370b1b73b8\r\n",
      "easy_ham_2/00111.6ef33536e4b7d32c35be6297914c6c4a\r\n",
      "easy_ham_2/00112.b7fece154c12b4167c138d08aafd675b\r\n",
      "easy_ham_2/00113.c3f906e0fa61549e358af0ed02a70052\r\n",
      "easy_ham_2/00114.d3ca141da5a2b48b30d803292dad2da7\r\n",
      "easy_ham_2/00115.c2fdffd60ddc035e3ac642f69301715f\r\n",
      "easy_ham_2/00116.409b29c26edef06268b4bfa03ef1367a\r\n",
      "easy_ham_2/00117.327d1cd221779efbb7839d15fe3fd4d7\r\n",
      "easy_ham_2/00118.fec4bead22e8bbaebd24ee2de8d6397f\r\n",
      "easy_ham_2/00119.42c5df54c26a15ca4b9b10e4b67a4c2b\r\n",
      "easy_ham_2/00120.f6fed5d0bca8c45edaad0f6b09f70e16\r\n",
      "easy_ham_2/00121.4c398f0106848ae9f9d3462c2296de17\r\n",
      "easy_ham_2/00122.5ee71dbda319d0b1a6eed0563c2cebf9\r\n",
      "easy_ham_2/00123.3921de802520cfe7a5b3e0777aa4affc\r\n",
      "easy_ham_2/00124.2abb196cdab89d7958016ecb50af69be\r\n",
      "easy_ham_2/00125.e6d80b873b71ae5324679a4dbefe4eaf\r\n",
      "easy_ham_2/00126.0b7d3ede2d98218008cdb359d9f9b708\r\n",
      "easy_ham_2/00127.3ac4ea08d4a80af1f6de12b96d650bdd\r\n",
      "easy_ham_2/00128.2d0445f396770a673681019d0fbbf4c7\r\n",
      "easy_ham_2/00129.9f6d0c629e16372a804ec15ea8cd89a8\r\n",
      "easy_ham_2/00130.b7ff6705a1318fb9bc7e557886ef4bd1\r\n",
      "easy_ham_2/00131.4d06fea0c1c9623082010e4f5d9815b1\r\n",
      "easy_ham_2/00132.45a855fd256c018dd4232353b72ae9ec\r\n",
      "easy_ham_2/00133.035335262a159fef46fff7499a8ac28f\r\n",
      "easy_ham_2/00134.ff80b3057938bbbbc9e71e71ac7f4bd9\r\n",
      "easy_ham_2/00135.0d5ad403b361fd41210885d4e4b44e81\r\n",
      "easy_ham_2/00136.ad45de584fcb47c912a00b30e93c890b\r\n",
      "easy_ham_2/00137.4fa7edf6ba7ea2866b5ccf00de3dd6e9\r\n",
      "easy_ham_2/00138.0e5632de530beed8909638739b9b1df0\r\n",
      "easy_ham_2/00139.c27d87382549a9b688309fabc221261d\r\n",
      "easy_ham_2/00140.3ca2fd4aeeb1970c6d2f705e6f53436a\r\n",
      "easy_ham_2/00141.aec902144f2d18dce81d4a5dd84e11bf\r\n",
      "easy_ham_2/00142.98a680c9dd137bdbbca8a00790dc3e45\r\n",
      "easy_ham_2/00143.c497f4c428f9ec61888084e3e8207deb\r\n",
      "easy_ham_2/00144.be6a9360ea183b54e0f2a39716257f2b\r\n",
      "easy_ham_2/00145.a62431b99d739b3aab6139b417ed49a7\r\n",
      "easy_ham_2/00146.ee13fb620cb6632027aac9a6b7e536a2\r\n",
      "easy_ham_2/00147.ed6083bcb7c519b09300f3b414ac8912\r\n",
      "easy_ham_2/00148.fc2f73eedca689766a5e3c796e9bd928\r\n",
      "easy_ham_2/00149.46b139b2476b135f24f53d6c8356f1e3\r\n",
      "easy_ham_2/00150.8f7dc1318823556f1eca402af39e08e5\r\n",
      "easy_ham_2/00151.234f2b1f9331740ed7fc69418085fe2a\r\n",
      "easy_ham_2/00152.1e72a17fc4bcc0dc86725b90d5c48ab7\r\n",
      "easy_ham_2/00153.9ef75a752f258bc5e32f8d2be702a7c7\r\n",
      "easy_ham_2/00154.7bda4738681c601e0fd93f3c6d1ae4a1\r\n",
      "easy_ham_2/00155.54b624e309bf09793148296c7506f6ab\r\n",
      "easy_ham_2/00156.e4fd48f062c4059e47db9888e09ca85b\r\n",
      "easy_ham_2/00157.bc9f30a8cf071135d4f3145a15013f72\r\n",
      "easy_ham_2/00158.ff9883d957625bb98a5f6ca28fa7d495\r\n",
      "easy_ham_2/00159.193c2e75773e8a7c7320c9974257da5a\r\n",
      "easy_ham_2/00160.b7ad2878346c13c7726f872d632c42b5\r\n",
      "easy_ham_2/00161.ff20c49f90c9405fc62064706ddcd615\r\n",
      "easy_ham_2/00162.e00f7a587737adf0ac5301861e887e73\r\n",
      "easy_ham_2/00163.b1c2e35dfbadbea6df3815717933f1fa\r\n",
      "easy_ham_2/00164.9e2e72c2afac966e790a7ab09ef24937\r\n",
      "easy_ham_2/00165.73687c8da9e868166f3ca6b8e94073a8\r\n",
      "easy_ham_2/00166.8525e30f5b1574a4cb08d5fc8cb740e5\r\n",
      "easy_ham_2/00167.47ad54094c0bcf05c679f058cf3599a3\r\n",
      "easy_ham_2/00168.716b0a26aa6ae53b72d9d3c297390424\r\n",
      "easy_ham_2/00169.701617763832617a7d0d1dfbc08b8a0d\r\n",
      "easy_ham_2/00170.2368261c3f59066fc1b0c27c5495113e\r\n",
      "easy_ham_2/00171.0982e9adc7d4a88cda1c9b6d8b469451\r\n",
      "easy_ham_2/00172.85ee50d59c5e7c74419b456e4fd0a09b\r\n",
      "easy_ham_2/00173.cc3194ab88e30b4f6196be879cfc8a56\r\n",
      "easy_ham_2/00174.8f16cc9b5762f4b43fb3b8afc66e8544\r\n",
      "easy_ham_2/00175.13e791af87dd358cf3882279e4ee494f\r\n",
      "easy_ham_2/00176.d346b5e8e81c7459364a76408be5860d\r\n",
      "easy_ham_2/00177.0bac33d77bd12fc4da3395a535f2a664\r\n",
      "easy_ham_2/00178.f23e3d8a5c020bfba4914a4f2a945937\r\n",
      "easy_ham_2/00179.d15992f3e182d401cc37a1b79c251d03\r\n",
      "easy_ham_2/00180.72b2a009f9799b96a4235b1fbac35eb4\r\n",
      "easy_ham_2/00181.d2bdbc9c256b67a7fa484e989449328b\r\n",
      "easy_ham_2/00182.025cc878aad27ae621db5b5628540989\r\n",
      "easy_ham_2/00183.c41caba7916cc619cd4e2543eb1aea40\r\n",
      "easy_ham_2/00184.1d7301eb34c99d53e37f7e891b847ede\r\n",
      "easy_ham_2/00185.b6902dc0d90f39f906bae90a74907357\r\n",
      "easy_ham_2/00186.d42c074a7cb6f93949c3723b90e05eef\r\n",
      "easy_ham_2/00187.8495ea1461cf3d0853576cd0be8fdf71\r\n",
      "easy_ham_2/00188.10d8b09baef47a07f0b96990e4bfa4da\r\n",
      "easy_ham_2/00189.959922d0363f85a2a6e7cc689b05b75c\r\n",
      "easy_ham_2/00190.598d2a83744a3a7ac536e36ca56d7e65\r\n",
      "easy_ham_2/00191.96c361ca02379ca61455f8664b000cd0\r\n",
      "easy_ham_2/00192.b1c13f7caac54fca99993a3478d603d9\r\n",
      "easy_ham_2/00193.61ef7d079ac232c98ef0ac400cf668a1\r\n",
      "easy_ham_2/00194.bfa44ea05c7498e0c2857265b5e09003\r\n",
      "easy_ham_2/00195.6120b0cdf8f72c45ebaf0d81c28ee457\r\n",
      "easy_ham_2/00196.8f7b9e0c0114f5fde680158804bc2f9a\r\n",
      "easy_ham_2/00197.b96f868a833d3ac47289450185767439\r\n",
      "easy_ham_2/00198.d2dbd23153731ad2975c61736208d2fc\r\n",
      "easy_ham_2/00199.e3da97cca08a348be097406da950e25f\r\n",
      "easy_ham_2/00200.a85d0ee8b147e0d0de9db7bc84117551\r\n",
      "easy_ham_2/00201.981524ec8ff1a3d171b662c1dbb831a7\r\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "easy_ham_2/00202.28c767c7a895f6940228d3f1cbc95319\r\n",
      "easy_ham_2/00203.d235730a5eb66c00ea2c1ad65f415ad9\r\n",
      "easy_ham_2/00204.f3906165e216e89d524479d6da3158e8\r\n",
      "easy_ham_2/00205.1b7b16facf48373401d78996a92f6666\r\n",
      "easy_ham_2/00206.59111a6330a2d989698c4d92967ed98d\r\n",
      "easy_ham_2/00207.b9d4e94f1d5159f207cfe562194ab0c6\r\n",
      "easy_ham_2/00208.d44ac6333a9b4ad601299143998097b9\r\n",
      "easy_ham_2/00209.3ebcc564b5a595d391416cba9d0696d0\r\n",
      "easy_ham_2/00210.ca401834d76bbedb98e548160e2ab559\r\n",
      "easy_ham_2/00211.835ec23b746b6aede4e2e15ced421bb4\r\n",
      "easy_ham_2/00212.df5211161d938a2547804a50f0a8698f\r\n",
      "easy_ham_2/00213.8b921d7940c5b2ac05892b648bd77231\r\n",
      "easy_ham_2/00214.4a5f7fc36eda589a5716dd090c67e90a\r\n",
      "easy_ham_2/00215.676fa487d6122e4a57b37a5edffa4dc2\r\n",
      "easy_ham_2/00216.53a04d271ae7b0752fef521c2d5709f7\r\n",
      "easy_ham_2/00217.8ea77706594281e2c53a078c4a99b68a\r\n",
      "easy_ham_2/00218.64c9d00b1056b230a115692edc35e85a\r\n",
      "easy_ham_2/00219.0e25ffd61eea2b5bf08c9575a3afa57d\r\n",
      "easy_ham_2/00220.c07529e1ed4db87e5f59922634b6c2ec\r\n",
      "easy_ham_2/00221.256f4b655a55d56db6f498eb9ce6f50c\r\n",
      "easy_ham_2/00222.4cde485804474931696b5ada162d61ff\r\n",
      "easy_ham_2/00223.7eb46d1a710b80df0d9700fe631ad9bb\r\n",
      "easy_ham_2/00224.3622520511e843a434f9ef3b990781f8\r\n",
      "easy_ham_2/00225.92e946af104a8d63e0dfff326cfa6adb\r\n",
      "easy_ham_2/00226.cbfc41834ecb57c1a40e860e14b16950\r\n",
      "easy_ham_2/00227.69a8ffbe70b32f6532a151b0854d24a6\r\n",
      "easy_ham_2/00228.9f3a2b47d0663bf825eafcb961773e62\r\n",
      "easy_ham_2/00229.a13256f5a663bbfb8050a7abe6932558\r\n",
      "easy_ham_2/00230.ff81becf76d1c77011e4218a6dba7a9a\r\n",
      "easy_ham_2/00231.8096ae53e70b1b72b5935b12b823597b\r\n",
      "easy_ham_2/00232.24e7a66753dfa7f93df6a2c5125e0cb3\r\n",
      "easy_ham_2/00233.abed26eecbf8b61a482439ddeaeb9b62\r\n",
      "easy_ham_2/00234.4901bd911992ec875045886a7e311562\r\n",
      "easy_ham_2/00235.8b55a8bb29e92f8db66639e36f216721\r\n",
      "easy_ham_2/00236.b173a89a323f88ec8b8a4caef8ee6aaa\r\n",
      "easy_ham_2/00237.f1cc68d90b0a47f01678c5eb0dc1ea7a\r\n",
      "easy_ham_2/00238.29f6acf47737195879e35b049dd0b6f4\r\n",
      "easy_ham_2/00239.eba234b87a8928388e54ba31441847ff\r\n",
      "easy_ham_2/00240.4c883be64d3a929c5422422211076505\r\n",
      "easy_ham_2/00241.1cb3df109857b541b9829f93fb5189d1\r\n",
      "easy_ham_2/00242.a0fd5ccd8b2175f222b822229a2a77c1\r\n",
      "easy_ham_2/00243.edda2c702247700524eb49178f57c34c\r\n",
      "easy_ham_2/00244.5c0c684db2eb104130bee7f3ddfa261a\r\n",
      "easy_ham_2/00245.1a6c31f4aa59dc224123471dd267a63f\r\n",
      "easy_ham_2/00246.5322e23629e73664f224aa829efb63c5\r\n",
      "easy_ham_2/00247.50ea609a623c12f75df32997a35b45cb\r\n",
      "easy_ham_2/00248.328aa49432560bc538794a44a18ff762\r\n",
      "easy_ham_2/00249.7187413684e619f7f3ce94c76f56c9b0\r\n",
      "easy_ham_2/00250.6178c7f226315407d684f07aa197261b\r\n",
      "easy_ham_2/00251.c5d9eca7f5a2aabbb152e26bef36eb55\r\n",
      "easy_ham_2/00252.817dc86471c7bd29d5904872f1731d57\r\n",
      "easy_ham_2/00253.e8d95ebfdb730a968cd7430b93f526e6\r\n",
      "easy_ham_2/00254.0bb63181d3edda61bd5ff0314649b817\r\n",
      "easy_ham_2/00255.10e322e983fa6a8357a4038e832e64a5\r\n",
      "easy_ham_2/00256.0e664e0210522f7788b27eb1ad9b8c87\r\n",
      "easy_ham_2/00257.2bebb97cf4031fcf184da6a5df5e979c\r\n",
      "easy_ham_2/00258.3f5bcbda6db0cfc769cd544cff0e21e9\r\n",
      "easy_ham_2/00259.977d4930f990d0c5b68b362a33b14d5f\r\n",
      "easy_ham_2/00260.20f2278a021f28b2d5f18b13b6e19c4b\r\n",
      "easy_ham_2/00261.ace6274eeb78df574eed018a0a87a7ea\r\n",
      "easy_ham_2/00262.caab5fc07afcb77ff5d760ed677b4aec\r\n",
      "easy_ham_2/00263.84321935c6f5a34e6a124bbd64b9b5c7\r\n",
      "easy_ham_2/00264.9552e74929dc9ef75aa7ea8b57d527fe\r\n",
      "easy_ham_2/00265.ba7a5ceb6bf11bd9123f739a36004e40\r\n",
      "easy_ham_2/00266.d3cb4ee5c02b96f0edac346785b7c5f3\r\n",
      "easy_ham_2/00267.12507328e1049b1fa5c7c139b7cc61fa\r\n",
      "easy_ham_2/00268.b9c5022544ced77b38a7f231e42b04f6\r\n",
      "easy_ham_2/00269.5e79c797bc756cc555e6877c5fbefc04\r\n",
      "easy_ham_2/00270.a19a99f7377bfdd22784a5335fb78d70\r\n",
      "easy_ham_2/00271.67be0415b3bede539adec20823ddda61\r\n",
      "easy_ham_2/00272.d2daf940e50638774ca629aa11ab95a2\r\n",
      "easy_ham_2/00273.3d73db3ab6dc7c9cfc71126ae18b5b1b\r\n",
      "easy_ham_2/00274.311fefe8182cf4103a41a41fbec2169c\r\n",
      "easy_ham_2/00275.afb39e24c794534f4a8b1b5d0ff5b19d\r\n",
      "easy_ham_2/00276.78e7158a768394040c73be015a28de0a\r\n",
      "easy_ham_2/00277.943b5336f2a39a88253257d0b6db1d32\r\n",
      "easy_ham_2/00278.f3d796448a64d0f66500884181458921\r\n",
      "easy_ham_2/00279.260f32f061185e16ff3f66d31d0ecbfb\r\n",
      "easy_ham_2/00280.c1b4460870441298c3040f1346a58dfd\r\n",
      "easy_ham_2/00281.8166d0f6c6bd6eb4ab1a9730ffbdf383\r\n",
      "easy_ham_2/00282.903d8e3bf60af84c49e02e02ad8ec0f2\r\n",
      "easy_ham_2/00283.07a5378f3ecab4348dbd4c3a25ae3725\r\n",
      "easy_ham_2/00284.3a518630eb58eb7ac1f03e1d4d0a1ddf\r\n",
      "easy_ham_2/00285.49d8664ce245cb396687a3f303ad124c\r\n",
      "easy_ham_2/00286.8cb982ac6ef73936ac83f89bf23fcd6b\r\n",
      "easy_ham_2/00287.03ca12d32dd67af82efbbafac79d4d5a\r\n",
      "easy_ham_2/00288.9388b51e29a2d52191fcb2b053ace210\r\n",
      "easy_ham_2/00289.6ab47bc2667e9a623ef3ae13a8ad231e\r\n",
      "easy_ham_2/00290.2b079837bffa2f0dea4003cf99bc36e0\r\n",
      "easy_ham_2/00291.4cefa7eed26c113ee44256009896c176\r\n",
      "easy_ham_2/00292.389c0e21ab950a6e28e407f01fd777d4\r\n",
      "easy_ham_2/00293.d7d6f188d63d99da505b454c146dac77\r\n",
      "easy_ham_2/00294.0a51c5ddbf67c2e2ac03b2fdc0858acd\r\n",
      "easy_ham_2/00295.37087d1f5c2678b8152b397111456d3f\r\n",
      "easy_ham_2/00296.12af7606f42c491ca320c1c7a284d327\r\n",
      "easy_ham_2/00297.cd323132d57e5cb2e8599f69f6ff2848\r\n",
      "easy_ham_2/00298.516883ac42f693de96cc953cf59d720b\r\n",
      "easy_ham_2/00299.f5ee5d9a3056c28135db57935818e138\r\n",
      "easy_ham_2/00300.7c83dd137e4d39f9be3db9eafefdd7e6\r\n",
      "easy_ham_2/00301.bd38f1d07527919c3c177e564ee7c908\r\n",
      "easy_ham_2/00302.9591315fff1cd2626f8e238033640130\r\n",
      "easy_ham_2/00303.bdb027dcedcca2601de8666ce84f9b6d\r\n",
      "easy_ham_2/00304.732529bb6311c2fd093521748b84caf0\r\n",
      "easy_ham_2/00305.9ed354c3c27702b881ee05fe84e44f0e\r\n",
      "easy_ham_2/00306.678ad761d0ad47e8be91a6af232e18d4\r\n",
      "easy_ham_2/00307.6cfae2c5703c7eb36db9c8158c70b0ae\r\n",
      "easy_ham_2/00308.471343c72013f4df6a93a7cd51edaace\r\n",
      "easy_ham_2/00309.e35e529fcea4957316806e7b653a76d8\r\n",
      "easy_ham_2/00310.5416fc4a71aadc904dbb4de56a299a71\r\n",
      "easy_ham_2/00311.f22b90c77d9ba409008492b1905839f8\r\n",
      "easy_ham_2/00312.b5d817c015aec10078fa7e765fb28b99\r\n",
      "easy_ham_2/00313.bb198760694c91a9571f1cafff4eef21\r\n",
      "easy_ham_2/00314.ea2320dd4e87b08924861080f8e7b8f5\r\n",
      "easy_ham_2/00315.a747789b9299a2794c398ab9fd72c5fa\r\n",
      "easy_ham_2/00316.43881694518ce046ed02b9f0c119cb49\r\n",
      "easy_ham_2/00317.a5647d450d497e4ff907f63a34a59848\r\n",
      "easy_ham_2/00318.199f60e20cd89f6a902fb22e90275166\r\n",
      "easy_ham_2/00319.9fdb50d80e1f34e30b93dd401c644f3d\r\n",
      "easy_ham_2/00320.b0cd1042164d8bd3ee1dab03a72edbc4\r\n",
      "easy_ham_2/00321.366bc08c72ec1996baa4065c0dada072\r\n",
      "easy_ham_2/00322.7d24d46d49eebe647615d706370ae123\r\n",
      "easy_ham_2/00323.5cde61ff2c780291b15a802c513add1d\r\n",
      "easy_ham_2/00324.39e5abfb6121670fb637bb0367feea19\r\n",
      "easy_ham_2/00325.419046d511bd4b995fdec3057ae996b1\r\n",
      "easy_ham_2/00326.154fca574d007d1007d7024903576c8d\r\n",
      "easy_ham_2/00327.1983f402e45739e4ef3afa5aea4f3353\r\n",
      "easy_ham_2/00328.543d22932dda79526c3a729f7a96dc26\r\n",
      "easy_ham_2/00329.7bc61b54966e05a22ef6d357de62f85c\r\n",
      "easy_ham_2/00330.13b8c36b44bd1957b45b1c8be336b42c\r\n",
      "easy_ham_2/00331.6cfb3936c79bcb295dc5e50bcd7c7561\r\n",
      "easy_ham_2/00332.371b6f513942ac2fb91c136e1ffb9cc8\r\n",
      "easy_ham_2/00333.754374109f71535b61b3c5b6db54365a\r\n",
      "easy_ham_2/00334.f271715a6a7b9a945d1606a4b091ee5f\r\n",
      "easy_ham_2/00335.afeb1c952028486564738ee12fcb9a7e\r\n",
      "easy_ham_2/00336.897a42da6cb565542d63837270d5d20e\r\n",
      "easy_ham_2/00337.4a2e0169ffb3544118a4c4b5220590fa\r\n",
      "easy_ham_2/00338.150c1aef21dcd741036532b8dad9d694\r\n",
      "easy_ham_2/00339.50fd5ad3e953a8f752b98df040509e93\r\n",
      "easy_ham_2/00340.22ecbee41fb4da91afa69f932cb27443\r\n",
      "easy_ham_2/00341.8bf7e41bff54bd779663d1f0a0fe3ed8\r\n",
      "easy_ham_2/00342.769dc03aca294f3cc817c212a6ff380a\r\n",
      "easy_ham_2/00343.2b1d47e0483fab66551f76a681455ff6\r\n",
      "easy_ham_2/00344.ff7eb63964aa85d7fc7cf9518b8bcdf1\r\n",
      "easy_ham_2/00345.1cf8682c0c09b41678a4d779ea60a5ac\r\n",
      "easy_ham_2/00346.2f9b84c3f47ce85fcf3f7ef74b9e0ac6\r\n",
      "easy_ham_2/00347.345d2c25c6e5e7255b8f53291ff8ed9d\r\n",
      "easy_ham_2/00348.dc559463315c31029a866ccb852b512d\r\n",
      "easy_ham_2/00349.335e1da552568724040e799bf3b1d582\r\n",
      "easy_ham_2/00350.e738a16c1483dfda97d5862b4a9a77f8\r\n",
      "easy_ham_2/00351.e08898f91941c9c27c93c339054148de\r\n",
      "easy_ham_2/00352.b568f3993a0aaef44130ed26d9663097\r\n",
      "easy_ham_2/00353.3cb4c058f609b8e464be92437be6f81b\r\n",
      "easy_ham_2/00354.98d3b7fe5983f71c36117b2aceb5dcd3\r\n",
      "easy_ham_2/00355.a42b7b791419c4d5a33b9cefda4fe2b7\r\n",
      "easy_ham_2/00356.b9181a622935ef7869af85616a8cceab\r\n",
      "easy_ham_2/00357.e7d56ee8cf689fa0a5276446772fa8ec\r\n",
      "easy_ham_2/00358.87ee38040ac1f42320c7b89628b1850a\r\n",
      "easy_ham_2/00359.29dd3e8213e61044d67bc15a6f9a5231\r\n",
      "easy_ham_2/00360.fb2dbe3d751033f3e7b125b20ecdb897\r\n",
      "easy_ham_2/00361.ebcde1d624e84623713ac6eddff87943\r\n",
      "easy_ham_2/00362.10247e6e4b5d711a09d7d81c58dcf97c\r\n",
      "easy_ham_2/00363.2c66a99268facef9c5dab8c1f7b81190\r\n",
      "easy_ham_2/00364.9bbc4ee844b6b68da661b76671af0222\r\n",
      "easy_ham_2/00365.9513e5622b7ce3d8a715ce0e31223fb1\r\n",
      "easy_ham_2/00366.dbcbb86a02dae7dfdcac15453b740ea7\r\n",
      "easy_ham_2/00367.21cd901fe062cc31ae50bc6901688424\r\n",
      "easy_ham_2/00368.14f8d5646b587bafc764ec859ed5c37e\r\n",
      "easy_ham_2/00369.9287d82618728e82ca293fe856ad1098\r\n",
      "easy_ham_2/00370.65240cb1d838553639998a0e4b0d0e6d\r\n",
      "easy_ham_2/00371.b2b589e6e9a51ac02bf1c6544232e68f\r\n",
      "easy_ham_2/00372.9d66c7a266e9ed8ef38f5045ab56038e\r\n",
      "easy_ham_2/00373.200f7c89b525052d3672c00ede99e9e5\r\n",
      "easy_ham_2/00374.957837ba252b473057711e3c4dbd1e26\r\n",
      "easy_ham_2/00375.cee54564533a11e7072e289847ad8efc\r\n",
      "easy_ham_2/00376.71c78bea62958ee25c18d267f48f37ef\r\n",
      "easy_ham_2/00377.48ab7471b3fb970b629400ea135fafa4\r\n",
      "easy_ham_2/00378.6634f5d52bac8536d979753841ade35a\r\n",
      "easy_ham_2/00379.cb86b033e4fc334deda622bcc37e6293\r\n",
      "easy_ham_2/00380.d78a42167264ab6adbd1b5eb1f452e9a\r\n",
      "easy_ham_2/00381.149150dca7d42c33006b9d0eeab99c59\r\n",
      "easy_ham_2/00382.713b028c6bb68b50a180e6d71e604b5b\r\n",
      "easy_ham_2/00383.ea5d23c0685f7342015b94944d46ed8e\r\n",
      "easy_ham_2/00384.26101c9502879b02e44058519cc52b8d\r\n",
      "easy_ham_2/00385.8005a02bdd6ec9c5beb69a1c4762ba6e\r\n",
      "easy_ham_2/00386.28f2a049c0a4ca1ba1f4fe3e5ea16356\r\n",
      "easy_ham_2/00387.14983abeee965e12a1c3ed0b2c66e5e1\r\n",
      "easy_ham_2/00388.06d9471d9bb3270cc5caa33d267a1e9e\r\n",
      "easy_ham_2/00389.ef7f7367ea40a06b7b085839f5d69f8b\r\n",
      "easy_ham_2/00390.faa916d56707c7ea2a82dca0cbabaec9\r\n",
      "easy_ham_2/00391.5fc0c6810ac42e66c4dcc7d6524dd596\r\n",
      "easy_ham_2/00392.1b19fc79c0db6bf32f4736abacac5191\r\n",
      "easy_ham_2/00393.dcfc9cf1d063ff68ace29c26e0394c05\r\n",
      "easy_ham_2/00394.7c5ef360e04042d46f104d48d30af29e\r\n",
      "easy_ham_2/00395.1a0db141e8937eb68e6a75a21bf69e61\r\n",
      "easy_ham_2/00396.bfdf369c41f7228686c0bbe162ee3a14\r\n",
      "easy_ham_2/00397.57025a4c0ae0a0b8f8d55cae868be32f\r\n",
      "easy_ham_2/00398.98e5c9f3f9b5568349d4e54298de26ee\r\n",
      "easy_ham_2/00399.5bfedd0ef4217216d622f3b613317d24\r\n",
      "easy_ham_2/00400.000325330181ba8ec268f698f9256626\r\n",
      "easy_ham_2/00401.4bcb1d17a18fc77217a1092fa6c27bfa\r\n",
      "easy_ham_2/00402.ef4c6900aafb8fa25e743a10c4f3b0b8\r\n",
      "easy_ham_2/00403.b1daf6c6c299354f3b46c5fca2296aee\r\n",
      "easy_ham_2/00404.928afb395a19b10821c61df44195e521\r\n",
      "easy_ham_2/00405.1a2eb406d0e8423f7af0b807d584d8ab\r\n",
      "easy_ham_2/00406.c2e18b5697e14dda96d7eeb1b06efdd5\r\n",
      "easy_ham_2/00407.5315d205589f4367f940cd2ece0af927\r\n",
      "easy_ham_2/00408.95ccc05d55c8dafbd32c2e133039684c\r\n",
      "easy_ham_2/00409.b75447e5dafb3db75f2e0d5d1fc7c675\r\n",
      "easy_ham_2/00410.eaebef68f574076b5d3b8390faa2586e\r\n",
      "easy_ham_2/00411.795ae1b91264d007f60721c1c89a5ea7\r\n",
      "easy_ham_2/00412.6a09bb8f01c0a8b740327514ba79b91d\r\n",
      "easy_ham_2/00413.b7905c2033fef30a91bf1dcc4f0343bb\r\n",
      "easy_ham_2/00414.a46602860d900cb89e1edd5583ffdb55\r\n",
      "easy_ham_2/00415.5cb7b2e687cb52afad5b1169c631c129\r\n",
      "easy_ham_2/00416.77c8eaf76f48ec6757aa82c847ecd7ef\r\n",
      "easy_ham_2/00417.baf263143d4cfd55e4586e56f1820cd5\r\n",
      "easy_ham_2/00418.67fdf820c65ce4d896d164903315e9e4\r\n",
      "easy_ham_2/00419.ff5dc1a4fb2659c83414ee0a41a2e6f9\r\n",
      "easy_ham_2/00420.f6140b71df992b02cc59548039eb05ca\r\n",
      "easy_ham_2/00421.eb3eb924262149264f92d8dc3db00db1\r\n",
      "easy_ham_2/00422.41c3bd638e1a077ba0c692579417f299\r\n",
      "easy_ham_2/00423.29f3d90625a1bf69a8620f78f15246a3\r\n",
      "easy_ham_2/00424.e39b1db8cf5575572abb4482fd3fced3\r\n",
      "easy_ham_2/00425.1af406dc2ac12d1d5140a6ee5fb75231\r\n",
      "easy_ham_2/00426.6cd93f7b4c74456e414f1f01fec6b05f\r\n",
      "easy_ham_2/00427.be3f3b2afa1566fe54b91692a4ef7380\r\n",
      "easy_ham_2/00428.65ae29d057a34273b8b064e934868ee0\r\n",
      "easy_ham_2/00429.a07d4061101c1879dc26873f7d52aed8\r\n",
      "easy_ham_2/00430.f7464c6cafd30eeae286041d626a9613\r\n",
      "easy_ham_2/00431.b51aaa5998124b125c5cda50d1bcc62c\r\n",
      "easy_ham_2/00432.6a1c32a56b122370713c8146238f75dd\r\n",
      "easy_ham_2/00433.54e72424b2632d8b2eedf48b2a5c2fd3\r\n",
      "easy_ham_2/00434.7a55a37b952e7fee5a292858697062c0\r\n",
      "easy_ham_2/00435.bd3256b7121a17fdde953a72854291fd\r\n",
      "easy_ham_2/00436.b22a873d16a66f8ec1599a61071cdfa3\r\n",
      "easy_ham_2/00437.5af67abd96a8188a8a36f2674781da8b\r\n",
      "easy_ham_2/00438.a4e08ec27cc4d6d5dd27d43178d3bc17\r\n",
      "easy_ham_2/00439.4588d5306e105aa80c51978dfc505d3f\r\n",
      "easy_ham_2/00440.c3f2884506305948c017149cbd75fdcf\r\n",
      "easy_ham_2/00441.3c62e9c696b9e8d05e77975b4de25ee1\r\n",
      "easy_ham_2/00442.38508150d13a53c035c15edb79ec4f9d\r\n",
      "easy_ham_2/00443.250c4342b266679ad21f6f6136ad65af\r\n",
      "easy_ham_2/00444.ce885a3320a33be01019bbbc8343dc73\r\n",
      "easy_ham_2/00445.4222549eadcf376d1f15942391cf806d\r\n",
      "easy_ham_2/00446.d8f63fcbc175d67473d8ca70f4884399\r\n",
      "easy_ham_2/00447.a7cd2b6a82929a9c3f267d386dd187c6\r\n",
      "easy_ham_2/00448.843eb6313e84a0bef7f1799405e2f1e9\r\n",
      "easy_ham_2/00449.9272eb34ed6d02f46e34bd7300d9e7d8\r\n",
      "easy_ham_2/00450.fc9ca2a63a2cdd5bc25460b7d1433893\r\n",
      "easy_ham_2/00451.4165f9a2baf204496f173bbd10ee49d3\r\n",
      "easy_ham_2/00452.f12aad7e774e4aabdc9dd093187d17d4\r\n",
      "easy_ham_2/00453.c11216fd1ac94b5f66f6bc983733b8e1\r\n",
      "easy_ham_2/00454.cda832b92824f5cd7808db5d56ed9374\r\n",
      "easy_ham_2/00455.3bfa014eabb16ee89f5e18b4e21a8deb\r\n",
      "easy_ham_2/00456.07feae6f8f7ad01dbe6a5195fdaec7a6\r\n",
      "easy_ham_2/00457.9a3e0780339f515b20a2ce43e2003180\r\n",
      "easy_ham_2/00458.34c978457105461bf7310a5b8a5137e2\r\n",
      "easy_ham_2/00459.6acfaa28a54e5134759a7303e5f24a4f\r\n",
      "easy_ham_2/00460.51cc34c4bc516148109044d34503431b\r\n",
      "easy_ham_2/00461.da8d4c3f576785c9d59d4be2ae8ad738\r\n",
      "easy_ham_2/00462.27b650a44e3eb6694c1f385288b73d3c\r\n",
      "easy_ham_2/00463.a0b9bc6f874e76510933906b72baae3f\r\n",
      "easy_ham_2/00464.a528da6b60ce0122804319d1d3a9a708\r\n",
      "easy_ham_2/00465.11c2716cdb56ce3e4a9a7443fcf9d0b1\r\n",
      "easy_ham_2/00466.b9a2a39848351254d43dde30f4a6ce3a\r\n",
      "easy_ham_2/00467.ce60ce0ae03fb1f4b2b8e1b8c574b679\r\n",
      "easy_ham_2/00468.3817ad282a4ab893fd6abce849eb3727\r\n",
      "easy_ham_2/00469.5e2af174515bf3c131dc05a2b93c429a\r\n",
      "easy_ham_2/00470.31854a1dce26d60c524ac8051bd00068\r\n",
      "easy_ham_2/00471.c37b5306cf952f83f3cc30dad511f7fb\r\n",
      "easy_ham_2/00472.ce9fb6ee45c148fd96f7b964c7cbb97b\r\n",
      "easy_ham_2/00473.b184f51963f4482e41483fde5223b37f\r\n",
      "easy_ham_2/00474.6a69eedbd1b342153a9b1ece91837a9a\r\n",
      "easy_ham_2/00475.112bf2aec40652a84655980365f87d12\r\n",
      "easy_ham_2/00476.5248b39aaaf6f756eef865a6f43c1ff4\r\n",
      "easy_ham_2/00477.ba351d2201dea825eb38315fbc0251ce\r\n",
      "easy_ham_2/00478.e7beb5a43fcf1ac2a87b4ce4fdcd9b32\r\n",
      "easy_ham_2/00479.081df97ae687b2281fec3a4b20cd434c\r\n",
      "easy_ham_2/00480.d722a97318aec5b7fd1bb5957188929b\r\n",
      "easy_ham_2/00481.5afc99aa0e2940b2f61c1a1bf9ea0b49\r\n",
      "easy_ham_2/00482.dcb4dd7822137630e5659b86336082c3\r\n",
      "easy_ham_2/00483.d804839bdc6a1994adf555fca581d746\r\n",
      "easy_ham_2/00484.f7052aa77491ee5979a55c16eae22422\r\n",
      "easy_ham_2/00485.d145b6b07afdaf18843917fe30e852d8\r\n",
      "easy_ham_2/00486.4955a3731a2feb907febe6a633678772\r\n",
      "easy_ham_2/00487.4c0487a128123e92602005535955e7a1\r\n",
      "easy_ham_2/00488.cce5891184f90e1c49774e1464bc8f4f\r\n",
      "easy_ham_2/00489.6da145a3fb2e350f6e3613b4c5e6cc74\r\n",
      "easy_ham_2/00490.9c5dd006a16b1e30c9162ba4b4b75ea8\r\n",
      "easy_ham_2/00491.bfa886e46011d333b0d3654ea0579210\r\n",
      "easy_ham_2/00492.bc9e8dcbe986afe7ed1f38e988f43c8b\r\n",
      "easy_ham_2/00493.0f1f8d8b91f935166791f0d2e612d4af\r\n",
      "easy_ham_2/00494.33de9f88fb2321b2a58c72157d8d3db7\r\n",
      "easy_ham_2/00495.727ea275e5530758b79884779603b7e0\r\n",
      "easy_ham_2/00496.608cbc8b542fc2bcf45665af87d2f67e\r\n",
      "easy_ham_2/00497.90e2604fc85ac552b46a924e795302a7\r\n",
      "easy_ham_2/00498.637db80f2612123a12e1081ee90aff41\r\n",
      "easy_ham_2/00499.b66750ed646219a0524a648a061dfa67\r\n",
      "easy_ham_2/00500.2c54eea1fb7f8bad057871a317212ad6\r\n",
      "easy_ham_2/00501.172ccb009ff118f79f709c80e04d57c3\r\n",
      "easy_ham_2/00502.2511079910fd2e05b0bd52d6bf10a89b\r\n",
      "easy_ham_2/00503.a066025f6fc03a6b0439c30d0d9bc419\r\n",
      "easy_ham_2/00504.7c9ab4bdaee07ac93b10bba3d285ae68\r\n",
      "easy_ham_2/00505.15d586847e2892ae31edf11d6c57b855\r\n",
      "easy_ham_2/00506.0da92177d7ab811260fc4580acc947c0\r\n",
      "easy_ham_2/00507.33eb248faaa35e9d98296e66f5af8eb9\r\n",
      "easy_ham_2/00508.b64dddcc41f7261d501039cd62c9f61d\r\n",
      "easy_ham_2/00509.1aed8c49f2619293b85f32f1a9b639e8\r\n",
      "easy_ham_2/00510.009387361ea1c789d9d7e3f027a50af5\r\n",
      "easy_ham_2/00511.9de62092d57725e40cb59410c9abfe79\r\n",
      "easy_ham_2/00512.87948db57ca6071196464b4a71de67bc\r\n",
      "easy_ham_2/00513.47608b2ef244915c124634e19c198150\r\n",
      "easy_ham_2/00514.7e91be47b3ec2e2cafef70e325fe51df\r\n",
      "easy_ham_2/00515.b39512509fd4f39fb1cf50248c37564f\r\n",
      "easy_ham_2/00516.9cb76e3eb6ac554aab86276264e7a4be\r\n",
      "easy_ham_2/00517.791e35e7e482d4fd3ff27e4eb3da18d3\r\n",
      "easy_ham_2/00518.75a6106951badcc0b22c46612fd3b960\r\n",
      "easy_ham_2/00519.dbabb40aba559ddcf7d00cf6f483f215\r\n",
      "easy_ham_2/00520.f413e3949093cb0a998c6bcb0123b809\r\n",
      "easy_ham_2/00521.1142a34d4fa26153d40064954ca10da9\r\n",
      "easy_ham_2/00522.50b10d21dc95b7ac83c48f1efa6455dc\r\n",
      "easy_ham_2/00523.af946124a6fe4b8913ea4bb65f5d2df3\r\n",
      "easy_ham_2/00524.a1769453cf16388f038ca9ebc8cc7b71\r\n",
      "easy_ham_2/00525.b4f3489039137593e0afc1db9ba466cb\r\n",
      "easy_ham_2/00526.618ca98770b667fd66a8a278bb1b7b5c\r\n",
      "easy_ham_2/00527.23df8fd40b46ca100ce683289ec0c961\r\n",
      "easy_ham_2/00528.8b92b7e294dfb583ba3b503e15401c59\r\n",
      "easy_ham_2/00529.dc4d60c1ae44f29f249ebcba42e0d179\r\n",
      "easy_ham_2/00530.692addc8166eb0acb82908023008e1d2\r\n",
      "easy_ham_2/00531.5974f92db981f4b08a71eb6a774d7b15\r\n",
      "easy_ham_2/00532.f28f9c07ed2a6925cdfc4eb6454901f9\r\n",
      "easy_ham_2/00533.2f8894932bd7894c46fcf7715895d927\r\n",
      "easy_ham_2/00534.962838bf5318d3d03d23385921f2c9f9\r\n",
      "easy_ham_2/00535.48113b12c71d26438fdab9d6bfce0972\r\n",
      "easy_ham_2/00536.d9e0a6096220deb21fae9f92f61983ba\r\n",
      "easy_ham_2/00537.ae31b398b737ac17e44a17ae46818261\r\n",
      "easy_ham_2/00538.ee49a1c5453adab3dcec525ef63dd50b\r\n",
      "easy_ham_2/00539.4bbe4300d3fcd3f940045bed4ce31457\r\n",
      "easy_ham_2/00540.529114377e8e602dba87ecf454cf132f\r\n",
      "easy_ham_2/00541.1265a8b805fce9d4f83a840966d82a6b\r\n",
      "easy_ham_2/00542.770c6e6b9f14acd8be67b2fb37d6dd9e\r\n",
      "easy_ham_2/00543.5ba1d9e8383ecbba9dc5733e9822ee1b\r\n",
      "easy_ham_2/00544.f3b57aa07af3f3280e917659195f8370\r\n",
      "easy_ham_2/00545.e940867b2fe3a1b091d74986f7a8a91a\r\n",
      "easy_ham_2/00546.b2fa5914e24fd62a528ea0c37039362f\r\n",
      "easy_ham_2/00547.a4bff0b61d5617808712cf2085aa8170\r\n",
      "easy_ham_2/00548.9df9bd35a18874dcf39ec227a063b847\r\n",
      "easy_ham_2/00549.703d3fc9f56814c467616f8aac31d22d\r\n",
      "easy_ham_2/00550.ed489788f36c6cf580b286323712f99a\r\n",
      "easy_ham_2/00551.6b4053cfee95cebc96ffe991178ca79d\r\n",
      "easy_ham_2/00552.bb5ababab06288f157e62ec89340d6c2\r\n",
      "easy_ham_2/00553.a34829179595f5aefb083a26b5bc3576\r\n",
      "easy_ham_2/00554.ce77b9d5b74e0fa03b1d97d172dbfc4d\r\n",
      "easy_ham_2/00555.219cc078f109a6eea18c579f143a8cef\r\n",
      "easy_ham_2/00556.b788fec72ef851b2cbffad150040249d\r\n",
      "easy_ham_2/00557.06053871b532fd4092d223389440c36e\r\n",
      "easy_ham_2/00558.431af6feeeb2828bd7e49e10db4f6b36\r\n",
      "easy_ham_2/00559.21c70c91d59b138e27edf65c13a6b78b\r\n",
      "easy_ham_2/00560.c78137c1f7c46d509629b5283860497f\r\n",
      "easy_ham_2/00561.3e703cebc65221a731b98dc16d963d94\r\n",
      "easy_ham_2/00562.0f377593022357878ec2249f0c9a5f08\r\n",
      "easy_ham_2/00563.f4a00af5c67850407e4200df11e458d3\r\n",
      "easy_ham_2/00564.5d9d3d4ebddcd338604ae63d5b01f037\r\n",
      "easy_ham_2/00565.630d62a91f6d1b297a2069007700e2ae\r\n",
      "easy_ham_2/00566.dbc5fe0b052e8d60b7a4e1d40f0d9652\r\n",
      "easy_ham_2/00567.c05df9b21feaaef843a3decc2727f436\r\n",
      "easy_ham_2/00568.4bfc868e8de382e58f6d9baee080b56a\r\n",
      "easy_ham_2/00569.76b6e6837716e2abd44bd173abeca99b\r\n",
      "easy_ham_2/00570.a8f739b7a0c060d178c0f6c01152b6aa\r\n",
      "easy_ham_2/00571.f40af0c5bd3cc0bc6cd1c43eafa48b49\r\n",
      "easy_ham_2/00572.de050685895059e75d0a472c6b203376\r\n",
      "easy_ham_2/00573.820e675aeeb4ccdea8885962bcb877eb\r\n",
      "easy_ham_2/00574.ca8de7c19bacedefb060405b55d13c29\r\n",
      "easy_ham_2/00575.4fea6123edb74361f0cf88c7621174e0\r\n",
      "easy_ham_2/00576.da562ad33f7db223b12b85e2eb9fdefe\r\n",
      "easy_ham_2/00577.1eda2cf255a8628824556504e064df4d\r\n",
      "easy_ham_2/00578.9c1b9956370b439f73cb2073037661fb\r\n",
      "easy_ham_2/00579.1edb9f97788573fae80c93879a38aa1c\r\n",
      "easy_ham_2/00580.7dd943cb2a791ae9600144dee69f27b1\r\n",
      "easy_ham_2/00581.b2fd69fe02091cf73bb1b60f282ff1a7\r\n",
      "easy_ham_2/00582.eb99fccc8d6528aa1e2b1b7a1f0d4160\r\n",
      "easy_ham_2/00583.4e1e6bdeb100a418bf58b45be23f1f27\r\n",
      "easy_ham_2/00584.f206aaba715a53da60ffdb9217b2afb3\r\n",
      "easy_ham_2/00585.a9763d3908545b69df03e1f239af6f28\r\n",
      "easy_ham_2/00586.fa3be9fc6e06d6f6cb551a84a8b45f63\r\n",
      "easy_ham_2/00587.31524eb0acc6a8a3d99a5d1470901a51\r\n",
      "easy_ham_2/00588.caf92e986cd8f22e2c173b75f6b87a6b\r\n",
      "easy_ham_2/00589.23fd7ba6490b9990e197f84ec11261e8\r\n",
      "easy_ham_2/00590.f2710adbdbe869b2a39d00b60ef9aee3\r\n",
      "easy_ham_2/00591.ede8a2398d8d79a213d06480dad691ce\r\n",
      "easy_ham_2/00592.4ec37bb1a3a2ffab9cb80b8568c907dc\r\n",
      "easy_ham_2/00593.3d1c3a023a9d90edc0436d0619a0b7d2\r\n",
      "easy_ham_2/00594.1b0e89701a0b9d3bea4d1f940365ad6a\r\n",
      "easy_ham_2/00595.46be8a4c508859d94795ad67c4d55a77\r\n",
      "easy_ham_2/00596.44be3fbfd666d5c254fece3178823076\r\n",
      "easy_ham_2/00597.993f1ed03ea8c5eb3526fb2a658bccfb\r\n",
      "easy_ham_2/00598.3669860113623394add3a85c8774859b\r\n",
      "easy_ham_2/00599.4b9e5d55f5bb001974345a0439e6f93d\r\n",
      "easy_ham_2/00600.adbd0b394deb5ce69455ed88f8a09098\r\n",
      "easy_ham_2/00601.2f32c4ddbfc8c2c0c147ece6f7346de1\r\n",
      "easy_ham_2/00602.d08c9eea32d96d5e831bb37faa0b311b\r\n",
      "easy_ham_2/00603.daa03eaf6ed52d99bcc36d0f68fdd33a\r\n",
      "easy_ham_2/00604.b79c959719f5f325067852352496e07a\r\n",
      "easy_ham_2/00605.72e165cec076afb86bf1c0487a102bce\r\n",
      "easy_ham_2/00606.aff1067a665502934f28d2494bf9ed29\r\n",
      "easy_ham_2/00607.c72e1448ce18361a82550ed78a579d47\r\n",
      "easy_ham_2/00608.9fb43d1696643a1e5799370b089870b8\r\n",
      "easy_ham_2/00609.dd49926ce94a1ea328cce9b62825bc97\r\n",
      "easy_ham_2/00610.a062f84694d7513868326164eeb432fd\r\n",
      "easy_ham_2/00611.f414a72ef66b7df242391b54b16a0b2f\r\n",
      "easy_ham_2/00612.cb68c495a2f64d9f3a25fecbc176e961\r\n",
      "easy_ham_2/00613.80ccdadbbc27715a03f1f59580405340\r\n",
      "easy_ham_2/00614.7dad3f5897429242a45a480c00fc2469\r\n",
      "easy_ham_2/00615.23556d88fcb1179b25083cfc41017f42\r\n",
      "easy_ham_2/00616.d760bb16b06ae9952561541de4e29e78\r\n",
      "easy_ham_2/00617.3900da1df666d45653492bd0f47fdada\r\n",
      "easy_ham_2/00618.e0dddffe4b7b4a18be1fbb61226a504c\r\n",
      "easy_ham_2/00619.d7ae568cebb376dc79b0c4db8fdd9293\r\n",
      "easy_ham_2/00620.f515234db3aec0db283f64aabaa046ac\r\n",
      "easy_ham_2/00621.3e51dbf7cab33bc8f8ab13f34c273b33\r\n",
      "easy_ham_2/00622.1d8e9e4c3e8e00a382595b6a2e6954ab\r\n",
      "easy_ham_2/00623.8bf6da05b986d3b16c208102e1c266f2\r\n",
      "easy_ham_2/00624.00d7f6ac63e5869c289ea55e2ca4c03d\r\n",
      "easy_ham_2/00625.bbf5ca2daab931ec64d953936f25f0b9\r\n",
      "easy_ham_2/00626.d1d8532700598e8cd3f542f919274a6b\r\n",
      "easy_ham_2/00627.31852759f370656c49f987fd28fed691\r\n",
      "easy_ham_2/00628.f03f3008b1f1621e0df41f75d5ffcd58\r\n",
      "easy_ham_2/00629.822888a70c5b689638ff332eea661e6f\r\n",
      "easy_ham_2/00630.049b94ad0f9919c1f39408adb4efddad\r\n",
      "easy_ham_2/00631.3f9351806af9a88f93169ee3416e4502\r\n",
      "easy_ham_2/00632.d171d66f937e72574b5d880346e0b628\r\n",
      "easy_ham_2/00633.673238f16e0f9bacf6f3bb65da669a64\r\n",
      "easy_ham_2/00634.610f63c7f967ce4bd006d31caa9d8c00\r\n",
      "easy_ham_2/00635.1003c1e3894e3a1ab710eef5abf381b9\r\n",
      "easy_ham_2/00636.934784d4ed76cc8ad094ac8261dd9bcf\r\n",
      "easy_ham_2/00637.b8b627542a5af9e99890aff7a73c7754\r\n",
      "easy_ham_2/00638.0f45c20ba51fff7284350d23e79a86cf\r\n",
      "easy_ham_2/00639.43637fbcd1f0ec1e40b1a14df77a5f66\r\n",
      "easy_ham_2/00640.04d998e4ce436cfaf73280a77ee268a1\r\n",
      "easy_ham_2/00641.a4e760e8ab2d1fb7302559751ab28d27\r\n",
      "easy_ham_2/00642.c7266ceeb9cb8ec38597c40c47cc9ec0\r\n",
      "easy_ham_2/00643.cc9dcaf6c8befb9ebdff42e47aa0fe1e\r\n",
      "easy_ham_2/00644.d59c01bb3dcc7e4f5db98e5d225d240a\r\n",
      "easy_ham_2/00645.a7332dcc1cb55cadebf1560272154304\r\n",
      "easy_ham_2/00646.c53090843b18c74093da2d24bcb1c844\r\n",
      "easy_ham_2/00647.97e77e8264c32c8b05077edc15721ba2\r\n",
      "easy_ham_2/00648.fc71a05914ca9ff0ecaaf09744c4c5f5\r\n",
      "easy_ham_2/00649.f37f324ee23e200328c293c984453938\r\n",
      "easy_ham_2/00650.72e893edc133cd4fc90b9de30119210d\r\n",
      "easy_ham_2/00651.12f128c13a64f4e485ee64532686b88b\r\n",
      "easy_ham_2/00652.be6b3138d3d7304c73ebba1ba3f687d1\r\n",
      "easy_ham_2/00653.41f993b29996e0e099849f377ae280e4\r\n",
      "easy_ham_2/00654.7e84d693f6d2dc216aa501c47db607f7\r\n",
      "easy_ham_2/00655.dea06b9020d30935ba9ae646d2bdbb20\r\n",
      "easy_ham_2/00656.c98a29533dfb50a54f56357d231ddf13\r\n",
      "easy_ham_2/00657.fc4f6dad06d3d73f5c8280661df78ad8\r\n",
      "easy_ham_2/00658.5435061ef0a4e986500dbd90d9ae6d0b\r\n",
      "easy_ham_2/00659.02e6dd777f837798533eae8f3b6a0491\r\n",
      "easy_ham_2/00660.c8c35d2043accdd060b0eafe48d1da18\r\n",
      "easy_ham_2/00661.cc133729fcb2b0dc9ea6b6de53aa39a5\r\n",
      "easy_ham_2/00662.8013a46a2c4e3ecd27a9cc16b5dedc70\r\n",
      "easy_ham_2/00663.660f0334bb6d89793e3d3bb5367cd9c1\r\n",
      "easy_ham_2/00664.28f4cb9fad800d0c7175d3a67e6c6458\r\n",
      "easy_ham_2/00665.087e07e6a5f47598db0629c21e6e1a70\r\n",
      "easy_ham_2/00666.009d6116caed8ebd2b48febcea7b6c38\r\n",
      "easy_ham_2/00667.eafd31575b60bc580d8a2e8db46da6bc\r\n",
      "easy_ham_2/00668.0c194428812d424ce5d9b0a39615b041\r\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "easy_ham_2/00669.e1bd56f6a261852d752e086ae3f8f93d\r\n",
      "easy_ham_2/00670.cf4700dea8b59597f608d0e7062e605a\r\n",
      "easy_ham_2/00671.3476f7a6caccb8f155cb4eda72a1a6f2\r\n",
      "easy_ham_2/00672.96646a3185ee6d8828c0ca3d1e91ce0a\r\n",
      "easy_ham_2/00673.aea009bf14e6a5ca613e7ae735506890\r\n",
      "easy_ham_2/00674.bce8a0d5cf2fcc9888c9c2f88725df78\r\n",
      "easy_ham_2/00675.b8a6844708d4c10a47688c8344048eb2\r\n",
      "easy_ham_2/00676.807a365c8b51d59e122b11c95d2d984a\r\n",
      "easy_ham_2/00677.691e4626992039c8ae0c24dd2b93d8a3\r\n",
      "easy_ham_2/00678.7562e626b536eb5c1534ec1de6cb8259\r\n",
      "easy_ham_2/00679.4cece88c654b4e5936921c5d4072797d\r\n",
      "easy_ham_2/00680.ee1366b6b29202f0ffe65753ee37f0a4\r\n",
      "easy_ham_2/00681.b82e0f297d0ca719567dc764da63e8b7\r\n",
      "easy_ham_2/00682.ed1e8972923a1eb98875e4a2b87f6f60\r\n",
      "easy_ham_2/00683.747e1fca94486b79547aa91adab15b1d\r\n",
      "easy_ham_2/00684.87add8c5e89bb21bf9c39083a03a6eeb\r\n",
      "easy_ham_2/00685.57055c8d73f474ca70c15b955439e183\r\n",
      "easy_ham_2/00686.e72932a083f77eaf366109752c89a60b\r\n",
      "easy_ham_2/00687.8b31d13e4d04a9e78a7e01b491f6d2f6\r\n",
      "easy_ham_2/00688.f08034280cb30919f77f093881d60b26\r\n",
      "easy_ham_2/00689.ae6cd2a1fe148629b6d4e11fba10cd8c\r\n",
      "easy_ham_2/00690.dd9bb1e5bc14e171cfc67e0ab3ac850f\r\n",
      "easy_ham_2/00691.434cbad49360cfdb01513f4855b6c30b\r\n",
      "easy_ham_2/00692.69f326feb3c0f97fe44f1af81f51db19\r\n",
      "easy_ham_2/00693.2183b91fb14b93bdfaab337b915c98bb\r\n",
      "easy_ham_2/00694.a56619f593077d85ce28a4fafe547ab7\r\n",
      "easy_ham_2/00695.2de9d6d30a7713e550b4fd02bb35e7b4\r\n",
      "easy_ham_2/00696.68cf3578a4cc3767f75ba2c5814533ef\r\n",
      "easy_ham_2/00697.9de5ecfe0d0b4dabbcae403f51223644\r\n",
      "easy_ham_2/00698.e702f66ebf743b81ba479bf54795bcca\r\n",
      "easy_ham_2/00699.92050ab0ff44527ebf0358341ba86684\r\n",
      "easy_ham_2/00700.d42457f1ab4340c5517eaa695cb675fa\r\n",
      "easy_ham_2/00701.8b14364405ca52ffd1de36203f35eac2\r\n",
      "easy_ham_2/00702.512ab0c1a1654aa43dc93c7e23a9d859\r\n",
      "easy_ham_2/00703.f305b0d4c58eed983e9540d3105e7fac\r\n",
      "easy_ham_2/00704.3dfe79a0f9c53d51328d0b6af88d1e02\r\n",
      "easy_ham_2/00705.7ff90bba3250a39362816997bbd728ef\r\n",
      "easy_ham_2/00706.8572fad402b05b1931dfef0b5ec7ff48\r\n",
      "easy_ham_2/00707.2439cb7e02ff7c87aafc09956f89ea28\r\n",
      "easy_ham_2/00708.eee4a91d45eee5847fa113eca3da4535\r\n",
      "easy_ham_2/00709.d268c5ab16687251cb4c55c633f93134\r\n",
      "easy_ham_2/00710.dcb21a6dd9ec8db27498f79d2e61e10c\r\n",
      "easy_ham_2/00711.6a9d9ebbb5c459d2877ac8a064eb1bae\r\n",
      "easy_ham_2/00712.e086301e1a13209a567bc2ae0c5ec1d9\r\n",
      "easy_ham_2/00713.49b7b319d69b2dc2bc27a5dd206750a0\r\n",
      "easy_ham_2/00714.15dea0aa20430242a5527e0f928eb8d4\r\n",
      "easy_ham_2/00715.c11e77af45a2debe41aed46b2be09d59\r\n",
      "easy_ham_2/00716.fd7eaea72c93e40a0ccff80ff8abe24f\r\n",
      "easy_ham_2/00717.e15f1e668f85071ea982e99b18e9b538\r\n",
      "easy_ham_2/00718.9c814926c32a81ae9a66e55999e160d3\r\n",
      "easy_ham_2/00719.d3f6422685d691cd7d0aea8851b831f9\r\n",
      "easy_ham_2/00720.b32e7900b189a55cf7207e9633f5c437\r\n",
      "easy_ham_2/00721.39d6783c5838169bfa901056e6c8a5b2\r\n",
      "easy_ham_2/00722.7f846f5a56c251c9c49e7bd756df45d4\r\n",
      "easy_ham_2/00723.961bd5a10fb642402296d7d28a82cfeb\r\n",
      "easy_ham_2/00724.c5a687a60e45b7e78ec560a3eadffdee\r\n",
      "easy_ham_2/00725.1ff00314bb409ff8506cd3d6f704d56a\r\n",
      "easy_ham_2/00726.502b93f1aac603deea8b9b4f0c4d098d\r\n",
      "easy_ham_2/00727.0e0eaefdffb144657140c062e5cc6697\r\n",
      "easy_ham_2/00728.22d62ccf90ef6289df3ace7a14e14169\r\n",
      "easy_ham_2/00729.733ee0faa56c33c52cb73337b7986261\r\n",
      "easy_ham_2/00730.9c53ad2d4e49284023f1ead62c033715\r\n",
      "easy_ham_2/00731.501da80bfbc49ec6a80100aef3a6cf0d\r\n",
      "easy_ham_2/00732.33c5576e36d753b597c0f5ecf26f16e9\r\n",
      "easy_ham_2/00733.8e51537a410ca42b33ae41f5973132d6\r\n",
      "easy_ham_2/00734.07453769e34240099704aaf247f6fe0b\r\n",
      "easy_ham_2/00735.cc6d7c2f483b7368337750b02ce1f9a6\r\n",
      "easy_ham_2/00736.95ca3601862ea15634f3dec16aef3e4b\r\n",
      "easy_ham_2/00737.1c096ffc019ac810e5db051fb8746bd8\r\n",
      "easy_ham_2/00738.05f8a7eadad0c0866eb3bcd815e4a735\r\n",
      "easy_ham_2/00739.dbf08fcc01fee2e659d36fe697230097\r\n",
      "easy_ham_2/00740.ee2bca9de808193c2af8a0c0212f752e\r\n",
      "easy_ham_2/00741.69c01dfaf0584817f92435ebd0e7c8c3\r\n",
      "easy_ham_2/00742.ce72d7c8245e881d6e0ee5d8e9cfabab\r\n",
      "easy_ham_2/00743.7787f0f8205e4ff2226a563c39b81039\r\n",
      "easy_ham_2/00744.42d3e687c07b8a21b4796a6f72f24186\r\n",
      "easy_ham_2/00745.17068ba58d3abff5214b3cac4af05ef6\r\n",
      "easy_ham_2/00746.f4c184425d9abb4a1c916e664ffc2199\r\n",
      "easy_ham_2/00747.352d424267d36975a7b40b85ffd0885e\r\n",
      "easy_ham_2/00748.aba6a0bb7191962f47f3731e37bbb268\r\n",
      "easy_ham_2/00749.3500b619df0119e64fc177b3b6eff006\r\n",
      "easy_ham_2/00750.4e6d7b346042e39f416017bb3292bd08\r\n",
      "easy_ham_2/00751.a0032491c92110b238d52c93ae977322\r\n",
      "easy_ham_2/00752.9d42af4f7e4f69a403ee8387742e3f08\r\n",
      "easy_ham_2/00753.373de9a53cc7e59ebf91f4e27099799b\r\n",
      "easy_ham_2/00754.7ef282943b46f61c8453c38e45124ae2\r\n",
      "easy_ham_2/00755.6ca22fe516192bac1845392406ff918d\r\n",
      "easy_ham_2/00756.2b2ec73ad20a4e0bdf31632ac019233b\r\n",
      "easy_ham_2/00757.7aeba72e6fd31d31196843f3238197b5\r\n",
      "easy_ham_2/00758.194febdefd4966975123ed1e472b4db4\r\n",
      "easy_ham_2/00759.59d03df774834b507dcab63ed02ef577\r\n",
      "easy_ham_2/00760.c97fe36818c28d0dec542f294a0771b9\r\n",
      "easy_ham_2/00761.f626f551015996bcfdc414224c5fe06b\r\n",
      "easy_ham_2/00762.33cb23d036d704e77b20ec7b4918a0b0\r\n",
      "easy_ham_2/00763.56048764a923575d091a576a35803947\r\n",
      "easy_ham_2/00764.45b68b142682601c627298dac056103e\r\n",
      "easy_ham_2/00765.faf588d84afc2fef853ab73a5b797cce\r\n",
      "easy_ham_2/00766.3c60b4a3900ab239864deb0f2c411577\r\n",
      "easy_ham_2/00767.2f469c1c4cfaf3d52a9340d2f5c12acc\r\n",
      "easy_ham_2/00768.23c2c636203be69ecbbde86ff686598f\r\n",
      "easy_ham_2/00769.f393aa552513fa0f55aa7d3229dd25d3\r\n",
      "easy_ham_2/00770.8cb32504b46873dd138e648e2207e4a0\r\n",
      "easy_ham_2/00771.0bb4530c388956332274668ddef8daf6\r\n",
      "easy_ham_2/00772.c3b24116536159a3568324b3310a48df\r\n",
      "easy_ham_2/00773.588b49e12a139c86b8680ce0aa9328a4\r\n",
      "easy_ham_2/00774.4597cd41ff06a2de83c33c801f1f5321\r\n",
      "easy_ham_2/00775.b349859dad830b699c93d3c8e14b3ab2\r\n",
      "easy_ham_2/00776.7df92458e9cf04b8873c406bde7d2fbe\r\n",
      "easy_ham_2/00777.a45ca2c13a7b315320be10b4aec366d4\r\n",
      "easy_ham_2/00778.872cb9fec7cf22289b5729b680f7765e\r\n",
      "easy_ham_2/00779.447369a2496e46d8e73dec75a8e3885c\r\n",
      "easy_ham_2/00780.8a0cad9870b20617d68fff0b4f73c4ad\r\n",
      "easy_ham_2/00781.0203d246910dfa78467517ba7d45adc6\r\n",
      "easy_ham_2/00782.4a37d36abd4addbefe173fde38e9e712\r\n",
      "easy_ham_2/00783.c4f1bbae8bcdcbcd25a2090effe54deb\r\n",
      "easy_ham_2/00784.45e680f25135076df8a3e88739c4e1d7\r\n",
      "easy_ham_2/00785.ba3a0a9d41b06b7fd1ea6025a417dfd1\r\n",
      "easy_ham_2/00786.7d159de800532f2490f5facf98cf0c05\r\n",
      "easy_ham_2/00787.8bb5931af6f31bcb63ec035ef4bab991\r\n",
      "easy_ham_2/00788.4fe7ac37abaf058662d024d6c482119a\r\n",
      "easy_ham_2/00789.f5ae0a050a9e179558e9d351d9cfb7d2\r\n",
      "easy_ham_2/00790.ec6b7979abbf5a47d6531804cb025fe2\r\n",
      "easy_ham_2/00791.14ee5f2a2aeeea8dc5440ed607c59e59\r\n",
      "easy_ham_2/00792.0456a0df8da92cfb4d989b517ed0ff57\r\n",
      "easy_ham_2/00793.b4ae3b05f6b8dfc24f8a92ab759ba54d\r\n",
      "easy_ham_2/00794.8d6555404c1d4bedbeab101ffc3dbc5f\r\n",
      "easy_ham_2/00795.544a6cb2049f00c48090fe11ef8ca566\r\n",
      "easy_ham_2/00796.ed58374c0325e41f2ab267d5c4bf0b28\r\n",
      "easy_ham_2/00797.67afafcb6abaa29b1f92fafa4e153916\r\n",
      "easy_ham_2/00798.f0b6d4915a856bc13e789d766b13fcb9\r\n",
      "easy_ham_2/00799.43fc9562e5a55f83f0ff75fd648bbe87\r\n",
      "easy_ham_2/00800.637e40d44b7ab77b9d1cfab3e54166b7\r\n",
      "easy_ham_2/00801.7bf3e5a17eb6587413340cd5e811726e\r\n",
      "easy_ham_2/00802.5b2b41e76c466cbf4eea8076fd8669ac\r\n",
      "easy_ham_2/00803.6fc0c081e3cda7194e3633ea90d146e5\r\n",
      "easy_ham_2/00804.56e419cefe00bfbf4e1bcc1b4be47ae1\r\n",
      "easy_ham_2/00805.77504386507753ce46fc385f2aa4ec37\r\n",
      "easy_ham_2/00806.ebef316cd567c95011241a5b9b504984\r\n",
      "easy_ham_2/00807.2fb463a44983d6fd135a94a84be2efa0\r\n",
      "easy_ham_2/00808.95183a30c4c828faafc49bd5e0796cb2\r\n",
      "easy_ham_2/00809.82dca2e58adfc50ae70461281f0eebb3\r\n",
      "easy_ham_2/00810.c6ed8e1050ae1d68001f4da5f2cd100a\r\n",
      "easy_ham_2/00811.f861ac99dbc361bdd3883d0f5d1d93e3\r\n",
      "easy_ham_2/00812.52239718d2ff1d0388963af6c7d0fcc6\r\n",
      "easy_ham_2/00813.6598e1ef9134cf77f48bca239e4ba2dc\r\n",
      "easy_ham_2/00814.ff683942c515bea6e0d58b02f54287c5\r\n",
      "easy_ham_2/00815.b6974616e6d50c4c37c2d6e9b289f60d\r\n",
      "easy_ham_2/00816.953e88a20d4acc17467a8ee832481093\r\n",
      "easy_ham_2/00817.2a6a5aea0eb48763d4c5c96793ea0a23\r\n",
      "easy_ham_2/00818.7e22fb9cf0354e4762607077254f7d68\r\n",
      "easy_ham_2/00819.39ff42965811bdaa6826039609cb6c15\r\n",
      "easy_ham_2/00820.e5d2e908488ec046b304739017aa4d8b\r\n",
      "easy_ham_2/00821.ecfe5e599c9cdec3a6fa0f5d87674f69\r\n",
      "easy_ham_2/00822.8fd6be728df2b49bd24e9293a9a45db5\r\n",
      "easy_ham_2/00823.d8ecd70437b16c3ecb0e8a496c34514b\r\n",
      "easy_ham_2/00824.e26eecaa9810cd5561f057ed49e9b5fb\r\n",
      "easy_ham_2/00825.27263f8c262ba33a858e0ebff56510cf\r\n",
      "easy_ham_2/00826.b128ecf0f8573722f8a41e6927c4c252\r\n",
      "easy_ham_2/00827.9eeade6e8d5bd981fb4fe82132f2645e\r\n",
      "easy_ham_2/00828.47851f2029854a0a9987c89b74a4c912\r\n",
      "easy_ham_2/00829.28cef3aab019aea7ee4b0cae83f4cc4f\r\n",
      "easy_ham_2/00830.5d4c60cba2924e9a7d484a105dbd7b08\r\n",
      "easy_ham_2/00831.7a1dcc977a5a5e7080848af6614fbcbb\r\n",
      "easy_ham_2/00832.5822c35b368075282fd6059a5700d364\r\n",
      "easy_ham_2/00833.c9204bbf8363eddf06ccb8b9489ae59c\r\n",
      "easy_ham_2/00834.c820e444255bc80fafd01933f05703d6\r\n",
      "easy_ham_2/00835.90603de9b085b1871c7fa52f077b1437\r\n",
      "easy_ham_2/00836.79ada0b7c57bb8216a015213c9f490e4\r\n",
      "easy_ham_2/00837.c5b7dba1189b678f293ac948c70cd63f\r\n",
      "easy_ham_2/00838.d56da6f1765f9d2e7ffea378549f8993\r\n",
      "easy_ham_2/00839.956327b3652607615ce2920aa5414dcb\r\n",
      "easy_ham_2/00840.49f8f5847e553c654524fcf531212b1a\r\n",
      "easy_ham_2/00841.29703fd8bff8c1bed489e8af205d0609\r\n",
      "easy_ham_2/00842.9eb56fa231a7aa2555c7993d0c226b68\r\n",
      "easy_ham_2/00843.b26541d28a2a01ed3f2e9e5597ea321d\r\n",
      "easy_ham_2/00844.d212ae45e726f9913ef475cc8cf66673\r\n",
      "easy_ham_2/00845.4c0c5a6704677c7757df054cec549bd8\r\n",
      "easy_ham_2/00846.a603afcbab0796cbe45d3be854562598\r\n",
      "easy_ham_2/00847.d369bf288bfbf485becfb13b7d625dca\r\n",
      "easy_ham_2/00848.a7399507608719a6c564442bb52f6bdf\r\n",
      "easy_ham_2/00849.46a55512abd378c6158e43b88acf3ed0\r\n",
      "easy_ham_2/00850.52463321d8b8160b6ca3662271bf43f1\r\n",
      "easy_ham_2/00851.1c383f4f3509d668819671ab1e20650e\r\n",
      "easy_ham_2/00852.07c49784957215c425e1aa26fba952e4\r\n",
      "easy_ham_2/00853.5143b7f1299929834f26c74f40bdc537\r\n",
      "easy_ham_2/00854.8ccfb8ad116ea10b46c7c1d7ad50aab8\r\n",
      "easy_ham_2/00855.25cdd1d4b3805757439866eb261643f6\r\n",
      "easy_ham_2/00856.9ab953cc26ee85b5e634a80dc93c9baa\r\n",
      "easy_ham_2/00857.f312939fbacf18adba52a47cde6f0351\r\n",
      "easy_ham_2/00858.e8e0fa3478d7d66a23b1ead07beecc18\r\n",
      "easy_ham_2/00859.a2805ce0a8b229f9ba52ea18703abeef\r\n",
      "easy_ham_2/00860.1c589ac98a09bd68145855672377c36f\r\n",
      "easy_ham_2/00861.9315454120d627a1016f95d1c95874bc\r\n",
      "easy_ham_2/00862.66cc15585cfafe2b9a28e70b905d85e7\r\n",
      "easy_ham_2/00863.d9ae47fc90d47d17f9765634e5950c37\r\n",
      "easy_ham_2/00864.75ad4f0552f4dc1629233e5d62d85309\r\n",
      "easy_ham_2/00865.55407950e065d67e276eb5ecf44bc1f6\r\n",
      "easy_ham_2/00866.41e89c3d3edc6f4f2bfcf0f070dd6621\r\n",
      "easy_ham_2/00867.e614a8905c3462878227048e467cc535\r\n",
      "easy_ham_2/00868.3e79b5b1073bccc35db784ab7e543e21\r\n",
      "easy_ham_2/00869.0fbb783356f6875063681dc49cfcb1eb\r\n",
      "easy_ham_2/00870.0c6a4bf58c0d0981f808ea0ce86ec230\r\n",
      "easy_ham_2/00871.7a7b29943cc3ad3a101aa9d41eeef6d3\r\n",
      "easy_ham_2/00872.f9b45695dacc2d0d0939786d76509512\r\n",
      "easy_ham_2/00873.591767bb0a3b3c5f3fe4a7b8d712bb6e\r\n",
      "easy_ham_2/00874.6bbdd7e5dcf757c14c3fb8779a16f6c2\r\n",
      "easy_ham_2/00875.88008b119e71ad96444faf3f66f05bee\r\n",
      "easy_ham_2/00876.668b933f0dcc4bbbc7bad7255ba2d659\r\n",
      "easy_ham_2/00877.3b67f6a22857472bb7482123740c4d7d\r\n",
      "easy_ham_2/00878.65feab10927763853bf42c2966f4e96e\r\n",
      "easy_ham_2/00879.d2b09a8069295d82b9a93d43c5de3407\r\n",
      "easy_ham_2/00880.fad8123768f81c5a23c953cd50e49cb2\r\n",
      "easy_ham_2/00881.e72b42b99bd9caf7573f59005c428bd2\r\n",
      "easy_ham_2/00882.6ca078a84f6b9eb76fd57d7f9d72250e\r\n",
      "easy_ham_2/00883.9ac832339fe2f1546b926bf61a1b5c50\r\n",
      "easy_ham_2/00884.4647babe0828ab867c965d4076087e25\r\n",
      "easy_ham_2/00885.7340a1c0f35e08491a771e0f83df29fc\r\n",
      "easy_ham_2/00886.9b1023e9b85ce2ad96f209de582e5d71\r\n",
      "easy_ham_2/00887.aff205072bdffd1cb1cc0b65ff75e907\r\n",
      "easy_ham_2/00888.0313cf62b5f2b63afb50d8de46b43ad3\r\n",
      "easy_ham_2/00889.3c6000316e0ea3c3700815457821bf9e\r\n",
      "easy_ham_2/00890.993e920917e07f2f688ea37fd24d6234\r\n",
      "easy_ham_2/00891.02b734427bfe9bf438eb5961fb5d31f7\r\n",
      "easy_ham_2/00892.53fec2d812b3f0b5b9a62de95308f7c9\r\n",
      "easy_ham_2/00893.42f0203ce0191127b4053c01b7079b76\r\n",
      "easy_ham_2/00894.8c00344d3c4a93ec11b9dec2f262c556\r\n",
      "easy_ham_2/00895.698c3fa5c54db3f9a4c962baf13567fb\r\n",
      "easy_ham_2/00896.61fc773e2dfba14cee4a58a2996e5597\r\n",
      "easy_ham_2/00897.d61b96a3658c79ec85a760b887506112\r\n",
      "easy_ham_2/00898.b1a18faabb5353af6a2ad8a156d3bfbe\r\n",
      "easy_ham_2/00899.ebda16f739e9e222b56d0c71ca51b82f\r\n",
      "easy_ham_2/00900.a95137fbc6f04e8669849f4319a371bb\r\n",
      "easy_ham_2/00901.c433dbbc247c4d2758391c34b92f4e9d\r\n",
      "easy_ham_2/00902.a538cb6b30f5f3d28ea4261597ffa510\r\n",
      "easy_ham_2/00903.ec8820827b3b3b89e471ba86d3ec88c8\r\n",
      "easy_ham_2/00904.d5cb0c089eddf2dd8c97faf97a52d905\r\n",
      "easy_ham_2/00905.defebe39d659693316e71ad1cd70b127\r\n",
      "easy_ham_2/00906.8954ab8472de12f18c0dc6fb4c254da7\r\n",
      "easy_ham_2/00907.6833c73d3a487ad7f75431a819a365c5\r\n",
      "easy_ham_2/00908.fa150b0b994587469112fbcb7e8cc2bc\r\n",
      "easy_ham_2/00909.4030b6c4e4c01ff28fa7c767109997a3\r\n",
      "easy_ham_2/00910.4b1bddb9bfc1cea936f0f8cae0cd097d\r\n",
      "easy_ham_2/00911.91dd363a1ba091de446dd40a24816ab3\r\n",
      "easy_ham_2/00912.74b435accaf4e65a948c7769b6380f01\r\n",
      "easy_ham_2/00913.feedb49583d7f4cd656ee7139598e706\r\n",
      "easy_ham_2/00914.728d09e121c1a735c94174a9171b814f\r\n",
      "easy_ham_2/00915.5c8a9df80b70af9883deabbedb905d94\r\n",
      "easy_ham_2/00916.892ff99f6e224042cfb4392b57fec056\r\n",
      "easy_ham_2/00917.07741f95320ad6bbf7ac152645c1c8ae\r\n",
      "easy_ham_2/00918.0881c41b33de2efe11464c2fac2ed760\r\n",
      "easy_ham_2/00919.0009a4cbba10103048f87499fc0e73d8\r\n",
      "easy_ham_2/00920.743eb834544d6f68b44c7a91ea570f6f\r\n",
      "easy_ham_2/00921.41c7e4d55fe0c54686e4c19184c48d17\r\n",
      "easy_ham_2/00922.8cf18af404b07fec0251f809c8ccf370\r\n",
      "easy_ham_2/00923.521c1f08fb31ac1dd27c75c588e1f252\r\n",
      "easy_ham_2/00924.374197012a2e87b0ecd463e584b0702b\r\n",
      "easy_ham_2/00925.02443d63888a5691bc8ea440fa9feeef\r\n",
      "easy_ham_2/00926.eed4da873da1b2b4009ea9f57eb34e68\r\n",
      "easy_ham_2/00927.43abf92b4bb6428ae93fa996a0602daa\r\n",
      "easy_ham_2/00928.b76bc17c6c6b99d4f3c66726b0a6f621\r\n",
      "easy_ham_2/00929.2a34239559a12706a924bfabad41a5f6\r\n",
      "easy_ham_2/00930.d20e3d61ecf2c7f599c99808529b333c\r\n",
      "easy_ham_2/00931.90eba49bd3b2aa36a3f4f5dd34d2ba7a\r\n",
      "easy_ham_2/00932.022257926109e7a87021f0ae690792be\r\n",
      "easy_ham_2/00933.d8902fb6cca828eb34fb1a0300950704\r\n",
      "easy_ham_2/00934.76cd57955d5efc3a84d965b91fb1548e\r\n",
      "easy_ham_2/00935.99fb04563212518a57885b901833d04d\r\n",
      "easy_ham_2/00936.c67a262366df25ed50ae9f6ed3ac5396\r\n",
      "easy_ham_2/00937.68935e1b2337011c372fcb6de757737b\r\n",
      "easy_ham_2/00938.6fe1c791dc457dff05038e48d3625d93\r\n",
      "easy_ham_2/00939.d6d2250a7e855513820bd35e36883d5a\r\n",
      "easy_ham_2/00940.f48ea03fc7357f9bf0b7fdc934bbf270\r\n",
      "easy_ham_2/00941.7e73d0b5d1de68eabc52c3e8d05349d8\r\n",
      "easy_ham_2/00942.b57cfed7c3f2f3238643929b9118ed3b\r\n",
      "easy_ham_2/00943.3aff5bb6204ff82c23a293a92e180e6f\r\n",
      "easy_ham_2/00944.2e5be87c72bd8346791a005cb715f640\r\n",
      "easy_ham_2/00945.334b11a09567241ae4647487aa140392\r\n",
      "easy_ham_2/00946.6d3c3492c0310d58e7eccadf18fbd9de\r\n",
      "easy_ham_2/00947.5983cb8fa9a4c2a27cb6eca03e0be56d\r\n",
      "easy_ham_2/00948.45f4b4bb682dc47ef46832c9c6fc7499\r\n",
      "easy_ham_2/00949.c95efde29210bb5d7ffd820283ef2821\r\n",
      "easy_ham_2/00950.faa69102e30c15ae98cdfee27a2763a7\r\n",
      "easy_ham_2/00951.8fb9dfe3439c2d9380e5d3c490d6f4bd\r\n",
      "easy_ham_2/00952.20f2a87e04d388867133510c9550135e\r\n",
      "easy_ham_2/00953.9f9ee238cc01866c7ceb6e00b41c9b8e\r\n",
      "easy_ham_2/00954.f0c8ee40e08cf926be3648e3f421108c\r\n",
      "easy_ham_2/00955.65d74e4da04399281b0b4af1e8e17734\r\n",
      "easy_ham_2/00956.79552a5e01f114e23c870f48f18db41d\r\n",
      "easy_ham_2/00957.e0b56b117f3ec5f85e432a9d2a47801f\r\n",
      "easy_ham_2/00958.ad24f0dc7feb12a77ea863e2000f86dd\r\n",
      "easy_ham_2/00959.a24f34fb3d342beaf6fc1df54b00e5a2\r\n",
      "easy_ham_2/00960.32448b09e83c0a903e939e543d29cf82\r\n",
      "easy_ham_2/00961.404a92dc1c29461b711f0df8e96bbe90\r\n",
      "easy_ham_2/00962.89f77abfcb53beaef9050647c743deca\r\n",
      "easy_ham_2/00963.5480cd0c553b673d4b2a5dd8775bc858\r\n",
      "easy_ham_2/00964.f38b735e9037b2e7b13ad9c6dcbdad1c\r\n",
      "easy_ham_2/00965.65826942ee14fb4633a82452bab4f19e\r\n",
      "easy_ham_2/00966.8ebefc5eaa53c3bf9ef1dfcec1ee2087\r\n",
      "easy_ham_2/00967.9f54540bbcfe54481730330f5c6b67ad\r\n",
      "easy_ham_2/00968.af5d1f264563dd879a2a880a1725efdf\r\n",
      "easy_ham_2/00969.06ff0d8ef44307c5808b526dc72c3f68\r\n",
      "easy_ham_2/00970.98d919e3b073097d7af97e18910e230b\r\n",
      "easy_ham_2/00971.ebd002bb55532af30e46f9a43419c3ce\r\n",
      "easy_ham_2/00972.9d730aeba4cc56041575ddcd8d324447\r\n",
      "easy_ham_2/00973.79e5aff1324e8b583776f70ba1f3bbc4\r\n",
      "easy_ham_2/00974.304821ceb985edbca95b1b83f61068cc\r\n",
      "easy_ham_2/00975.ec32c3f209c90d99a3f97fe895cd91b4\r\n",
      "easy_ham_2/00976.c475b7528cdb3355527518b6104e6a03\r\n",
      "easy_ham_2/00977.10e2871bd3e016164aca38b7030d3763\r\n",
      "easy_ham_2/00978.6ee6ee70e9126bba327faa762d37b3f9\r\n",
      "easy_ham_2/00979.f011c987a0f29dfc781d28a37c24e0ba\r\n",
      "easy_ham_2/00980.25d1a7353cfdeacadb24beac726cb9aa\r\n",
      "easy_ham_2/00981.dd77f2de86eee8dec6c3c8a87d78f492\r\n",
      "easy_ham_2/00982.2334d78ca615a3222c1425e7b1db67a0\r\n",
      "easy_ham_2/00983.72a910d32dbfe936547f37cdb919c422\r\n",
      "easy_ham_2/00984.afcb3441b0cd8284b107d062e975c226\r\n",
      "easy_ham_2/00985.cc59bafbceabcab1e3030191a5283a18\r\n",
      "easy_ham_2/00986.d8a17461c2ef50de82dfe328278db046\r\n",
      "easy_ham_2/00987.1d700056f6a043acd5d388ca81fa0b1f\r\n",
      "easy_ham_2/00988.9e70e36279a165e0c9e74fabf904b6ba\r\n",
      "easy_ham_2/00989.472472e767248959f3ca93059b019569\r\n",
      "easy_ham_2/00990.3a91d53e9908fc65cf31a6c57e2a844d\r\n",
      "easy_ham_2/00991.80ac3c798bb00027efa6d80fdfb00d8e\r\n",
      "easy_ham_2/00992.91679f7e3d6ad40632b65677798ff66c\r\n",
      "easy_ham_2/00993.cff996c201ffd0122c92ff6b670afc96\r\n",
      "easy_ham_2/00994.ffa3e87109fc0b9d3c94ee376db7f549\r\n",
      "easy_ham_2/00995.5171f58b6df2d565f3bca02ee548e013\r\n",
      "easy_ham_2/00996.5b140bb40fe22ba082fb18bbaca76ffd\r\n",
      "easy_ham_2/00997.878a2f3b9a8d62c876f7d17819271678\r\n",
      "easy_ham_2/00998.f58f417a784b56b196823b5052a45eb1\r\n",
      "easy_ham_2/00999.8251f0edaf61311f630039a20c6d7cb0\r\n",
      "easy_ham_2/01000.42385557ebb3ea0de761e631a82dd6b3\r\n",
      "easy_ham_2/01001.78ea5379f3f6846a0f0ad815a7fa3cfc\r\n",
      "easy_ham_2/01002.55d037d2f9af709d73dfe98f9b66b20b\r\n",
      "easy_ham_2/01003.dbf6260efb0ece752fa7b7b1193e24fa\r\n",
      "easy_ham_2/01004.01c9d434a950dae2a548a62118b06de6\r\n",
      "easy_ham_2/01005.bb6d68846320ecc5bc3dedb02805641a\r\n",
      "easy_ham_2/01006.38cc51343349102cc40a2f3648713dad\r\n",
      "easy_ham_2/01007.e75fc5e861b68023534c7bea20b326e6\r\n",
      "easy_ham_2/01008.9afe486d53adfdaf1e5d8efb47d0cba7\r\n",
      "easy_ham_2/01009.49e0775eca368702b005aec33ae46943\r\n",
      "easy_ham_2/01010.dfa0620ff611b92d4adb8a23ac2a0b7b\r\n",
      "easy_ham_2/01011.578a7409c22604161b103b2ffb80b44f\r\n",
      "easy_ham_2/01012.235d771c2e3094e4b4310a86ac7e7352\r\n",
      "easy_ham_2/01013.79dbeaacd281776a5c429b70fed65af9\r\n",
      "easy_ham_2/01014.d86f7cf4bda937a58e7af5aef3f71649\r\n",
      "easy_ham_2/01015.55fdae83b98b384cd16d7bd801fac601\r\n",
      "easy_ham_2/01016.97115661350c754ad169c6bc4da762ec\r\n",
      "easy_ham_2/01017.5e7047bbad140905675aca57330096e0\r\n",
      "easy_ham_2/01018.cb98ac59fae50ab0823aba7483d37d50\r\n",
      "easy_ham_2/01019.4712522736adca9b2719a82eedf29336\r\n",
      "easy_ham_2/01020.148aeb8bb7ed8c4b55999254c156833f\r\n",
      "easy_ham_2/01021.ec8324b2e130d84ca95ad76395191d4c\r\n",
      "easy_ham_2/01022.83ef7352b083a85f5f7ae8f20f31578f\r\n",
      "easy_ham_2/01023.2c78860c83817efdf8c9ceb1065433cc\r\n",
      "easy_ham_2/01024.28499f419990c33e20cb2f0ea7c77653\r\n",
      "easy_ham_2/01025.2b93d90b2a84044db3a273c1618c3cea\r\n",
      "easy_ham_2/01026.e9a8a4879f4c500e5a21e42fc1945ba0\r\n",
      "easy_ham_2/01027.1b67a4a361d16a5cb481268792b3c548\r\n",
      "easy_ham_2/01028.ed554ad8d1dc54df1d58a4bb88c1d61b\r\n",
      "easy_ham_2/01029.09304353cc025c0198421b5016a0b81c\r\n",
      "easy_ham_2/01030.d652d5419de6c6e87b15ed801d1ae1e6\r\n",
      "easy_ham_2/01031.3af0caaebbc1015e779f15aeda6b15a1\r\n",
      "easy_ham_2/01032.d4f63af77c63f34b27f6da259cfd0f0c\r\n",
      "easy_ham_2/01033.a396fa47cdd01877eacd823d55cb6dec\r\n",
      "easy_ham_2/01034.dfbf896d7886256666b2d4c66d211a58\r\n",
      "easy_ham_2/01035.6b7ea0c2afc19e035db63b59228eb466\r\n",
      "easy_ham_2/01036.650d6fe868554ee430f472b487904f65\r\n",
      "easy_ham_2/01037.bfe999fe03b3c6b5b7cc2360c793e5a0\r\n",
      "easy_ham_2/01038.38efccc7258387ba2ae5a6549a2d5f67\r\n",
      "easy_ham_2/01039.8e4ad6f84ab81de71de2de8b34e300f5\r\n",
      "easy_ham_2/01040.65571596a7ca51227652db808cc26ffb\r\n",
      "easy_ham_2/01041.1f981a5aa068f43bf951410f3c9f62ca\r\n",
      "easy_ham_2/01042.7cf9c2664d2666e767db7b5bec055911\r\n",
      "easy_ham_2/01043.d4d172c60d71fd47544dfad4914d750b\r\n",
      "easy_ham_2/01044.df9958b3f45f7d2e5b6e9f793fde2768\r\n",
      "easy_ham_2/01045.0747c6a86f16db954f0284d4074f8ec8\r\n",
      "easy_ham_2/01046.057093c54e51e1ebb4ad96d4a99d3325\r\n",
      "easy_ham_2/01047.f89142721a78cc43cf92bc59bab85168\r\n",
      "easy_ham_2/01048.a49961e63ff773b8164033ae01a22d80\r\n",
      "easy_ham_2/01049.dccc11d674f69b9e0cca35991248e514\r\n",
      "easy_ham_2/01050.147422ec417fbaec9eb10ad6cc298102\r\n",
      "easy_ham_2/01051.d91d05faa71a21d4268ac1e7b7fc7e77\r\n",
      "easy_ham_2/01052.7a69c765a964be2a05e33723b7ab926f\r\n",
      "easy_ham_2/01053.21ea199fc91688bd61caad77676702b8\r\n",
      "easy_ham_2/01054.1e9a5e1afc1fbf590c331b2464045ec5\r\n",
      "easy_ham_2/01055.184a082c4cdebfb90adc3d6d0bfbfa69\r\n",
      "easy_ham_2/01056.6e58de5f5a270a1873f731774d760a80\r\n",
      "easy_ham_2/01057.b2810601523d3bb9051088959078e309\r\n",
      "easy_ham_2/01058.b4b7fcdc28f355bf29228dc20d7455cb\r\n",
      "easy_ham_2/01059.5ffb15c6c0396744fc346988cd91053f\r\n",
      "easy_ham_2/01060.95d3e0a8c47b33d1533f18ac2c60c81a\r\n",
      "easy_ham_2/01061.c4f15278aa6a4a993287302c744e6c22\r\n",
      "easy_ham_2/01062.c3ae3607086673865133b1ba720fe57f\r\n",
      "easy_ham_2/01063.b3eec2a3bcfc16d318769dc40cc8ff8f\r\n",
      "easy_ham_2/01064.b69028c0ed5d57d1d99f50b191c0790a\r\n",
      "easy_ham_2/01065.6d8f64a38393cbeab2c1f9cf9f044300\r\n",
      "easy_ham_2/01066.b8a250f525ae2bfa5786c6472137edb7\r\n",
      "easy_ham_2/01067.cd0bf7d0a07309e51867eb3347304354\r\n",
      "easy_ham_2/01068.e88191720239062aad11137040d210f4\r\n",
      "easy_ham_2/01069.26b62bd093bf3b3cc505239ca0728adb\r\n",
      "easy_ham_2/01070.50c7556d0cd6e87708333240fa89ed06\r\n",
      "easy_ham_2/01071.a7ec1f3e3dbf8862c0d8347670170574\r\n",
      "easy_ham_2/01072.9bbc08d0ef994cd212eebaf8105d5c81\r\n",
      "easy_ham_2/01073.c57f97ceb349872c39dfdea815369d0e\r\n",
      "easy_ham_2/01074.c9b234b33fb48470e74408493b248b86\r\n",
      "easy_ham_2/01075.0e7ae2d40c2a5c5e7324ccf9f0aa05a5\r\n",
      "easy_ham_2/01076.8a6274c2c970dc8f0a72c34b67a1475b\r\n",
      "easy_ham_2/01077.935a6c4233f28490bec77c865ca5d000\r\n",
      "easy_ham_2/01078.55baf2ea0c824d2b72c70481ccc15803\r\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "easy_ham_2/01079.09c849f3b4f261cc7efdb659c9908340\r\n",
      "easy_ham_2/01080.c7e83b802f4e72bde4ac69d4aa516b3f\r\n",
      "easy_ham_2/01081.496b0fa6e07f0656fa20f5a09229322e\r\n",
      "easy_ham_2/01082.1639114c31d57ba903bc3f1fa7ca1228\r\n",
      "easy_ham_2/01083.ecc77beb3f48b7be4481118a97b01b41\r\n",
      "easy_ham_2/01084.179e52a904452c61906bb004c34ab1ff\r\n",
      "easy_ham_2/01085.0d8db9468ce8ea76f81ebc03041cc467\r\n",
      "easy_ham_2/01086.3d81baca8ac423ad247f870f4848bf30\r\n",
      "easy_ham_2/01087.492999865b0156883f459238ccd1c8ec\r\n",
      "easy_ham_2/01088.3f301b9bd840614bb4eddadf6a99a00d\r\n",
      "easy_ham_2/01089.1a35cad14b5dfe121e9cf18be1e93e7d\r\n",
      "easy_ham_2/01090.9c92673e26cabc5a37ac3e2b1b2bf8df\r\n",
      "easy_ham_2/01091.e9414f6071a607b9e70c13ac7051394f\r\n",
      "easy_ham_2/01092.0e32538ae959d460cd3ef7a4ae0cfb13\r\n",
      "easy_ham_2/01093.9b63a792935a6863a12556dd429bde7b\r\n",
      "easy_ham_2/01094.5bd0918274c1c243e77e44a2987b851c\r\n",
      "easy_ham_2/01095.a09e279c01f5a92368da4eec7533cbbd\r\n",
      "easy_ham_2/01096.b2ca8ea7972e15026589028566d00abb\r\n",
      "easy_ham_2/01097.e77fc330f1f29e1883aadcbe6aa56d20\r\n",
      "easy_ham_2/01098.acdef0e9a57b12406d7972aead5edeb4\r\n",
      "easy_ham_2/01099.dc26b661c4250f0d2f41255c99f35109\r\n",
      "easy_ham_2/01100.36a4704abe87d55b858b1e136e03b5cd\r\n",
      "easy_ham_2/01101.ff91c2c8fb18ed6e300ed2ac699f8ae4\r\n",
      "easy_ham_2/01102.7e2e82117f44ba6354324e62da0d8f5b\r\n",
      "easy_ham_2/01103.6b7dcc38a359fffdb0320f845ee025e1\r\n",
      "easy_ham_2/01104.95ab7cdd99db240e7df7579a016a84ae\r\n",
      "easy_ham_2/01105.9f1f6193994d7945cb0c08ccddeb3426\r\n",
      "easy_ham_2/01106.8b0bc40a6f9c74cf3426d22d46870eac\r\n",
      "easy_ham_2/01107.2b4328240b02ac9d365c6379ba684058\r\n",
      "easy_ham_2/01108.29f8f564902b3f0e5f19d1a5fa49b74d\r\n",
      "easy_ham_2/01109.02564d3915a1cb4514acca1baa0e694f\r\n",
      "easy_ham_2/01110.f114ae941961c47d048d7538dbda2503\r\n",
      "easy_ham_2/01111.f52cdabb2215145b4eae813546e1a60d\r\n",
      "easy_ham_2/01112.2ebc0954a762e294408747e7a0d4c270\r\n",
      "easy_ham_2/01113.5102bc151dac98f4fcb8e96c15a828c3\r\n",
      "easy_ham_2/01114.d7112b346a9620f51b94d16fb6eca370\r\n",
      "easy_ham_2/01115.fef7974c55c9c611ef851e2293f7c725\r\n",
      "easy_ham_2/01116.7c463682e7defd9824db941cfd9961ee\r\n",
      "easy_ham_2/01117.17139c6a53e532566663d3a98c555bee\r\n",
      "easy_ham_2/01118.5173241d239924391b3748e7ffb41832\r\n",
      "easy_ham_2/01119.07332825706c1cf3d131f708bb1e8a01\r\n",
      "easy_ham_2/01120.60d7d82a0e68332551e1cf7749bcc7c2\r\n",
      "easy_ham_2/01121.d3a6706a1a5c4c927c4cc7a038367f62\r\n",
      "easy_ham_2/01122.55278f83c3bf2dc1059f93244d037d21\r\n",
      "easy_ham_2/01123.1bc5378f6a482f5d6e26d1dfe506e3a5\r\n",
      "easy_ham_2/01124.46cede028415505f298d790649abf207\r\n",
      "easy_ham_2/01125.778694f1396a39deb63ce5cca560c22d\r\n",
      "easy_ham_2/01126.d32e9821c5b4a8c537f1a4614a293a52\r\n",
      "easy_ham_2/01127.841233b48eceb74a825417d8d918abf8\r\n",
      "easy_ham_2/01128.efb36914ecb55d78a894591eff0843c5\r\n",
      "easy_ham_2/01129.2546d3af56360ec2fbf9345b298e05b4\r\n",
      "easy_ham_2/01130.e0df582ca8cc2996eaf91157dbff4ee3\r\n",
      "easy_ham_2/01131.973943570b3b1ef6405a9d3cce5fc4fc\r\n",
      "easy_ham_2/01132.53cd6a1e37720d9b6614f0384222d443\r\n",
      "easy_ham_2/01133.5f3264862b9cf42bf123453aed9334b4\r\n",
      "easy_ham_2/01134.3ee22d26a56ea888aa8b491dd7cf8212\r\n",
      "easy_ham_2/01135.46541a85989cda56be4942a442f1ae20\r\n",
      "easy_ham_2/01136.45eaa9097418f81572f844e89a8479d6\r\n",
      "easy_ham_2/01137.e0afde7fc471f626742746c738013750\r\n",
      "easy_ham_2/01138.921e383bac77952cac8d28c91d603d15\r\n",
      "easy_ham_2/01139.7d9591cdfb9b77906c4bbb7373cac8c5\r\n",
      "easy_ham_2/01140.67e11f7533ac73ebeb728c6fdb86eeff\r\n",
      "easy_ham_2/01141.0ceb258e88ffd24031d1501789d50124\r\n",
      "easy_ham_2/01142.fbca515af7491a2cb7eec15d7011fd7a\r\n",
      "easy_ham_2/01143.a6289fefeaa0f9eeda2c0f2181651467\r\n",
      "easy_ham_2/01144.7ec9f643a792038e34d2830c9e42a6c6\r\n",
      "easy_ham_2/01145.7a1b750e074a2a6913d014a4b545fc1a\r\n",
      "easy_ham_2/01146.6352d04987d2f6a99be0d9beeb7d3e15\r\n",
      "easy_ham_2/01147.d239448a535755047478e750e99c64b7\r\n",
      "easy_ham_2/01148.5d8311cf27db42e943c7f668e721db1b\r\n",
      "easy_ham_2/01149.3ed8d90235a56fd4dae5e66941f574d7\r\n",
      "easy_ham_2/01150.b4460d83f8b7720853a3bf8cda672692\r\n",
      "easy_ham_2/01151.47b21fa58a53ac4ac88d78a6e1ccc282\r\n",
      "easy_ham_2/01152.0306113715b577b682f6a529da8d45ab\r\n",
      "easy_ham_2/01153.8f1eda9dda5ecf5698e94a08217173b1\r\n",
      "easy_ham_2/01154.7e15e192fb60c753bafd505d25990787\r\n",
      "easy_ham_2/01155.6f283de255ba0f35b2eabed58815142b\r\n",
      "easy_ham_2/01156.813115de077758221552875e614ad48c\r\n",
      "easy_ham_2/01157.f12e373828099cd001040900a6c9d151\r\n",
      "easy_ham_2/01158.6a44abff11c422803f7399f6db573b29\r\n",
      "easy_ham_2/01159.2815cb2878b393aa1735e1f0bbc2c888\r\n",
      "easy_ham_2/01160.3f6d380219ed7939e4ee8e4a2c4b5546\r\n",
      "easy_ham_2/01161.e8187ae02ef05340873371d3d1c6448b\r\n",
      "easy_ham_2/01162.4b41142b91c1d93f1e8fcfa6f43e01bd\r\n",
      "easy_ham_2/01163.ce66ad7634e93c6c76e449b74f5139c4\r\n",
      "easy_ham_2/01164.9d5c3fde5125b73106dee03f253fa36c\r\n",
      "easy_ham_2/01165.6ac614b3ccada8b003ad8586c8b88e4e\r\n",
      "easy_ham_2/01166.04090ab40cda3e4e022e2295c8144374\r\n",
      "easy_ham_2/01167.49531a4802446e1da60be6dbcb0a854c\r\n",
      "easy_ham_2/01168.387e59c34fb395201b4002238b8009fd\r\n",
      "easy_ham_2/01169.5adc737d52bc101c6fd07732eeb5ed39\r\n",
      "easy_ham_2/01170.fb25e6eca43ff17e87fa2ff0b39575ca\r\n",
      "easy_ham_2/01171.e260c9a68b80500ebfae926e5430657b\r\n",
      "easy_ham_2/01172.1d99e860d44e5ac63799a14d4029fe6e\r\n",
      "easy_ham_2/01173.0402e85910220618eac922403222d0ec\r\n",
      "easy_ham_2/01174.4542031a0483b9b0cc8cb37de5e57422\r\n",
      "easy_ham_2/01175.6b38ad7f9384cbe8e60578727dc52b4c\r\n",
      "easy_ham_2/01176.b62570033c5587aa1e0e805533cb1677\r\n",
      "easy_ham_2/01177.bead19a7b498c5c483805291331e769c\r\n",
      "easy_ham_2/01178.5c977dff972cd6eef64d4173b90307f0\r\n",
      "easy_ham_2/01179.1aeec6e94d2829c1dd756d3609a8eccf\r\n",
      "easy_ham_2/01180.1a4d78b42a5f3e169cd99b57445f6c7f\r\n",
      "easy_ham_2/01181.111f3287c9a71c41b521cf0f2fcbc01e\r\n",
      "easy_ham_2/01182.11a37b3edb07a72f37bc144530034ddc\r\n",
      "easy_ham_2/01183.a6c69ac786145115a2ad4f06c986bc3d\r\n",
      "easy_ham_2/01184.17a1b04c885fe5cb56c60e3b9bebf7e6\r\n",
      "easy_ham_2/01185.f32afd8b16453630bd5dc8eed551befe\r\n",
      "easy_ham_2/01186.0bbe8bddf593e88ef6b421b8e22caeab\r\n",
      "easy_ham_2/01187.53063c4a5d1cd337d5c6160f2a5fad8a\r\n",
      "easy_ham_2/01188.562fdb9dade3c2ef5e58ff18c04367bc\r\n",
      "easy_ham_2/01189.98e80634df71ca4a98c7bd4d10ac2198\r\n",
      "easy_ham_2/01190.dd6ead8cfbe0f8c5455841ed0e944488\r\n",
      "easy_ham_2/01191.2ad596e12ede306c303772b578244da5\r\n",
      "easy_ham_2/01192.5ff6d465f9c249d967776fc556e48f58\r\n",
      "easy_ham_2/01193.d92e89c408094154ffdc676c5a403aa9\r\n",
      "easy_ham_2/01194.99791f72d72a943330c3de0ac3990f9b\r\n",
      "easy_ham_2/01195.e7834b72cb6abc842f6d61f8cb08e346\r\n",
      "easy_ham_2/01196.bb7416e12487e0b579c7f4d190644970\r\n",
      "easy_ham_2/01197.dc4ef655f103b591edd2b5f0956c414f\r\n",
      "easy_ham_2/01198.36d6b4ab547f4246dea55380b9504064\r\n",
      "easy_ham_2/01199.9a0fef8c4a0df5974f17ad9dfd188d2a\r\n",
      "easy_ham_2/01200.7cad0240e6c9e66d013ca8a7c2268871\r\n",
      "easy_ham_2/01201.67ca3a438632acc08183a2e977619e15\r\n",
      "easy_ham_2/01202.0896a21e4a21e36df79b6adcdd443117\r\n",
      "easy_ham_2/01203.3b68e16d3b1254cee663497d35a13870\r\n",
      "easy_ham_2/01204.4169626bfe949118525cf4eabd5b1e81\r\n",
      "easy_ham_2/01205.784243c83be80461eb92f7d849b01c99\r\n",
      "easy_ham_2/01206.3ab24f493207df1de962814c8fe53a12\r\n",
      "easy_ham_2/01207.73ce863acebc4b93c553e460f3eac81d\r\n",
      "easy_ham_2/01208.2573497808d92e8d54c2adfd6c8c38f3\r\n",
      "easy_ham_2/01209.f898ade9211cc74e979ac25484aa1066\r\n",
      "easy_ham_2/01210.aa0d35504060ae5934a74b6ebcc65775\r\n",
      "easy_ham_2/01211.d70576ff4cc0eb62fdb143ab7123cef7\r\n",
      "easy_ham_2/01212.9ec77822dfa139740beadd47065a06da\r\n",
      "easy_ham_2/01213.39bee89f032edacb6f8eda5e83bfb154\r\n",
      "easy_ham_2/01214.f23e48bd0d0341d460456da3f8f67dc0\r\n",
      "easy_ham_2/01215.aefa2bc36c007867211c5d6ec6ec801f\r\n",
      "easy_ham_2/01216.4dd33d22b4b0004c6b95b771c2881bcc\r\n",
      "easy_ham_2/01217.f3cdc54372082fffd2dd3ac5686a2645\r\n",
      "easy_ham_2/01218.f246a52bdba8c97ff7356a853caacbbd\r\n",
      "easy_ham_2/01219.50adc817a4030488b469957b74e551c2\r\n",
      "easy_ham_2/01220.e55da7f9e0ac000392bf41910c87642d\r\n",
      "easy_ham_2/01221.d30e48a0c5ab88993f5d3b9e934c724e\r\n",
      "easy_ham_2/01222.1fec3adca72a796b71bf14d0e4c64ebe\r\n",
      "easy_ham_2/01223.3e4bf4c4b5151a46b40e5caacd368ad2\r\n",
      "easy_ham_2/01224.9a1ab58ee0dfbe03561e80fb9c84071e\r\n",
      "easy_ham_2/01225.71c8590849d96555fde5e7808616b484\r\n",
      "easy_ham_2/01226.79de0c0f26c26ba6e6021366da834e3e\r\n",
      "easy_ham_2/01227.2a74d803e3b1d121faad841830195140\r\n",
      "easy_ham_2/01228.5d8cae656dad21c870aa24edf74f4d40\r\n",
      "easy_ham_2/01229.8ddcde29a0f578173e251f8509c5b0ea\r\n",
      "easy_ham_2/01230.9b29026ab85c0a0bfdba617de748c186\r\n",
      "easy_ham_2/01231.cf3d43bbf8c43e960cceaf0a68987fe3\r\n",
      "easy_ham_2/01232.8077cd29af0f1eb3a7c1b125375d9a9e\r\n",
      "easy_ham_2/01233.fccdd783a75357fe29b39816a3a3f6f4\r\n",
      "easy_ham_2/01234.538d99529a2f797af84e2aadebce58b7\r\n",
      "easy_ham_2/01235.3a679e506c7f862dda03736804009e92\r\n",
      "easy_ham_2/01236.04db6f1d75fa021d6380b3bdb5e68635\r\n",
      "easy_ham_2/01237.8118bdf78e98c631ffa4c979e203eb24\r\n",
      "easy_ham_2/01238.4afe1f2e401797fca7e61add494054b8\r\n",
      "easy_ham_2/01239.e0e538caae93690ba1b0e5c4b9b3f81e\r\n",
      "easy_ham_2/01240.00f6d270d359db77778ed33dd03bc193\r\n",
      "easy_ham_2/01241.f1e875c634edf56d4c0a6d557283b64d\r\n",
      "easy_ham_2/01242.f2fcc303c220f75b4abc85d45a9b40cf\r\n",
      "easy_ham_2/01243.eeea5a548c863170deea55c4aac2f046\r\n",
      "easy_ham_2/01244.c690f6ce67e25f90d627bb526bf22d2d\r\n",
      "easy_ham_2/01245.44d8e6ea8ff7044b2181b262c78924c7\r\n",
      "easy_ham_2/01246.f1ce2b351f0bf13ea5426d363575671e\r\n",
      "easy_ham_2/01247.7f42ed95bbbc1c8d357422fe4a069642\r\n",
      "easy_ham_2/01248.5c4c3971e0d9f6ed510e246a14d414a2\r\n",
      "easy_ham_2/01249.8949e6dbf80be84147b2e2d088f726a2\r\n",
      "easy_ham_2/01250.251cd2980fe50e11a32144c7b2addaee\r\n",
      "easy_ham_2/01251.699a25b1e5631ec1cffdfe4078535959\r\n",
      "easy_ham_2/01252.fb08e6249d158136cdbcb0ebc563793a\r\n",
      "easy_ham_2/01253.f67e6599c65a5f89ab3b4f576f974c7d\r\n",
      "easy_ham_2/01254.0fd37a50af6403a2632ce79ed2d5b2f8\r\n",
      "easy_ham_2/01255.d61d01eff7256b5b4e9ec26e75c7c1a2\r\n",
      "easy_ham_2/01256.9494ea8b24d04fed1503e96c2f3a7a4d\r\n",
      "easy_ham_2/01257.e6fdbfb293cca6e8d422b2ea4e8936ad\r\n",
      "easy_ham_2/01258.d1dbf074124593e44a94546a2067741d\r\n",
      "easy_ham_2/01259.22a83d5195945ad55d623f65353e8c3f\r\n",
      "easy_ham_2/01260.c273caa5ba806db5a6dfd87261b397a1\r\n",
      "easy_ham_2/01261.8335ae817bc240842df41dd7c3de2420\r\n",
      "easy_ham_2/01262.7b18594e0276a4cb593a6408afa9c636\r\n",
      "easy_ham_2/01263.3bb6affa5c6c572955280dd0d5ae8ae7\r\n",
      "easy_ham_2/01264.df4dfa46001904d832d56d2eabd4894d\r\n",
      "easy_ham_2/01265.5ddc445febced0203c85d33b04a007d8\r\n",
      "easy_ham_2/01266.94f7e1cce0ec1935ca75d232e4dc684c\r\n",
      "easy_ham_2/01267.0c40327f0086718a2bf75ff74d7aa5fb\r\n",
      "easy_ham_2/01268.280863c5d13405da77887dc3bbdb3071\r\n",
      "easy_ham_2/01269.4b518a53f76da3fd4d469c5e2e557340\r\n",
      "easy_ham_2/01270.db2a0585f2ba18c884352665b558eeee\r\n",
      "easy_ham_2/01271.fcb7759918a0e1a1f15aa3318cae1ed1\r\n",
      "easy_ham_2/01272.291f542e3dcbcb81d8cda2961ce8977f\r\n",
      "easy_ham_2/01273.01c1a03bb435b7cfba44cdd57f3a4221\r\n",
      "easy_ham_2/01274.0d083a2d3b30061efdc2cc73ee9e76e3\r\n",
      "easy_ham_2/01275.768e4ed6bc161b039c2181d943af1412\r\n",
      "easy_ham_2/01276.2492bcd768a07a92ee22c4762db629a2\r\n",
      "easy_ham_2/01277.d7a43a4dd78dc466c8808f370ae2b2bb\r\n",
      "easy_ham_2/01278.9db3c9972ed9e4e526010fff5d8e690f\r\n",
      "easy_ham_2/01279.36814a9e06b97502d59ec36a27a2adcc\r\n",
      "easy_ham_2/01280.0a571b09b3344b0531a16339499b5a06\r\n",
      "easy_ham_2/01281.c6dc8af12840f7e67f50ed2346e204de\r\n",
      "easy_ham_2/01282.952f95a3f941d49789fe39085ae3734b\r\n",
      "easy_ham_2/01283.6e24c23f56e6a4bfd0f06e9884dfbe0c\r\n",
      "easy_ham_2/01284.d66303890ebecd4423489414ca3d3b6e\r\n",
      "easy_ham_2/01285.d0d97662f93c959244325cc414f96039\r\n",
      "easy_ham_2/01286.f22588c4af17ed65ca88d59ac26f120e\r\n",
      "easy_ham_2/01287.b8f539c2cb3af2d8d62a9270eab0cbcc\r\n",
      "easy_ham_2/01288.7e7f5571f0b3c773a0ead323b8a2d1b5\r\n",
      "easy_ham_2/01289.10818e3dc6bacd14b05bd6521f8aaa27\r\n",
      "easy_ham_2/01290.c34d994ff61cfc0f12de8158434a9b3e\r\n",
      "easy_ham_2/01291.54c5040c1d26a7c505404e1038a5287c\r\n",
      "easy_ham_2/01292.483e487ce52ebe78815349060f8aff71\r\n",
      "easy_ham_2/01293.1bfec3fa6ca7c5fbc5bd7ffdfe2c2780\r\n",
      "easy_ham_2/01294.7f208bf4ae152863fd40f25e2e121d49\r\n",
      "easy_ham_2/01295.1b31839d0a6ab3c696ab369b5b40c70f\r\n",
      "easy_ham_2/01296.16fcf1ce6a407c71b1ea5ef04ded98f9\r\n",
      "easy_ham_2/01297.146414518ef3b2597af35179575faa9a\r\n",
      "easy_ham_2/01298.c00e52eb757de239c8863a7a01ea0544\r\n",
      "easy_ham_2/01299.21bf6f0946fe21adc3e99db3e541ee57\r\n",
      "easy_ham_2/01300.bcd95d40246e03dcfcb088ab69a9c953\r\n",
      "easy_ham_2/01301.70c542928cad28bf273cc9d71d5f5d13\r\n",
      "easy_ham_2/01302.cbf42d4aed61e63dbe1a19ce484b7fde\r\n",
      "easy_ham_2/01303.80dd19a2b1d8496c48396b630179b00f\r\n",
      "easy_ham_2/01304.af5f3a2d3a0a19785aeaeeb3d7e36040\r\n",
      "easy_ham_2/01305.0dd9ad5503a8fd6b3678fe480ca4df68\r\n",
      "easy_ham_2/01306.642dc8dce3771af294de84e167221354\r\n",
      "easy_ham_2/01307.abdc5c227ec610efe718e993567eebc2\r\n",
      "easy_ham_2/01308.27ef6351cd2bcfef79df9ec5b563afae\r\n",
      "easy_ham_2/01309.2be013917de1be361da51fd194dd68cb\r\n",
      "easy_ham_2/01310.7bfe2d833bc6cf1e5e1acd32de2a25bb\r\n",
      "easy_ham_2/01311.b6a06b3e24130a32172b4c5225a1d5a6\r\n",
      "easy_ham_2/01312.715fe5f6f31d47697d5a8f625fd2e49f\r\n",
      "easy_ham_2/01313.92d3b0f5d2597eb916ec1862e1c96c44\r\n",
      "easy_ham_2/01314.4419666b80ae7608cfdc4b575b0d7c28\r\n",
      "easy_ham_2/01315.519742849e250ae76ac4148f5f7cbcd5\r\n",
      "easy_ham_2/01316.ba750fd796b2557fbfbbd3699ff90d25\r\n",
      "easy_ham_2/01317.7fc86413a091430c3104b041a6525131\r\n",
      "easy_ham_2/01318.193fb7308fee59bb4aa70cc72191b0b1\r\n",
      "easy_ham_2/01319.a0886c0d7051df2d7dca8574f4211e87\r\n",
      "easy_ham_2/01320.099f7c8107914cf82efe156e8c7f09fc\r\n",
      "easy_ham_2/01321.b60952a220ebf684df40ccd25d7e1daf\r\n",
      "easy_ham_2/01322.dc0ceb10b41192a02bdf543ca558ce95\r\n",
      "easy_ham_2/01323.8f994027cca214b6e0e7df2d443ff4cd\r\n",
      "easy_ham_2/01324.23a1f5017a5531fca08d9ebe2f5b0537\r\n",
      "easy_ham_2/01325.d94c9e1cca235f9f1bcecf469954490f\r\n",
      "easy_ham_2/01326.b3210847a0d8621e380ac3e10606c497\r\n",
      "easy_ham_2/01327.ee3e5a3fe56844b27f05c2374dc53c21\r\n",
      "easy_ham_2/01328.c8320d7add1a5a4021bc54c49bfdcb76\r\n",
      "easy_ham_2/01329.b72433cdbd498ad546bae7dfd3c58c3c\r\n",
      "easy_ham_2/01330.5148942334cb1166901d6f05a56864d9\r\n",
      "easy_ham_2/01331.b40a16937c61ddfa8d0057b15eada675\r\n",
      "easy_ham_2/01332.67aa87ef51e1160548ee44dcbef73c42\r\n",
      "easy_ham_2/01333.2fe6c479eb5eb14b6284188771522355\r\n",
      "easy_ham_2/01334.92ce4582a1572c01c53020632a26dfd6\r\n",
      "easy_ham_2/01335.0781fc521909d45fcb210059a82cc505\r\n",
      "easy_ham_2/01336.03d61f76f58b98d6c4c0f4f303994db4\r\n",
      "easy_ham_2/01337.f4ddbcdd625e6ceca4a3dbc59f08079a\r\n",
      "easy_ham_2/01338.cf2b7a6c2f872b9442d68609842d7d92\r\n",
      "easy_ham_2/01339.66e2b87365ddf25f6f84a0dfcd89bb3e\r\n",
      "easy_ham_2/01340.c46ea4ebbefcffc6d221b218e17688ba\r\n",
      "easy_ham_2/01341.0fa2744cb57e01038e5832556c40703d\r\n",
      "easy_ham_2/01342.6c332f8cda7608c57d54c50114eb526c\r\n",
      "easy_ham_2/01343.3fd8930d319df4bda5b59b537e5c6d43\r\n",
      "easy_ham_2/01344.afd86faffd3091513b285cd77c50d14f\r\n",
      "easy_ham_2/01345.c40d5798193a4a060ec9f3d2321e37e4\r\n",
      "easy_ham_2/01346.aa3fbf33029311844175e5d6a87aece9\r\n",
      "easy_ham_2/01347.384098ec9f6f68cb98b23c7d27bed499\r\n",
      "easy_ham_2/01348.097c29b68042a1d73710d49021577739\r\n",
      "easy_ham_2/01349.22ea9f2c5d135c39d01f56c830b15e41\r\n",
      "easy_ham_2/01350.089851ea485ec58d231d53908231de85\r\n",
      "easy_ham_2/01351.9fae8f2dd157790b40cbab58163e2280\r\n",
      "easy_ham_2/01352.2df540c1e8fece832e0a869d30d04ec4\r\n",
      "easy_ham_2/01353.de61bda933dc0bae0ddc630398d7b62f\r\n",
      "easy_ham_2/01354.8e144e757b8d89ecc67627def316cc5f\r\n",
      "easy_ham_2/01355.656b29d0ab8c8d02c0920b4799f4d207\r\n",
      "easy_ham_2/01356.8d72d21568fbfdd4aec060fa8826832a\r\n",
      "easy_ham_2/01357.102c99f3c387520d97c19c884c886355\r\n",
      "easy_ham_2/01358.114d4d6ec3f1b50509de356f8b1267cc\r\n",
      "easy_ham_2/01359.8252955a19112d1adb6abeef20ffb9ea\r\n",
      "easy_ham_2/01360.12e20ec23520b1c5515424bf77ed94c8\r\n",
      "easy_ham_2/01361.6f023e661ef3d444c9f223c15bef529a\r\n",
      "easy_ham_2/01362.a63dddffa1f9903a480cd9aaaf6d16f3\r\n",
      "easy_ham_2/01363.a176d11ee1b8c36d18c14d7f48b89dbc\r\n",
      "easy_ham_2/01364.388f4e91846bf82b0ea60e9ca1244b43\r\n",
      "easy_ham_2/01365.3550b6544685d5d0975194ef7932ae90\r\n",
      "easy_ham_2/01366.d056f5bcd809ef8e1469af09f4050458\r\n",
      "easy_ham_2/01367.539241fdb8190ea84532d6916046a903\r\n",
      "easy_ham_2/01368.318bbc1f15c426911739e3386c17a229\r\n",
      "easy_ham_2/01369.88276f6e84725a779b2938a1c14c8082\r\n",
      "easy_ham_2/01370.09e84ff72528ec10760ad8cdba827320\r\n",
      "easy_ham_2/01371.15be3e2dbe698ba6468c57e18e93c391\r\n",
      "easy_ham_2/01372.ad286bcb58ca265f74e63e8bbbcdcd40\r\n",
      "easy_ham_2/01373.55c2a7811975ab50ef0a350992d3ad74\r\n",
      "easy_ham_2/01374.37db86d2e6be10df5e7daf89f16bcd8c\r\n",
      "easy_ham_2/01375.6f00c234834166a104c28ac16b5a2d1b\r\n",
      "easy_ham_2/01376.efdd59f2e2f8ea1dab5a2822bfd57793\r\n",
      "easy_ham_2/01377.349d629be608a9445fa9c605bd12532b\r\n",
      "easy_ham_2/01378.363deaa0f90db14de13a4a676703826d\r\n",
      "easy_ham_2/01379.7b9367f184ed0a8c46b6c8562b86caf8\r\n",
      "easy_ham_2/01380.e3fad5af747d3a110008f94a046bf31b\r\n",
      "easy_ham_2/01381.044d1085f7fec8bb04229da3d7887424\r\n",
      "easy_ham_2/01382.492cd22357b171e9cbbb2ed73f9d551f\r\n",
      "easy_ham_2/01383.d00e3ef3abf47cc520aa8162bccd3a25\r\n",
      "easy_ham_2/01384.2bd485e2079e4f481e54b9d9aa8a3195\r\n",
      "easy_ham_2/01385.508a461a95c7420e52a29cf2c2cac912\r\n",
      "easy_ham_2/01386.7019c4fe138653195097d8064c11cb80\r\n",
      "easy_ham_2/01387.440c2de262b8b3040d75a66e0af81bfd\r\n",
      "easy_ham_2/01388.8bdd1ecbba6a6739b067fe88cd0fa281\r\n",
      "easy_ham_2/01389.e4cfb234aace4e12b2d9453686c911c9\r\n",
      "easy_ham_2/01390.e377b9fcbb54f20570b42b5b37801dd8\r\n",
      "easy_ham_2/01391.00e6f3a6dc816f22335f1b0fd6098eda\r\n",
      "easy_ham_2/01392.6a9e94b131381aa631022fc1b6c9bdab\r\n",
      "easy_ham_2/01393.40e9333a57d6f73d1eb2080a6b059848\r\n",
      "easy_ham_2/01395.65a2be0a7f93369c253c4bac543fdeb8\r\n",
      "easy_ham_2/01396.61983fbe6ec43f55fd44e30fce24ffa6\r\n",
      "easy_ham_2/01397.9f9ef4c2a8dc012d80f2ce2d3473d3b7\r\n",
      "easy_ham_2/01398.169b51731fe569f42169ae8f948ec676\r\n",
      "easy_ham_2/01399.ca6b00b7b341bbde9a9ea3dd6a7bf896\r\n",
      "easy_ham_2/01400.f897f0931e461e7b2e964d28e927c35e\r\n",
      "easy_ham_2/00001.1a31cc283af0060967a233d26548a6ce\r\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "easy_ham/\r\n",
      "easy_ham/00001.7c53336b37003a9286aba55d2945844c\r\n",
      "easy_ham/00002.9c4069e25e1ef370c078db7ee85ff9ac\r\n",
      "easy_ham/00003.860e3c3cee1b42ead714c5c874fe25f7\r\n",
      "easy_ham/00004.864220c5b6930b209cc287c361c99af1\r\n",
      "easy_ham/00005.bf27cdeaf0b8c4647ecd61b1d09da613\r\n",
      "easy_ham/00006.253ea2f9a9cc36fa0b1129b04b806608\r\n",
      "easy_ham/00007.37a8af848caae585af4fe35779656d55\r\n",
      "easy_ham/00008.5891548d921601906337dcf1ed8543cb\r\n",
      "easy_ham/00009.371eca25b0169ce5cb4f71d3e07b9e2d\r\n",
      "easy_ham/00010.145d22c053c1a0c410242e46c01635b3\r\n",
      "easy_ham/00011.fbcde1b4833bdbaaf0ced723edd6e355\r\n",
      "easy_ham/00012.48a387bc38d1316a6f6b49e8c2e43a03\r\n",
      "easy_ham/00013.81c34741dbed59c6dde50777e27e7ea3\r\n",
      "easy_ham/00014.cb20e10b2bfcb8210a1c310798532a57\r\n",
      "easy_ham/00015.4d7026347ba7478c9db04c70913e68fd\r\n",
      "easy_ham/00016.ef397cef16f8041242e3b6560e168053\r\n",
      "easy_ham/00017.08ef2d89f14cf7e2a458b80697eb1837\r\n",
      "easy_ham/00018.6fee38026193b5adde4b56892a6f14bc\r\n",
      "easy_ham/00019.5322cb10d8819b39499924d852819c27\r\n",
      "easy_ham/00020.d10651e31fcb92630c6229ec773cfe26\r\n",
      "easy_ham/00021.607c41268c5b0d66e81b58713a66d12c\r\n",
      "easy_ham/00022.48098f942c31097d2ef605df44dd8593\r\n",
      "easy_ham/00023.e0e815ea1d7fd40e7e70b4c0035bef0c\r\n",
      "easy_ham/00024.59c2cb781c60594315241e2b50ea70e2\r\n",
      "easy_ham/00025.d685245bdc4444f44fa091e6620b20b3\r\n",
      "easy_ham/00026.f9755fb0cee92676d7bd76d32bc5f50f\r\n",
      "easy_ham/00027.4d456dd9ce0afde7629f94dc3034e0bb\r\n",
      "easy_ham/00028.ddbae7c7b229813409ae50c47624ddb9\r\n",
      "easy_ham/00029.56d4310a82386b76b9e771523d571e67\r\n",
      "easy_ham/00030.cc78e84cd398ff4a2e9e287263de928f\r\n",
      "easy_ham/00031.ac7e81ff64671b17569d2c6a66648bb2\r\n",
      "easy_ham/00032.57e29a75bca42afb412fc68d5051aa20\r\n",
      "easy_ham/00033.2ceb520d2c6500ccf24357f2ebdce618\r\n",
      "easy_ham/00034.1d56abea55f3c516d0ffdd4f1e8b883b\r\n",
      "easy_ham/00035.9069e05ad40dd0f98cdae72072ee7186\r\n",
      "easy_ham/00036.719795e8d4670c6d8095274b18b59749\r\n",
      "easy_ham/00037.5a7af2f7bd57a2f50b7cfa05d5e37c29\r\n",
      "easy_ham/00038.cd457af47eb78d4b93c7d94043a43108\r\n",
      "easy_ham/00039.be5e34dcebd922928045634015e3ed78\r\n",
      "easy_ham/00040.eec48d76fbc04e9b98c3de0f59af97ac\r\n",
      "easy_ham/00041.002af69a10eb9b6683a7cff5f3ac14b4\r\n",
      "easy_ham/00042.efe6317ef2ebefe739aaeb4f0d51fbdb\r\n",
      "easy_ham/00043.d2673a72d215cbdd747dc98cde41fbd2\r\n",
      "easy_ham/00044.d087bf5e76ba737908b482cb028b056c\r\n",
      "easy_ham/00045.f0a8de2cf2b3cf745341b960d7a0119f\r\n",
      "easy_ham/00046.c8491e68aa5652272d6511bb7d848d37\r\n",
      "easy_ham/00047.39812fcb014cf9c22a2ff4fec61f3c19\r\n",
      "easy_ham/00048.1e067f31e83cc6ea3e9103b52f15588e\r\n",
      "easy_ham/00049.838d44b342e0ab4743507510a8ca206f\r\n",
      "easy_ham/00050.74d3103c5691914a530dcae2f656a1f5\r\n",
      "easy_ham/00051.03dcdb0e4e6100cfcf0eddbf78fbae17\r\n",
      "easy_ham/00052.c6c74aeef6d36423f57807ad4c901dc4\r\n",
      "easy_ham/00053.707c625cb618aadafe3e54544fa3ca78\r\n",
      "easy_ham/00054.f3e1dc8f3a7fdc5bec424db5e07e8ef8\r\n",
      "easy_ham/00055.8481bc92aa3ab9d23ca30c0eaecfc5e4\r\n",
      "easy_ham/00056.b510d34bac037c4c377b1f51dbe5f0d3\r\n",
      "easy_ham/00057.7c3a836baaa732cd915546442c0fef1a\r\n",
      "easy_ham/00058.ecfc3a7f406355a82abe9d16d3d5733a\r\n",
      "easy_ham/00059.34a8067a36762120b9292004a4d68558\r\n",
      "easy_ham/00060.d51949a7342f8adc568483f6e799ee25\r\n",
      "easy_ham/00061.9cc2b5c110807914cc6c38263b7dd62a\r\n",
      "easy_ham/00062.009f5a1a8fa88f0b38299ad01562bb37\r\n",
      "easy_ham/00063.0acbc484a73f0e0b727e06c100d8df7b\r\n",
      "easy_ham/00064.cb4bd5482454f02b6c3d70343af090a8\r\n",
      "easy_ham/00065.fa593405941ce1f32a29e813493eacf2\r\n",
      "easy_ham/00066.7dda463deb5e41ba1af3a0da55ab504b\r\n",
      "easy_ham/00067.23813c5ac6ce66fd892ee5501fd5dbd2\r\n",
      "easy_ham/00068.5053f669dda8f920e5300ed327cdd986\r\n",
      "easy_ham/00069.1477f740f56d3e0bd132ad70993edda5\r\n",
      "easy_ham/00071.a1a5f4834bebcb59bb75698821cf9f9a\r\n",
      "easy_ham/00072.8dcd09744b5534002262a8f3927ba3fc\r\n",
      "easy_ham/00073.30ffa73f8021a40ac03218af092d0dc7\r\n",
      "easy_ham/00074.71045f0bdb236b814e4729d318bd6509\r\n",
      "easy_ham/00075.6485889c364c71761110c2b1190bb645\r\n",
      "easy_ham/00076.5aa682e393bfbef53e244acf3b2d23d6\r\n",
      "easy_ham/00077.24cfaba59d55d652be33b58bd7d41ca2\r\n",
      "easy_ham/00078.2ea8ca29bc2ed373a6c8270b488def60\r\n",
      "easy_ham/00257.3e5b4e24045e108fedeff7d6ff8eecc5\r\n",
      "easy_ham/00079.5fa6a133fe202da2627f52bdf31fc6e2\r\n",
      "easy_ham/00080.ba42e846212f912a63aa36c7a9ded217\r\n",
      "easy_ham/00081.c16e4d631ac7941fd25ffb1cd316e100\r\n",
      "easy_ham/00082.b40e4eedafc60aef72a0a0cbb63c2406\r\n",
      "easy_ham/00083.d6bec4788401bc0df20b740557680768\r\n",
      "easy_ham/00084.2ef0c65e298880c3869b39dc95b40e8e\r\n",
      "easy_ham/cmds\r\n",
      "easy_ham/00085.badc533c7037554017afb30c94dfcb55\r\n",
      "easy_ham/00086.2d36c5f829135d1fed8f88471163b240\r\n",
      "easy_ham/00087.03a92f5753c44cb83d28837121d82b06\r\n",
      "easy_ham/00088.945614c3f6213f59548ab21306451675\r\n",
      "easy_ham/00089.c31c9b44b66c440d6b39c5f8841ed43b\r\n",
      "easy_ham/00090.3af9d04b3ade1077fce4fb224ebf38cb\r\n",
      "easy_ham/00091.abb1965e279e4365f1ef31e4878c5d14\r\n",
      "easy_ham/00092.7ecc7d565565fbe466bfc8db6e456f9d\r\n",
      "easy_ham/00093.ee758841ef674e30d7d36f22fffeaeb6\r\n",
      "easy_ham/00094.ef72156b3ba9ff0fc5fedc2125ceb736\r\n",
      "easy_ham/00095.24caf7db5c45203f312f742f49385618\r\n",
      "easy_ham/00096.3517ca839b03cdf37c14ff9b3667dd98\r\n",
      "easy_ham/00097.e8e276c07ee885c4b8d904c1414412e5\r\n",
      "easy_ham/00098.90c05d1ad65ea3fa796bfa2808f71052\r\n",
      "easy_ham/00099.beef92f5eeeed3e40c1facf42809d510\r\n",
      "easy_ham/00100.f070e3aaa7f475f95589b1900ff58d26\r\n",
      "easy_ham/00101.216942b87258b063ec2d7b7981ee2454\r\n",
      "easy_ham/00102.b18fa07ca9504cfc39be46ba8376ee7d\r\n",
      "easy_ham/00103.23abe7cbe651a970e2dc6cc531c268a3\r\n",
      "easy_ham/00104.1a66c829aa9b0883591a2e8266c18bb2\r\n",
      "easy_ham/00105.00d508c7c037170e597798385b380a80\r\n",
      "easy_ham/00106.d8f1a8de1b70767b3dbf5ce810da67fd\r\n",
      "easy_ham/00107.787086c3c593b9e2335199019b130158\r\n",
      "easy_ham/00108.9ab147c83812fc34f69032c40df5a21f\r\n",
      "easy_ham/00109.bcb73e4561798e05f2299471ab0be1bb\r\n",
      "easy_ham/00110.1e36beebd2dffe60b0d8f68d82bde52c\r\n",
      "easy_ham/00111.a478af0547f2fd548f7b412df2e71a92\r\n",
      "easy_ham/00112.55ec2d4a4203ff075f5570bdac744550\r\n",
      "easy_ham/00113.6b233fa48d08abf97ff91e4548fd381d\r\n",
      "easy_ham/00114.240461056916c0cdd555ba9d2bc9e63e\r\n",
      "easy_ham/00115.d5db4a9d477aa17a19669e3945b7aedb\r\n",
      "easy_ham/00116.22aef63fc606e0ad46b5593bc897469a\r\n",
      "easy_ham/00117.a9afb0bc89818ffe2f2a590c8a40434b\r\n",
      "easy_ham/00118.f15bf997342540b404a4672c47d57d55\r\n",
      "easy_ham/00119.0f469afee6aef0a05d9850f7021bd629\r\n",
      "easy_ham/00120.4de6f88fbcb22a39a0498f84d9ce358b\r\n",
      "easy_ham/00121.333fff2f2cb3dfd617a6210b669757d3\r\n",
      "easy_ham/00122.b4b9733750e203d0215d49043d29c173\r\n",
      "easy_ham/00123.91b85aaea560d92f9199f9ba74e77918\r\n",
      "easy_ham/00124.f0f8fe0588f5245c08846ca9d308dfb1\r\n",
      "easy_ham/00125.0b972a986a586ab4ba3ff45e88f330db\r\n",
      "easy_ham/00126.b0a45fbc9d8f9e6de6be5d3062cc91ef\r\n",
      "easy_ham/00127.c1981aeb12ebd22536f12f0a044efe56\r\n",
      "easy_ham/00128.0e92ec0c8bd8233f7e7873e93df43277\r\n",
      "easy_ham/00129.ac1318f7fba969847e1ac4aa4ec3c26a\r\n",
      "easy_ham/00130.77c75ddeffde2b89edaf8720370f6afc\r\n",
      "easy_ham/00131.0884e29887b7378ca04f4defe0a069e0\r\n",
      "easy_ham/00132.2eddfbbe44385a450eae4ee89da0a830\r\n",
      "easy_ham/00133.e5aa9fa1cc35faff5801a6b16ca7afa6\r\n",
      "easy_ham/00134.f7d26b0dc6c2f3de63b08d2810d54df6\r\n",
      "easy_ham/00135.bd3bc1c036eab89c9c50cff40958c939\r\n",
      "easy_ham/00136.c507301e643ec123aa6e487ce2e2e3e2\r\n",
      "easy_ham/00137.11311a8e5dbfe18503bf736b82b91fc7\r\n",
      "easy_ham/00138.b4fe49f8cd3b3bcc8d19741e705b0e01\r\n",
      "easy_ham/00139.cfea5d726c0371fa63c9720a291ca9ad\r\n",
      "easy_ham/00140.354632516317e3a37a05e93c609ec65d\r\n",
      "easy_ham/00141.00b956daf6951da2bea354300d121512\r\n",
      "easy_ham/00142.0f7dc427ea4ecdf0c257b8bf7d152249\r\n",
      "easy_ham/00143.4cae4623140fc349a57dac7ffd863227\r\n",
      "easy_ham/00144.a6f12b97adc08a63ce541daaba0b0825\r\n",
      "easy_ham/00145.9e4594abeb96d3ba5650b9cf88e91015\r\n",
      "easy_ham/00146.a6d4ba98c7866de55109077d2960d245\r\n",
      "easy_ham/00147.fcb1b60290a155a5b837cd290b77a6dd\r\n",
      "easy_ham/00148.6bdcd2791992fb3b923e961f71295ce8\r\n",
      "easy_ham/00149.6ace09f27948721429b08699d9b92f4c\r\n",
      "easy_ham/00150.a4c5a8aaccd6b54f1000e9fa02f53114\r\n",
      "easy_ham/00151.4ecb35a7f837a0240663d3bbc5c8dbe8\r\n",
      "easy_ham/00152.703c271de3d42fb8bf266db6f77a0dda\r\n",
      "easy_ham/00153.2ba33aef8f6b3010c92db7f992fbec43\r\n",
      "easy_ham/00154.cc63335f9a4e3b5f4a16be338b0d00a4\r\n",
      "easy_ham/00155.22281cddbc29a93d630798e0aa97f725\r\n",
      "easy_ham/00156.d4205c868d67d1c334455950b21d226d\r\n",
      "easy_ham/00157.3a532432a98ebf828fdeb46a6ddfa082\r\n",
      "easy_ham/00158.71abc842fe120eb73cbfa0fe6c5df852\r\n",
      "easy_ham/00159.53acdde1c0b5aadf73295f0c58ddb6a7\r\n",
      "easy_ham/00160.eb0db8e14a3308c08db1cc38c4c7d66a\r\n",
      "easy_ham/00161.e75ee4467e41dd1d5f5156f2b9ca5bd8\r\n",
      "easy_ham/00162.02738313b3d9cf5812167de5493c6852\r\n",
      "easy_ham/00163.550a6ef7fd451fba494cc3128aaf3c7c\r\n",
      "easy_ham/00164.8a0a728a1d5e56631369e5192f0348b6\r\n",
      "easy_ham/00165.a626a87fa5b56f724e6a00e7c1ec163a\r\n",
      "easy_ham/00166.8feace9f17d092d9532e62c35c37ce95\r\n",
      "easy_ham/00167.ae9235b61c9e2fb740bfe4b0b3d703da\r\n",
      "easy_ham/00168.a13640e4b9528891d2e6690008307683\r\n",
      "easy_ham/00169.efbfc0b209eeae7c4c08e5ff14d539a8\r\n",
      "easy_ham/00170.14c40e625814c14dfe2eb997157c6437\r\n",
      "easy_ham/00171.71f0cff94c1091432c43111941bd015c\r\n",
      "easy_ham/00172.de357389925b5094f2e7ff3d1c20deb9\r\n",
      "easy_ham/00173.253a0161257f4fe309df9d9ffabd5ef3\r\n",
      "easy_ham/00174.ea47d0c060fa8ce10dfb448db1f27be8\r\n",
      "easy_ham/00175.04e562a3e92558eef6aa45dd66a96564\r\n",
      "easy_ham/00176.69b5e43c0fb4a313ba18a91c291b3bbc\r\n",
      "easy_ham/00177.22e75f7ffcce4664a3266d90a4b4266b\r\n",
      "easy_ham/00178.e021e35d6b9ec076f35e72ed932356e2\r\n",
      "easy_ham/00179.402096b649c7af65ed3b8b18ca416544\r\n",
      "easy_ham/00180.1d7edb742cfbd5d48881c99a8e03cccd\r\n",
      "easy_ham/00181.6831a0d4a6d648236f7ccd26b5e3e7ab\r\n",
      "easy_ham/00182.8e6541320c6c08e0a899455a0a21f91c\r\n",
      "easy_ham/00183.54d98788fca5892267d8dfe4d09b2bbf\r\n",
      "easy_ham/00184.4534b61b19d6102fe241eecf0a436a35\r\n",
      "easy_ham/00185.d596ca9befa5afe75fd8ebca4c215d46\r\n",
      "easy_ham/00186.7fb6108d51b6cf37e682b16713376f98\r\n",
      "easy_ham/00187.f2e1e617b73fa1c5137d78383372886f\r\n",
      "easy_ham/00188.f416128c8a1bc74ac615e5bdf7ae0172\r\n",
      "easy_ham/00189.b66293957540969a231d2fd09886ee0f\r\n",
      "easy_ham/00190.e26c75eb1c827ea35cf2e3407595fa67\r\n",
      "easy_ham/00191.41a15d7d511bc977b0fcb93cd9492bd1\r\n",
      "easy_ham/00192.9ab41d05f7b9bad7f7eccf7d393293dc\r\n",
      "easy_ham/00193.56c58a594fe8a1e7b830f48eaf12e654\r\n",
      "easy_ham/00194.c2c3f757416af5818ec89cf01a9aa601\r\n",
      "easy_ham/00195.d01606c130956bbbe4d0571e187a03de\r\n",
      "easy_ham/00196.5a8ba13e30d79286b01472ef383d773d\r\n",
      "easy_ham/00197.811a3c4022f3c7c548fcc7df7782e1d8\r\n",
      "easy_ham/00198.abf0f5bd6209bb8e268d51902158e0aa\r\n",
      "easy_ham/00199.05aa582ea00818b07c867878ced559fb\r\n",
      "easy_ham/00200.883884dc35bd45feb65b9a351371a7c9\r\n",
      "easy_ham/00201.190add142b96a42eec8969c51dcf89c7\r\n",
      "easy_ham/00202.fc22c26924eef6d26b3818db4450e2b6\r\n",
      "easy_ham/00203.b5773afbae12d0d79df74b32b2f46697\r\n",
      "easy_ham/00204.5c64400ff51925eb0ca4bc7bdab0bc09\r\n",
      "easy_ham/00205.a7ef07a6046817705ce83f59e2bd3ac8\r\n",
      "easy_ham/00206.5c77fcb0b64166d0fd0795b9d5f7330b\r\n",
      "easy_ham/00207.13171e04f004b9e401b749be95abb2ea\r\n",
      "easy_ham/00208.f6805ede51fb25adfc2bebfa72e70f3b\r\n",
      "easy_ham/00209.d685082621cfefa2f7a2e614b455258d\r\n",
      "easy_ham/00210.a85c0673394ffce41e84cbd558ade870\r\n",
      "easy_ham/00211.3ccf7a2df02a7f7ec7160e29eacfd8ee\r\n",
      "easy_ham/00212.51860640683706a0041c8576cf35fe26\r\n",
      "easy_ham/00213.cbab995631e4345875a326d533cf6cd6\r\n",
      "easy_ham/00214.ccc58960373c957d965f300ace6c9576\r\n",
      "easy_ham/00215.d09b3f3c0df56258c17c3de4dfbfc6c6\r\n",
      "easy_ham/00216.70fc915ba97c52baa07a10c19b89f848\r\n",
      "easy_ham/00217.e2416507f33a5350042484cc38de4800\r\n",
      "easy_ham/00218.17547ce08d682678c539484cf094982d\r\n",
      "easy_ham/00219.642f44312e1eaf0fbecf90d6b39876d9\r\n",
      "easy_ham/00220.7c18420ed3257e8630e67dd0045f6563\r\n",
      "easy_ham/00221.073d8414c8d4801265b1894e139284f9\r\n",
      "easy_ham/00222.09f314ba527328f1537a99a2423af0c6\r\n",
      "easy_ham/00223.02084417d77ed822ef1ba7391a7ff417\r\n",
      "easy_ham/00224.937d82e92fbb4a21cc11cc49310eff39\r\n",
      "easy_ham/00225.13c1eaece69dd93afacadb48189e65fc\r\n",
      "easy_ham/00226.b629152d594cf90a252b1f45dce90a65\r\n",
      "easy_ham/00227.9e23fa007bc1e12a6b957372d24116f0\r\n",
      "easy_ham/00228.6cf71899d7146e93641d4ad9d0aeb34e\r\n",
      "easy_ham/00229.5ee5fd3867d69cd25a5fde771fda0094\r\n",
      "easy_ham/00230.9a0c6d7bc5e78a2b597bc050e491d05e\r\n",
      "easy_ham/00231.b295668c907d5f4d50f8e9db78ae5714\r\n",
      "easy_ham/00232.dba1ba74b7372e3b13b0a351e2d45b89\r\n",
      "easy_ham/00233.46a5a0be6835c796dac95e1c5b691673\r\n",
      "easy_ham/00234.335356ba4b116d347be3199b40cdaed2\r\n",
      "easy_ham/00235.c3a09c057f8fec7d833a8f38062b9a48\r\n",
      "easy_ham/00236.0d42e8e99de86aae42a4f3e3cdc2465b\r\n",
      "easy_ham/00237.885411da9a2cf59e223a953a1747d44f\r\n",
      "easy_ham/00238.dab1868a3b43de1e01ebdfd0e53de50f\r\n",
      "easy_ham/00239.849f683f7532fe3ef85d3ae6cf2d7153\r\n",
      "easy_ham/00240.6430542510c59bcb5e4cca0112eff3ac\r\n",
      "easy_ham/00241.45aeb31a71118db41c3757eee21f8757\r\n",
      "easy_ham/00242.640f27e47a5754dbf4893781ce156a75\r\n",
      "easy_ham/00243.356078a6eb0847e4670477133553b3af\r\n",
      "easy_ham/00244.d6a35c3356b3796b5ddc77ed1b1995e2\r\n",
      "easy_ham/00245.5d4317b10e081f87fd2cd84e6fc94cd7\r\n",
      "easy_ham/00246.b7cc35e095c9fae344813bf6e1bc681a\r\n",
      "easy_ham/00247.e14fcbf137267399278507b469811f0a\r\n",
      "easy_ham/00248.668706b3eca383f610723863786d422d\r\n",
      "easy_ham/00249.5123280972d4935e630a46f92266f6c8\r\n",
      "easy_ham/00250.c99c3af1901ffb471442f3ef4580ffc8\r\n",
      "easy_ham/00251.7b7563dab83993b166e03ab8f052c5ac\r\n",
      "easy_ham/00252.18ef1111d1d7543890e6b0a7eb13e014\r\n",
      "easy_ham/00253.a396ca42887c9f843052432ff1bcbf41\r\n",
      "easy_ham/00254.84ee8f124a5dbb36412c2e2d5cca3095\r\n",
      "easy_ham/00255.11be25bd4a3d55702ed4a1f13e7d2a3d\r\n",
      "easy_ham/00256.53663e6f042c696de327ed117c0990c4\r\n",
      "easy_ham/00258.586a8a7ca9e58ea82936ef0487ae8638\r\n",
      "easy_ham/00259.7310c53a2b5baca35187f0ee38aab709\r\n",
      "easy_ham/00260.9c633d54c32d46465f4162f3a91f553c\r\n",
      "easy_ham/00261.9e12183461e1f5e5061eb9f8d39d9822\r\n",
      "easy_ham/00262.ce0f0852efe359866e64ad9a524e51d4\r\n",
      "easy_ham/00263.6be4d6f2afb3d1b5b8acee019e560ce4\r\n",
      "easy_ham/00264.cef5d54bbce2f4a833aab06487467f82\r\n",
      "easy_ham/00265.d0ebd6ba8f3e2b8d71e9cdaa2ec6fd91\r\n",
      "easy_ham/00266.edda19cbe2bb12d6aca8f9550b870824\r\n",
      "easy_ham/00267.332a04bf60ba54e3a303ee253fb977ee\r\n",
      "easy_ham/00268.ed64201ab977eaad5fd6ad999c2f8255\r\n",
      "easy_ham/00269.b2b5cff76f0c1d2811d88cdfc81a2b4a\r\n",
      "easy_ham/00270.d0a83be3891cf0ea26d2af0102e9a875\r\n",
      "easy_ham/00271.b67b5b37ce874d5ccea3391922f14506\r\n",
      "easy_ham/00272.c319ce83bd9b379fda60a7991da1b9d5\r\n",
      "easy_ham/00273.b57629503558401c3945450dc5dfc5eb\r\n",
      "easy_ham/00274.ecbd86ce57edcb6a419a92479216e43c\r\n",
      "easy_ham/00275.4602fde18bf961c7bdff1a65e4e0fcbe\r\n",
      "easy_ham/00276.5068c9f11be01b50bd179e900cee257e\r\n",
      "easy_ham/00277.0b91824bfb092e74957ecff204754944\r\n",
      "easy_ham/00278.143effa95043688280ced372741d3862\r\n",
      "easy_ham/00279.db581b9c25766016fa42b54f426e1838\r\n",
      "easy_ham/00280.c853f6dc1379a418f0a48e7ec7009744\r\n",
      "easy_ham/00281.a143a6b20ae0f54335a78d477b3d82fe\r\n",
      "easy_ham/00282.865809c7b627e9c6f0d5b32b5a80b02c\r\n",
      "easy_ham/00283.3049b55cf228fd4add06e7b701f71878\r\n",
      "easy_ham/00284.74169e544362fc645322f98d1de72128\r\n",
      "easy_ham/00285.c422b202e0487f766ba13baa7b755bfd\r\n",
      "easy_ham/00286.74f122eeb4cd901867d74f5676c85809\r\n",
      "easy_ham/00287.175dfcaba6a69ffe40222e3937308e2f\r\n",
      "easy_ham/00288.3bf1e169fdf5504b8fa28e9998da147a\r\n",
      "easy_ham/00289.759738dc8d12e85d6e26b866faa94337\r\n",
      "easy_ham/00290.98400fc8bb102f11e201c037a613cf85\r\n",
      "easy_ham/00291.69656be850c89e739f4ae1db5b43d90f\r\n",
      "easy_ham/00292.d70b6d753352d01060579b1c34df4e4d\r\n",
      "easy_ham/00293.d74734bf5cf13ea138e4ee4df7555008\r\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "easy_ham/00294.73bcb5b3dfaccc628419d7ecfe69ff1b\r\n",
      "easy_ham/00295.00390d9365839897c097b0db0d0a567b\r\n",
      "easy_ham/00296.fd066cc4153d4d6e65dc8f06165e3f78\r\n",
      "easy_ham/00297.be029fdbe088fc14a8124640f0bb053e\r\n",
      "easy_ham/00298.8b7d79e9cff4860a08188dd3d0c4ceb9\r\n",
      "easy_ham/00299.7e89319a2d14ca28a61ad12fcb49eff8\r\n",
      "easy_ham/00300.e98a210bc3981e1d64524ed9984be049\r\n",
      "easy_ham/00301.48ccf486575754a29b80e4eae2c5e227\r\n",
      "easy_ham/00302.9aa28800eefcb167ac80f4b6b1e939d6\r\n",
      "easy_ham/00303.72eec73b937da55ad1c649c0092f75ad\r\n",
      "easy_ham/00304.d02fe9b0a4d9111f79643c1e0793d846\r\n",
      "easy_ham/00305.4d30f302b0e02fed5944d83cf2de08e4\r\n",
      "easy_ham/00306.a94c65293f1aa18dd41198b867329cb9\r\n",
      "easy_ham/00307.a2256465cea488cb0ffe6da0a2b0fb07\r\n",
      "easy_ham/00308.ba65bb8c48b44b1767ed1c1de1825892\r\n",
      "easy_ham/00309.ac6da28f3f125547c80fb3fccc295f0d\r\n",
      "easy_ham/00310.66b26e342f980a716f81bb66e9b28c92\r\n",
      "easy_ham/00311.44caa311ef0bcbaf2efd0c9a4e09673f\r\n",
      "easy_ham/00312.2909c5a1114ade0b2aa7c3da6960a3f7\r\n",
      "easy_ham/00313.966f088102b6c7932c1a3655abd2a9be\r\n",
      "easy_ham/00314.611159749e214b996589d557e335648e\r\n",
      "easy_ham/00315.57e3c784e646e449c12675f2981a956f\r\n",
      "easy_ham/00316.cec9411f0e3de588aaffde5847356a72\r\n",
      "easy_ham/00317.62e22febb8eeb1d0a49673ddd92b543d\r\n",
      "easy_ham/00318.5b1d22882c6fbfebcebe12a792b3c6c8\r\n",
      "easy_ham/00319.2c5f52556f53f685fc0a72c6c12cd590\r\n",
      "easy_ham/00320.9933c126186ef60960c78df427a2d8d6\r\n",
      "easy_ham/00321.c3dda1549b97568144b8290208504673\r\n",
      "easy_ham/00322.4eeafc78a7cbb0eb92f9030742660997\r\n",
      "easy_ham/00323.8f7195f98946c42be7c95881ad779fbe\r\n",
      "easy_ham/00324.ce7f14e25bb864ee4084ce6179f975fc\r\n",
      "easy_ham/00325.4c10ab2dbc1ca699e7ce7a4f8aa89498\r\n",
      "easy_ham/00326.e77a07ed3bc9f0e54bc12c3ea32e25fa\r\n",
      "easy_ham/00327.f160a103dfff0676aad343813aeab390\r\n",
      "easy_ham/00328.3f61d8085d0a6376ce225b4d9e5630e8\r\n",
      "easy_ham/00329.84bd9e3cd5592c4335ded8736acbccae\r\n",
      "easy_ham/00330.9676b57232270d009783f5276a1efde3\r\n",
      "easy_ham/00331.ccd0a9edb0852f4811a401d533542237\r\n",
      "easy_ham/00332.5f70a83716da60e6dde2cc0c29d0a0f9\r\n",
      "easy_ham/00333.9542450892a144f44e4d63faabbdb27c\r\n",
      "easy_ham/00334.c7dd12784ce69de4bb49147cce037d76\r\n",
      "easy_ham/00335.a48aba9076c75a8eb74f74ae1f9be1e9\r\n",
      "easy_ham/00336.6d3511fa350ee5cf350ec4827fab5100\r\n",
      "easy_ham/00337.2214ccddb3c9bd9cae70fc25dc9b1de6\r\n",
      "easy_ham/00338.e761d6d7c88c70b86e0dc9d7f0003fbf\r\n",
      "easy_ham/00339.865b307b144029f04b1fc94110acdb91\r\n",
      "easy_ham/00340.91d8c92aa5eccc84c40364fc4fc1ed63\r\n",
      "easy_ham/00341.c7f56e7cd829d52190cfd4af810bebce\r\n",
      "easy_ham/00342.e6c781df2ebba44a429b49b86b376559\r\n",
      "easy_ham/00343.81675074f7fcb53fd83ebabd4d158cb7\r\n",
      "easy_ham/00344.99ffe210a9d425a86ab01840bdfd86c9\r\n",
      "easy_ham/00345.20c35f26ff6b56d678fdbe7750477668\r\n",
      "easy_ham/00346.f1d941485f6a20b29329111c59760585\r\n",
      "easy_ham/00347.f133df7e59af41ba1c596e60dde9dc48\r\n",
      "easy_ham/00348.009168209d00ae1cb41ebe3a7f113d4b\r\n",
      "easy_ham/00349.0a6507ca70c84e4beab8698a733970f6\r\n",
      "easy_ham/00350.b01dafc878fcedbeee6a4d7c120ef0c4\r\n",
      "easy_ham/00351.edc235781cd0e2e3b562d868d3a8df62\r\n",
      "easy_ham/00352.986723b3325cd57e893cfcdf992d59b3\r\n",
      "easy_ham/00353.ec01b62420323fffe253643fe0439c86\r\n",
      "easy_ham/00354.2302c4c1801e52a59346a64a5a31ed85\r\n",
      "easy_ham/00355.9fabc0fb3da1d8376c6db0702b60fb39\r\n",
      "easy_ham/00356.f414aefc1fc74d9cd77da0f07f64546c\r\n",
      "easy_ham/00357.d559b71616f64ba1d1c1e61a03644fd4\r\n",
      "easy_ham/00358.df37619f4cc3d224acd6f8e57e67fd24\r\n",
      "easy_ham/00359.dad4917f824800d6623db29ea557b514\r\n",
      "easy_ham/00360.5e45677c7b7a664d516da6b003d9656d\r\n",
      "easy_ham/00361.6a215262fed7b15f657b22c65107eafd\r\n",
      "easy_ham/00362.bfb007d2df523d5e4ad58dfcdbc1b8cb\r\n",
      "easy_ham/00363.64af27f0c753ccf6ec2e9c4e64c14b76\r\n",
      "easy_ham/00364.30f174421507d353f1f602919dec35af\r\n",
      "easy_ham/00365.b73623c2ea40e64854121432f02a5a15\r\n",
      "easy_ham/00366.e6bc462793d21f588e2368dc089399fc\r\n",
      "easy_ham/00367.d44ba629ed6383ee94999179bb6a04e2\r\n",
      "easy_ham/00368.f86324a03e7ae7070cc40f302385f5d3\r\n",
      "easy_ham/00369.f6f9d4cac4af831140abf032d0378365\r\n",
      "easy_ham/00370.0a2e3b397565840b5c4e46d5c5700444\r\n",
      "easy_ham/00371.3d08a5b828fb31bdacd4d07cad065171\r\n",
      "easy_ham/00372.caa02bf9e0bbd7643dbe83fbac984003\r\n",
      "easy_ham/00373.818730ce90950ecbf244e045a713de53\r\n",
      "easy_ham/00374.67d51286926b6af9ae9be32a9e446b29\r\n",
      "easy_ham/00375.205477cf488dba15ec6dbc46011b8251\r\n",
      "easy_ham/00376.3d17aeac1de8eee4383e077b9e0fe703\r\n",
      "easy_ham/00377.6adf708637c5f1dac1822d80ad0a5740\r\n",
      "easy_ham/00378.46432f84e1aab28c26cf1bc5aa2d36bc\r\n",
      "easy_ham/00379.9c4d9f4fb86361e3c21f376f2cbd0ac1\r\n",
      "easy_ham/00380.9426f88747cb44438bb358841649f326\r\n",
      "easy_ham/00381.235df96b897714cb8dd4fdb74113428d\r\n",
      "easy_ham/00382.457cf61e60b0e7fe754a478f2e2c0592\r\n",
      "easy_ham/00383.5b3e8da8353f48bae364fa900109c027\r\n",
      "easy_ham/00384.956b8ffd2bf74442b89dcfc3b3ea32af\r\n",
      "easy_ham/00385.c874a33cb7def0721807ea870e3c31c8\r\n",
      "easy_ham/00386.d929d7bb175845f6eaa3549dedd8a1e6\r\n",
      "easy_ham/00387.1a5243d401fec09abe374e77ad201d79\r\n",
      "easy_ham/00388.18e2a6069150c2c9139f760fda7668ac\r\n",
      "easy_ham/00389.8606961eaeef7b921ce1c53773248d69\r\n",
      "easy_ham/00390.1b4f14e80c8e7797dce79cf5dc22b625\r\n",
      "easy_ham/00391.57ff08c2830235fc1315c1745829d190\r\n",
      "easy_ham/00392.1a94887ca585cbdaeec97524b9308b63\r\n",
      "easy_ham/00393.b7ba3f196286b0c5ce6e5b1ec9078cd3\r\n",
      "easy_ham/00394.608684acea4bef2ae7f5b89309a6046e\r\n",
      "easy_ham/00395.01a60f5f85141b74be6aa6e347feb5d9\r\n",
      "easy_ham/00396.e9b98e25827d06c7a9cc304282011961\r\n",
      "easy_ham/00397.8e97b74b0753e9f56160fc8cb8d933c9\r\n",
      "easy_ham/00398.d6847698229e6211c91085261e0a9002\r\n",
      "easy_ham/00399.a7f6ab4a02fcda6c06662a660a75e677\r\n",
      "easy_ham/00400.ff81f656b45e5f910a2a64116ea00fc8\r\n",
      "easy_ham/00401.fccfd3c52e43aa3512874c3efec9edcb\r\n",
      "easy_ham/00402.8e937401f8a8a7a1c7661e076f96cd55\r\n",
      "easy_ham/00403.bda6864694236a9ec97714233b831c31\r\n",
      "easy_ham/00404.fb2c69f7df37b12bc62737254d0ea36a\r\n",
      "easy_ham/00405.c838c0717624d85d5a53371fdbce5955\r\n",
      "easy_ham/00406.fe97503539c60ff6814fa2fadf1aa630\r\n",
      "easy_ham/00407.11425a14d7fd9c3e1806fd7dc648001a\r\n",
      "easy_ham/00408.d52d0dde484c37acb79bfdc18d4a2aa9\r\n",
      "easy_ham/00409.6219d28fb4f2ca0173e3f76acbbec8ce\r\n",
      "easy_ham/00410.2bd60034fe4c3f781e44ddac87195fd3\r\n",
      "easy_ham/00411.478dc892fbb1a7970a4442fd6b977c25\r\n",
      "easy_ham/00412.2f7375258785a03b8f8ca2adb0c72620\r\n",
      "easy_ham/00413.e637d3bed73c6df691dc86dd61d46192\r\n",
      "easy_ham/00414.c2dee68136358ceec7d235d03185822b\r\n",
      "easy_ham/00415.62ff4ec7f1c4aa5e5ff0d1165892c0bd\r\n",
      "easy_ham/00416.ea1ffcacd8dd84214e745d86a5013115\r\n",
      "easy_ham/00417.7ec0b5a250ddfd52a9b46385688f9f9c\r\n",
      "easy_ham/00418.93eb266673b3731d82ce305ce6f9aef4\r\n",
      "easy_ham/00419.a88b7702054f8fe1ea38daf082124a6f\r\n",
      "easy_ham/00420.04f6a1501e06ccfc93978982ee7ece8a\r\n",
      "easy_ham/00421.805fdd426ce515374b9e0b42a83a4042\r\n",
      "easy_ham/00422.ac4b66f9c3390c3a98d9c8cbe75f403a\r\n",
      "easy_ham/00423.cfe8ba459149d893789505dcac7db306\r\n",
      "easy_ham/00424.9975dd35a0bc8834d9ccd7dfb27ae7e6\r\n",
      "easy_ham/00425.0ba16e840d94d629f8a3881b4e03a3ad\r\n",
      "easy_ham/00426.dbc70af5d406b97fdf70de03697f5a5a\r\n",
      "easy_ham/00427.49db73be9017efca7355ee80f173a26c\r\n",
      "easy_ham/00428.f28828195802a97e84fbace0b81dbe53\r\n",
      "easy_ham/00429.5c83e9a65ee27155654607ee770b8142\r\n",
      "easy_ham/00430.3fc5dbd2463ea79d094b859e9d7e3465\r\n",
      "easy_ham/00431.7f3adeb8cda736429bbe7ee757a07232\r\n",
      "easy_ham/00432.039993123f40c5865c1a9831b3e32297\r\n",
      "easy_ham/00433.881e63c5f176a80aeb5428f36bd0810e\r\n",
      "easy_ham/00434.41010fa84308b599b5ca5b597185a576\r\n",
      "easy_ham/00435.01f1329e5314b30b44b36c20a98ed846\r\n",
      "easy_ham/00436.90165e25df2411e4bef93391f57d2257\r\n",
      "easy_ham/00437.a1f4bc09ef8406e572438adeb849d31c\r\n",
      "easy_ham/00438.e56e66c54e734033b4f014a98615eeb0\r\n",
      "easy_ham/00439.982a2ff6189badfe70c2fe3c972466a2\r\n",
      "easy_ham/00440.02086b5f064e33a48c34183441934bd3\r\n",
      "easy_ham/00441.d98a50dfe00c17a9d864f859480617e2\r\n",
      "easy_ham/00442.d35b7a477107b2e6bcf47f07eca41fa6\r\n",
      "easy_ham/00443.cbff6c2a1679fe0ffa99c07c61c123ae\r\n",
      "easy_ham/00444.eca3cc749e5630f73f2243f1f35563e7\r\n",
      "easy_ham/00445.45f666c21ff201e070e34c0ddc33dbe0\r\n",
      "easy_ham/00446.8305adb883b4b3721b4c9e541d5017f7\r\n",
      "easy_ham/00447.decc7752d5a6bc685e47b094f76bb2c1\r\n",
      "easy_ham/00448.18e06f65c923e685fb4f72d90962c217\r\n",
      "easy_ham/00449.a5774525dc915cffc54433a1793cbf1a\r\n",
      "easy_ham/00450.72b1e6931947f5bfcc7c116431e2a093\r\n",
      "easy_ham/00451.939a31fdd3afff7c049dd3224ced6261\r\n",
      "easy_ham/00452.82e58fa634669d9f5543b297cec9b6b7\r\n",
      "easy_ham/00453.1b26da8f96711b00e186def7371d1e0d\r\n",
      "easy_ham/00454.e4cd59db7f7856303052e3e882be313c\r\n",
      "easy_ham/00455.d88c833e795f29473c862b4e4a43ac20\r\n",
      "easy_ham/00456.6932df857bc1b0c8766e5a9794d167ba\r\n",
      "easy_ham/00457.89579a11f9036c69e46063fb22057fe6\r\n",
      "easy_ham/00458.ad4375d9c03bdcd1828da9c405441b65\r\n",
      "easy_ham/00459.1b37170cbdad7f2ad4051ccff4d2b863\r\n",
      "easy_ham/00460.ae11aa8c20cf158f55b6a180679d74ea\r\n",
      "easy_ham/00461.94c0b7cab722e5ac253b285e50b047e1\r\n",
      "easy_ham/00462.d20502b45c48c8bb613feb09cd9219c7\r\n",
      "easy_ham/00463.4d93152b4c4c397486807b53501aed8b\r\n",
      "easy_ham/00464.5a7f552394a07524c4aa23b06c9e5915\r\n",
      "easy_ham/00465.772004398b9f98bc63ab9c603b10ce08\r\n",
      "easy_ham/00466.cfc9f0d8a4e28c000bc8962d4d3924d9\r\n",
      "easy_ham/00467.db0549489738f320732f286f74986743\r\n",
      "easy_ham/00468.0aeb96f2dc4a95abedb750a6cff7f343\r\n",
      "easy_ham/00469.b1d31cab7c1b3b5897393f46ce62b3e9\r\n",
      "easy_ham/00470.efaf4cc30f0107b82eaee72c68af5bec\r\n",
      "easy_ham/00471.4275aa8908e9754226118eb99aad8c6d\r\n",
      "easy_ham/00472.32120f66ef86d03baf663889b0235d94\r\n",
      "easy_ham/00473.18c8849136c818c42e6429e94bb42f6a\r\n",
      "easy_ham/00474.df7437b06e0b8725f8309196ba8dd09d\r\n",
      "easy_ham/00475.90154e8e3f3761b155d35323f54aaad7\r\n",
      "easy_ham/00476.7133902476448f294ee064117d96c988\r\n",
      "easy_ham/00477.ae6b0e13cfb834b905857a31327dda32\r\n",
      "easy_ham/00478.416296a9700921997bbda37e62c65035\r\n",
      "easy_ham/00479.1bf2cda4c4b42b94b9b0b14ecb9f826c\r\n",
      "easy_ham/00480.a12b636b1444ed8273930c901422c6d8\r\n",
      "easy_ham/00481.a7bee7a7de9cfdb9ad19c88c0440be61\r\n",
      "easy_ham/00482.6967f5ac2b3b99a8c940773658f4c406\r\n",
      "easy_ham/00483.0ce5057dc155d6a6aca6c917b4eb0793\r\n",
      "easy_ham/00484.0196194ad15151d749ec445f38a2ab47\r\n",
      "easy_ham/00485.51303357b6e195501f2bf225d60161b1\r\n",
      "easy_ham/00486.8294dd2af26dd3d759390f412bbec227\r\n",
      "easy_ham/00487.3f2dcd848a26fee4af6be79673ca12ad\r\n",
      "easy_ham/00488.88642710e6c206d0de1d8a0093ed2700\r\n",
      "easy_ham/00489.2a739cd71c4667d635698fff5120bceb\r\n",
      "easy_ham/00490.4734366879f0805c510b6665d99d8fec\r\n",
      "easy_ham/00491.c0d9405bdda12781f96bc37c00a382d9\r\n",
      "easy_ham/00492.3ffb38f175e41790b1f05096dbe339d8\r\n",
      "easy_ham/00493.29a23aaa27a825c8cfb67264b9d7aeb3\r\n",
      "easy_ham/00494.ba6ae1d625f2a4e039f6822868ee48ad\r\n",
      "easy_ham/00495.3bba63110f3a2a97ae71ce53268766cf\r\n",
      "easy_ham/00496.6ebe7969144149d6c8c170732a1b63e1\r\n",
      "easy_ham/00497.d1de10013dcdc07beee6507aa0d274c9\r\n",
      "easy_ham/00498.05456f69b8ce95cc1846f396b73f31b8\r\n",
      "easy_ham/00499.e9a4884055f2ee93c2c0d974c8b2e7cd\r\n",
      "easy_ham/00500.eb1460f32ec4693ed36e356f0401c8e1\r\n",
      "easy_ham/00501.d49136e1973b2bb467093cc28419b214\r\n",
      "easy_ham/00502.19da1b53a1529e45350243255bee8fd2\r\n",
      "easy_ham/00503.8371a5419a277838b32355a79e9d00cc\r\n",
      "easy_ham/00504.9f783e81d6dd916618dc079f58606b8d\r\n",
      "easy_ham/00505.22cfc49506156219ff2e4441d92e077a\r\n",
      "easy_ham/00506.e8f8279bf8b010bab338e085be47dd9b\r\n",
      "easy_ham/00507.accde385fd6700b6e66aaeaf9032bfc0\r\n",
      "easy_ham/00508.80880b09c43a6a31fdf49578eb5692f1\r\n",
      "easy_ham/00509.d5737f6af394368a65215162e3cb23f4\r\n",
      "easy_ham/00510.850dcc2f8864451743299b60cbd4dd5b\r\n",
      "easy_ham/00511.a729fad46d130c7f0990e0586ed25aa9\r\n",
      "easy_ham/00512.c77705cc5e9a878a5c1f5b17583720f6\r\n",
      "easy_ham/00513.8454cc27ffb04db6d63c81e33c0067e8\r\n",
      "easy_ham/00514.d44bd760b7ea720b9d1e1a7ba105e696\r\n",
      "easy_ham/00515.e84988067a252d765f7d24f15c0b0670\r\n",
      "easy_ham/00516.139a390f9320423395da77f14f7118db\r\n",
      "easy_ham/00517.4610bfad0be0872b61a11e2e7786a4e5\r\n",
      "easy_ham/00518.9aaa49b7c1be4cece3992633347b8a40\r\n",
      "easy_ham/00519.595dfd5bc0bec7bd5f06673fc428bbb3\r\n",
      "easy_ham/00520.823579bff3285c4aefe85db5bff0d6c9\r\n",
      "easy_ham/00521.900f67b5696388c58966c58e3aaaf90c\r\n",
      "easy_ham/00522.db4b857b35a54049c2dc88b2516eb1ea\r\n",
      "easy_ham/00523.9fcc28348487963a8ae5f43c3deb4334\r\n",
      "easy_ham/00524.8635e65e0ff007a8d5cc29de21c04cfc\r\n",
      "easy_ham/00525.08f2f03dc58bc667d28140d30c203cea\r\n",
      "easy_ham/00526.27d0075c192b704fd3b804497b8c33d1\r\n",
      "easy_ham/00527.fe739430917f1facd61acbc162d71970\r\n",
      "easy_ham/00528.4069e359640cbe831b602fd3cc387469\r\n",
      "easy_ham/00529.f267247f996b2eab55c6e18b63e3968b\r\n",
      "easy_ham/00530.1a07bbd6fe2438ed2b3f11e92449327c\r\n",
      "easy_ham/00531.711a16c97d6955bdc3d4b09656e44d93\r\n",
      "easy_ham/00532.81180d4d1d632bb50c189b51f83921e0\r\n",
      "easy_ham/00533.ebdd2ab43a73a867388b595061d66d59\r\n",
      "easy_ham/00534.6db349fcd98d25f61e5bcc4552b45f57\r\n",
      "easy_ham/00535.2c21f614f9593edc5049248d6e873ce8\r\n",
      "easy_ham/00536.ee0a85c68f0db6388d6f8a3468af70ac\r\n",
      "easy_ham/00537.0b676300c214afdc2dd6a5007e8b8e2a\r\n",
      "easy_ham/00538.313057481a3b1638c05066fad46ae65f\r\n",
      "easy_ham/00539.f3a3a009e8410ed004b045e724be525a\r\n",
      "easy_ham/00540.c9e660864381381e6a16c599c8f2e1fe\r\n",
      "easy_ham/00541.cbdcefd1a6109b8f95e1c8dddfbd7bb2\r\n",
      "easy_ham/00542.1db9cca8020648c0ed80436b9aea4d33\r\n",
      "easy_ham/00543.0641e755767b41b404070e155708cee6\r\n",
      "easy_ham/00544.5a9365cf80100b89b50656045cb8b80c\r\n",
      "easy_ham/00545.99996f28814c7028ce6aac44270ff3cd\r\n",
      "easy_ham/00546.30fed3b8e986dc41b1865b9285e84e56\r\n",
      "easy_ham/00547.59bf01e07cf08c7e3a778b747e020989\r\n",
      "easy_ham/00548.120e45c5d33311bc09e844bf236521d2\r\n",
      "easy_ham/00549.a847ea8934802a0ec67a7fd1d136d26d\r\n",
      "easy_ham/00550.02e6c81fb637ae555b997d6fd72df731\r\n",
      "easy_ham/00551.1c59fd8e4f3176c859b79b9a75fcc3b6\r\n",
      "easy_ham/00552.2a17c933697e682b93c2f32b66230a3b\r\n",
      "easy_ham/00553.d1e0ab732c8cbe70432e98301e352954\r\n",
      "easy_ham/00554.a01a74aee9653a7ae8d1d558c75f0a5d\r\n",
      "easy_ham/00555.4139b207075574b3774942a3a42013d8\r\n",
      "easy_ham/00556.eea9a26e128c1b4b676b4180adbd547a\r\n",
      "easy_ham/00557.62ed7b82fd342ca4d7932ccee2552337\r\n",
      "easy_ham/00558.95b8c2677759a2f569a5dc0bd70b8cc0\r\n",
      "easy_ham/00559.caa975fbe7e1641a76de679bdf213adc\r\n",
      "easy_ham/00560.e49654efbb65ad7539d43d356457a322\r\n",
      "easy_ham/00561.4fb75fe802e36488a6acbbcccbcde3c1\r\n",
      "easy_ham/00562.3f2a351171504facae22864c794c26b6\r\n",
      "easy_ham/00563.8c8efdf5034a0ba771e48494fd2d8099\r\n",
      "easy_ham/00564.e6fc359c277f507a2e01198b9c60ae61\r\n",
      "easy_ham/00565.4ef76da45577ee17827cec345ac543b0\r\n",
      "easy_ham/00566.4ce66e249726f98555ef3a7ba1f666d5\r\n",
      "easy_ham/00567.aa0b1a5ccd63ce58ca09389b7dd7a5aa\r\n",
      "easy_ham/00568.e5478bfa670cbd9bc3d26ed23e7b3eb6\r\n",
      "easy_ham/00569.d6da87140fd0ef187bcf217a57153cca\r\n",
      "easy_ham/00570.d98ca90ac201b5d881f2397c95838eb2\r\n",
      "easy_ham/00571.8f35c46bee6d7a238eabf207a5696b0c\r\n",
      "easy_ham/00572.c406ac5bc5c42bedbce48f5661d29976\r\n",
      "easy_ham/00573.f36b8bb4af93f6b0736e7475eb6cbcba\r\n",
      "easy_ham/00574.6c736036ab8317e753dae53ef19123e9\r\n",
      "easy_ham/00575.c4b32c1dc29245ce6298f5abf2f0b085\r\n",
      "easy_ham/00576.36892439c0a6bdd5b4231b639b639399\r\n",
      "easy_ham/00577.8f3db8ab8b69d38bddf8e5a91b353da2\r\n",
      "easy_ham/00578.8c710aa944374d631b9969a806e32a30\r\n",
      "easy_ham/00579.566d8e05220571bff1c2f392a1c7bf41\r\n",
      "easy_ham/00580.41f4f9793351fe7c7d3abe77cedc5528\r\n",
      "easy_ham/00581.9922b0f34aa8f51fb4adf4bf4ecf1464\r\n",
      "easy_ham/00582.25153a03da1710fd133d6ff373d612d3\r\n",
      "easy_ham/00583.7db5166f3ec5a8bcf81bf1b639b48361\r\n",
      "easy_ham/00584.1994033689471c5000d715aeaaf7be24\r\n",
      "easy_ham/00585.a55a40c5fca535871d78848d27efd540\r\n",
      "easy_ham/00586.7ca83d6acc8e5b0e44b78a4fe8bab72c\r\n",
      "easy_ham/00587.8d78332c747a44bf017724d66bf71647\r\n",
      "easy_ham/00588.708ecb20113d4c80b91936cd1c86b186\r\n",
      "easy_ham/00589.38f809ae603fbabb0d3f2389011e9150\r\n",
      "easy_ham/00590.3b596d6b2e6ad9b9f5cf3593a398260b\r\n",
      "easy_ham/00591.3bca4fff29ae5e89e2e2948401a24ab8\r\n",
      "easy_ham/00592.9608ca87c212f35feae1ebde5567c0e2\r\n",
      "easy_ham/00593.f71a708b88b51c4d428bb3bd741ece2d\r\n",
      "easy_ham/00594.805dae98d1ad6f99a7792418c1faccfd\r\n",
      "easy_ham/00595.7182665eb052808e2061bacbc75ed5ee\r\n",
      "easy_ham/00596.73c2473a9c778e096f3a9160d72567e9\r\n",
      "easy_ham/00597.d69fd43248612845c272cc277b890e1a\r\n",
      "easy_ham/00598.583ed313ddee00f0dc9929f76d3bb24e\r\n",
      "easy_ham/00599.94c013ab7037d45045aafbac3389bef0\r\n",
      "easy_ham/00600.a1c1bac6e4b69ad676c35512fec98e05\r\n",
      "easy_ham/00601.3db4b70f50e83050fcec38b75dee609e\r\n",
      "easy_ham/00602.2dc7ba42179a34e52badfe383f7fe08a\r\n",
      "easy_ham/00603.712b15c7b1e7bef7235068a3e4d9bd39\r\n",
      "easy_ham/00604.2241c022167d341022d1f345689801d7\r\n",
      "easy_ham/00605.63a8dd42dd6ce5499718d03acfeb0746\r\n",
      "easy_ham/00606.9733a34d34069bbc9671b0292068449d\r\n",
      "easy_ham/00607.5032b5e20289cecc351fc872b92c2003\r\n",
      "easy_ham/00608.36856bbc19336f3fd57897105b32c720\r\n",
      "easy_ham/00609.07f3cfa331e44f1fc138217fc9f9eb86\r\n",
      "easy_ham/00610.ef7ca9c067516bdd7e29aebc488d1edd\r\n",
      "easy_ham/00611.62116da308e2b9eb2e57ee12de12b677\r\n",
      "easy_ham/00612.97d0559a45fd4630e954b8687dfff55a\r\n",
      "easy_ham/00613.b8dd681e75a5583349b54f16991b096b\r\n",
      "easy_ham/00614.2487f80400eb954b7c3ab257771ed393\r\n",
      "easy_ham/00615.4762e05d7ff70fa43cccbad6745b34cb\r\n",
      "easy_ham/00616.1111fc61de078f069db9d72e961ab5a1\r\n",
      "easy_ham/00617.5433c6be9644f6d773afef39392cb24c\r\n",
      "easy_ham/00618.bec430e993398552fbf09c76e04b9994\r\n",
      "easy_ham/00619.b2a33ba25583113a3d435bcbc8759244\r\n",
      "easy_ham/00620.8d1ccac5b4a36e47f5f168c19e6ac573\r\n",
      "easy_ham/00621.2b161b5c7c09b45b568c1982ed49a008\r\n",
      "easy_ham/00622.80ded6eb7b17a2bb45d502b85244dad1\r\n",
      "easy_ham/00623.37932984e4241279e60e9c28f7fd6706\r\n",
      "easy_ham/00624.2847b091fbcbd97af477c23439e0f22f\r\n",
      "easy_ham/00625.bc9f45777515eeeb8da0c8898c0526c4\r\n",
      "easy_ham/00626.349d4ef602ebce0ec03f1505989ab135\r\n",
      "easy_ham/00627.fcd38764f184dd61db99e15081590e7c\r\n",
      "easy_ham/00628.4a185fee450d8239cf82bee902dbd1af\r\n",
      "easy_ham/00629.370fec99ddca8da57ef5cb0bf30375e5\r\n",
      "easy_ham/00630.d4dad4b8734a30afbf8c80499e652c2c\r\n",
      "easy_ham/00631.585978ee5a109ebd04ea2289ddaa3f20\r\n",
      "easy_ham/00632.5aaf2a16e34b00ee971d17bd4343e61e\r\n",
      "easy_ham/00633.a3d861bf0435fda936962c572ce0956a\r\n",
      "easy_ham/00634.3215eb7dfc919ae5ca49520f9fcd43df\r\n",
      "easy_ham/00635.b30f8636725812c0d15a96f31c07f8b6\r\n",
      "easy_ham/00636.f15c6eabe3d5204cb8704b0a4b845403\r\n",
      "easy_ham/00637.0f0bbdfd5cab1e45883719f70f691862\r\n",
      "easy_ham/00638.62a452b9264fb77572bb34181f71a325\r\n",
      "easy_ham/00639.bf2aca6432694667dc120fff4224e5be\r\n",
      "easy_ham/00640.bd6aaf961fe455813d6cd9448c29f312\r\n",
      "easy_ham/00641.96719d053974ef201283237fc146f384\r\n",
      "easy_ham/00642.19131d951ee16af5a157685213dbc7b8\r\n",
      "easy_ham/00643.25062169a6a9d2109b047a95c633f885\r\n",
      "easy_ham/00644.47e9eaa5c1cac5f991f30201ae7fda6e\r\n",
      "easy_ham/00645.2d95a6a89614625aafb7b333e799e111\r\n",
      "easy_ham/00646.866a1abeab0f141ef2de39b398134d0b\r\n",
      "easy_ham/00647.7d9cd4058b01e8b7f5f788e7fc159aae\r\n",
      "easy_ham/00648.d3808dc202cff72d0326d74d23eaad17\r\n",
      "easy_ham/00649.b630711c0f63812f552cbe85b22f4568\r\n",
      "easy_ham/00650.2c20a3ae4da8ff5186f738ee5d833fda\r\n",
      "easy_ham/00651.10adacfbcf0526d9aa331dbecc1a9509\r\n",
      "easy_ham/00652.dde353b33fdd09f8daa33ffcdb016188\r\n",
      "easy_ham/00653.5bf375439fd118575f08b85000c0d3c7\r\n",
      "easy_ham/00654.820dea38bee9162874d734e791ef5ab9\r\n",
      "easy_ham/00655.cf1f1255898932a567c5f7c39faab3b9\r\n",
      "easy_ham/00656.7d0db073b656ae5ecd234e0c59e97623\r\n",
      "easy_ham/00657.9095f1e5c94587ee44a269318647bf4d\r\n",
      "easy_ham/00658.b990e54a957ef200aa8d668dff83e83c\r\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "easy_ham/00659.1217006d88c29f2f900a9406c51feb64\r\n",
      "easy_ham/00660.91d1af396b1bc7b8703f5fae9de020d8\r\n",
      "easy_ham/00661.e779083f6d4522af5231edf0b9371a1d\r\n",
      "easy_ham/00662.020708cee6e991e3c3a58aa83df7f8d0\r\n",
      "easy_ham/00663.cbfae39e27122415329840060e7619e8\r\n",
      "easy_ham/00664.dd3769251f79f493bd990b8c3f870f24\r\n",
      "easy_ham/00665.f1547d981d26d8c8ccfa9375dcd7d222\r\n",
      "easy_ham/00666.9f288224f19ca69b2663b5b9a85d8d62\r\n",
      "easy_ham/00667.dfa0ab3eb4214034892b8cda76d9d750\r\n",
      "easy_ham/00668.c788422df192a179d3a6ddbcb8b8b612\r\n",
      "easy_ham/00669.1324e7460b86ccd5cf81ea949704351d\r\n",
      "easy_ham/00670.be029e37187b8615a231865e3663dcf9\r\n",
      "easy_ham/00671.daf16d838d9b71f5f6cf09d54ebc1e3c\r\n",
      "easy_ham/00672.f7e4f9c91f81b7506b0e9a22ef1fdfe5\r\n",
      "easy_ham/00673.aa68749868d6679697146490282dc908\r\n",
      "easy_ham/00674.6dcadfb64e1a333f826a1c7b5c722f5f\r\n",
      "easy_ham/00675.2b3aefd8378ddbd20396c4b9d961a0bd\r\n",
      "easy_ham/00676.5a7325cc70b1732867ec5b831da86eca\r\n",
      "easy_ham/00677.b957e34b4dd0d9263b56bf71b1168d8a\r\n",
      "easy_ham/00678.28c4d8cffba35f7a4fa077efb4836fc0\r\n",
      "easy_ham/00679.7c3eae8e28aadb8ea378fb5c04bc5d29\r\n",
      "easy_ham/00680.fba9fe0db5780caca8155fb4defdc679\r\n",
      "easy_ham/00681.fd01c0551b4b72201697bfbd55bccd25\r\n",
      "easy_ham/00682.7b96194cc45dfc4d54679a198dda3244\r\n",
      "easy_ham/00683.7d0233053c9421fe2bf29e23a4aa5b18\r\n",
      "easy_ham/00684.1969c6baadceb721cc2a565b93e7f63f\r\n",
      "easy_ham/00685.0c2b26b54c5bb9e9072515d58ccc14ea\r\n",
      "easy_ham/00686.24376d10c9d96b5aad34a8ed8e6b7586\r\n",
      "easy_ham/00687.a044e978152b1411bd3ea6ddc0f537b2\r\n",
      "easy_ham/00688.b05bdac7f180a6947d701b974b413dec\r\n",
      "easy_ham/00689.baf30774fe011781f6822746345015d5\r\n",
      "easy_ham/00690.f56ab439b3ce565dd3fbbefa5fefd0bc\r\n",
      "easy_ham/00691.fe0daf79c97e1e314de953d18efc37e2\r\n",
      "easy_ham/00692.9761f9740766106c5f982e773069a76d\r\n",
      "easy_ham/00693.6849440c3e1d1584a9f05b067d0062aa\r\n",
      "easy_ham/00694.d04cd6e81d2ff9a678a18607d32e229d\r\n",
      "easy_ham/00695.4ea4110f03a11a6f24b27420647d375f\r\n",
      "easy_ham/00696.767a9ee8575785978ea5174d3ad3ee26\r\n",
      "easy_ham/00697.edd28212eb2b368046311fd1918aae7d\r\n",
      "easy_ham/00698.09cdefd75c1242540db1183f9fc54461\r\n",
      "easy_ham/00699.29e599983f044aee500f3a58c34acffc\r\n",
      "easy_ham/00700.7eee792482a5a8cf20f1e4225f905f6b\r\n",
      "easy_ham/00701.4c1a296394c3afdcb38020e8283d1a5d\r\n",
      "easy_ham/00702.bf064c61d1ba308535d0d8af3bcb1789\r\n",
      "easy_ham/00703.ec6e20ebdbfec16d51db2989785583ed\r\n",
      "easy_ham/00704.e077ad131955ba1fa3b9ba7a68b78f62\r\n",
      "easy_ham/00705.e481bd3281b960fad92e6dfaeb567d14\r\n",
      "easy_ham/00706.a5e10c660dcdf09e6e760d87c0589b9b\r\n",
      "easy_ham/00707.72dce8440a545f840d53765a11adce4f\r\n",
      "easy_ham/00708.d3270ed75122fa3989cec02ffb5b3066\r\n",
      "easy_ham/00709.ab6879788945a66541ed05b4f23edbed\r\n",
      "easy_ham/00710.ab32156df4d26cf061b7e553b51547b5\r\n",
      "easy_ham/00711.cd5fd593ba9d0f75c0af12f4fd2d64f0\r\n",
      "easy_ham/00712.89e45eecae00da0b8207bc79d2e843f1\r\n",
      "easy_ham/00713.7b4a3ad6c8b6bbcf358ee5ee23dcdc12\r\n",
      "easy_ham/00714.16c4d34ab2c9622fe82de9570946f9ef\r\n",
      "easy_ham/00715.ca0843463580080429cb2d0192b9ce0a\r\n",
      "easy_ham/00716.c0e0c922db8f605b6475839d8fec9985\r\n",
      "easy_ham/00717.041b5d95813b24c07616f52509bb9fd9\r\n",
      "easy_ham/00718.1fc4cf16dbe6d0395c754671b24782e1\r\n",
      "easy_ham/00719.6d73cfb0bea6fe5002fbd3b260d480e6\r\n",
      "easy_ham/00720.60fb431980df487172ca5ba412bbedc4\r\n",
      "easy_ham/00721.9f0c973b343b808cdf4ab26c9e9b3b50\r\n",
      "easy_ham/00722.6520838870f11a569a006ac7e119782f\r\n",
      "easy_ham/00723.e72e8e80f67f30983c089943e184f5e6\r\n",
      "easy_ham/00724.06d186a9890c1bc07b1e0bd89b7efb8f\r\n",
      "easy_ham/00725.5d2dec63252bb5fc57f3de280129656a\r\n",
      "easy_ham/00726.96933510684f33c2eea5711f969fe444\r\n",
      "easy_ham/00727.ea5bab335cc61c1d3d85a8566232f5e8\r\n",
      "easy_ham/00728.b5de363dc254b32b4a44fc37743d9322\r\n",
      "easy_ham/00729.d8f3ba695fd4f3c1ac6361f2e118ae55\r\n",
      "easy_ham/00730.b2c9b979063d66d1a14f8d834a1c6dfa\r\n",
      "easy_ham/00731.23dbba60cc6ea56f735599461109200d\r\n",
      "easy_ham/00732.3ed34429d759468e94c14ca1e2bb231c\r\n",
      "easy_ham/00733.8cd99b24ae020e6028d85ad0c4f06186\r\n",
      "easy_ham/00734.e37922bdfd9e3246c18322e4b07a4b23\r\n",
      "easy_ham/00735.97b119b8e994bfd0c9a3455b407e52a3\r\n",
      "easy_ham/00736.ca47a5a3b86318e4f1ae4d6bcaa7fc80\r\n",
      "easy_ham/00737.fe2d8d182d9bc421411c9ca9012f3afc\r\n",
      "easy_ham/00738.5c6ce770da4cc06ebea777b8be30abaa\r\n",
      "easy_ham/00739.9034df113ffe0cff225c698efcea7426\r\n",
      "easy_ham/00740.aef9889d927eccf01a365d72db48882e\r\n",
      "easy_ham/00741.03396e9c6182ba4f821ba2cd3740d1e4\r\n",
      "easy_ham/00742.1be305d2baafb0b3699c2750ee546787\r\n",
      "easy_ham/00743.1ee0d64b26edd4ab988d5b848232f554\r\n",
      "easy_ham/00744.667c8aba4400684b27c339f72ad86968\r\n",
      "easy_ham/00745.d2df6fc9d5de220dc9b34cf04addf9e2\r\n",
      "easy_ham/00746.0ca47650bbc1a73fcfdb519b04fb635e\r\n",
      "easy_ham/00747.39967f26d6c1cba3713e2b9f318d0531\r\n",
      "easy_ham/00748.d6ca40c29f4224487fc8d802cb5dca88\r\n",
      "easy_ham/00749.5f32bf86d99139f3256aa4afdd607f58\r\n",
      "easy_ham/00750.5bf605243948976794d149274a18159b\r\n",
      "easy_ham/00751.1e509bcc1e777532f90081474defea62\r\n",
      "easy_ham/00752.3ce51c783c3d6160d34de35e429dc470\r\n",
      "easy_ham/00753.880e08a60a1c96760d26d37f2d6b1cbb\r\n",
      "easy_ham/00754.35836a337d451aa3b7cfc7a7e617c2b2\r\n",
      "easy_ham/00755.798a2e0b9045d90a9bddbb501dc1fcfb\r\n",
      "easy_ham/00756.286dd5a4431bc1a94af390a6bf4d0349\r\n",
      "easy_ham/00757.0c98cd042bf54bed37dc526f0b57bf26\r\n",
      "easy_ham/00758.af02ef2952273218fb9d6c7ddbec7910\r\n",
      "easy_ham/00759.1c5ec35412195e0c2d80ae829d68e8e9\r\n",
      "easy_ham/00760.705760ac23c26098abf407bfdfd30499\r\n",
      "easy_ham/00761.b4bbbb76fb1fa8407236f5cb167c33d8\r\n",
      "easy_ham/00762.c95ecbfb41e18e9ae4b9aceb4a7de176\r\n",
      "easy_ham/00763.509a13b8ff69430aacaa8b786b322939\r\n",
      "easy_ham/00764.13a2828e7c0475a4d67413331b3f7b2d\r\n",
      "easy_ham/00765.ea01c46568902b1338c9685b55d77f6c\r\n",
      "easy_ham/00766.9ac5716a891643ea31d43388a282cbbb\r\n",
      "easy_ham/00767.d5b223070f2a19834daa88bc4338354d\r\n",
      "easy_ham/00768.ce54703f83eb3bf04a04f665dbf55e96\r\n",
      "easy_ham/00769.25bf9a767b5db0ed93f03c1637281663\r\n",
      "easy_ham/00770.b6b328aeb18316cabd60aa75025771d0\r\n",
      "easy_ham/00771.2ce14d08f77127e0720658404cc4ce11\r\n",
      "easy_ham/00772.ab8da3bd11afb162b0ccbd65edaf6cc8\r\n",
      "easy_ham/00773.d8b19e7b6c9a53f4f37242b3f1ca1276\r\n",
      "easy_ham/00774.1af9be3cd1aba6a371ee11dacc7d1025\r\n",
      "easy_ham/00775.0e012f373467846510d9db297e99a008\r\n",
      "easy_ham/00776.20cdc88a69e453f1ef0dd3b5f55cc717\r\n",
      "easy_ham/00777.5abc0824f35b966cf589b15c4f10f2d2\r\n",
      "easy_ham/00778.d83af9d544ca2957ea6f326728ad004c\r\n",
      "easy_ham/00779.d5e815dc2dda6819f41227fce324b31d\r\n",
      "easy_ham/00780.3c407d4d7361184c739b0346741036dd\r\n",
      "easy_ham/00781.f2f409be2c85d1303022b58db1551d85\r\n",
      "easy_ham/00782.6600ba2aef2816e4852a4c8e43130591\r\n",
      "easy_ham/00783.14a724489223eda0063e308c6914ee38\r\n",
      "easy_ham/00784.372fcb5f8a0507aa4a8fa0de1e76fe79\r\n",
      "easy_ham/00785.95b5f5d3a4210fd76015c4659c5b3ca0\r\n",
      "easy_ham/00786.ca79d7745b67c62712e5a5553c3b83e1\r\n",
      "easy_ham/00787.2ffb20c151e974ecf6dceb42547761d8\r\n",
      "easy_ham/00788.cae8367898a24746723decabdd20ac38\r\n",
      "easy_ham/00789.87278efee0d73a7e902af35c49084230\r\n",
      "easy_ham/00790.226ce4b62d85d7ca13f3f837b731b082\r\n",
      "easy_ham/00791.0150510afcb54992415d2eff33d5a8cb\r\n",
      "easy_ham/00792.f321af7901fa6c9e85362d921eadf2ae\r\n",
      "easy_ham/00793.6da29475fba399c38bb0a93efabcae5c\r\n",
      "easy_ham/00794.ce4c417f911968e4be6ee1203db0bd94\r\n",
      "easy_ham/00795.ea9b54832cc27bb552e483a6aefbde47\r\n",
      "easy_ham/00796.1c06b1656c17f8aa92a42a82ef0ad2e9\r\n",
      "easy_ham/00797.f9905519971d08a70a6d9815016f8295\r\n",
      "easy_ham/00798.789e730c08cdcd58675c1f273fe507ab\r\n",
      "easy_ham/00799.160a04b5935b5a9610b4dc15951b5d30\r\n",
      "easy_ham/00800.0a94761ce8069732112ac9fe52b14e9d\r\n",
      "easy_ham/00801.0a1ec38cd598d6c2e02323487c74e53c\r\n",
      "easy_ham/00802.c2f1957d9e67ae45f06a7c0845b02f3f\r\n",
      "easy_ham/00803.a9faabf181ecae3ece9f7003a005aeea\r\n",
      "easy_ham/00804.a27b268d92e03d488d534b6e69d98f43\r\n",
      "easy_ham/00805.15e21951a8e03def748ffb6b0de7220a\r\n",
      "easy_ham/00806.eed01b7d2bc05e5490e75f366a534353\r\n",
      "easy_ham/00807.ee4df461634d0e9d9c7ef72046c3fa2c\r\n",
      "easy_ham/00808.1398044c30f7120129aed031ce56ba58\r\n",
      "easy_ham/00809.93dfdb8801515083fde97a7fe6c921e4\r\n",
      "easy_ham/00810.a290b36b1210ae7d5ad8d224aef851bf\r\n",
      "easy_ham/00811.caf6de89b99d2266288dfeff16359be3\r\n",
      "easy_ham/00812.5c9165b987d6010d672516ea28ffe213\r\n",
      "easy_ham/00813.3bb7842dbc6ea433e2fa5fb94f3d2571\r\n",
      "easy_ham/00814.6095f126eed33df37a63e3a37b2728fb\r\n",
      "easy_ham/00815.141d4c82a4df4a06f0c0967a608109e6\r\n",
      "easy_ham/00816.5fa114769164d0ff93317bc714a3f68f\r\n",
      "easy_ham/00817.6dd747cab2629ac615233a528525bb8f\r\n",
      "easy_ham/00818.02224a14a25dd7014fd4f48518f48e5b\r\n",
      "easy_ham/00819.cbb61ae5d168944f5a02eccfd7217173\r\n",
      "easy_ham/00820.13f6cb2d10777d8b8ff18399657607e8\r\n",
      "easy_ham/00821.610507766f9b9a60431a96042fc135a5\r\n",
      "easy_ham/00822.9d70f64546100d8f04b7394760cf512b\r\n",
      "easy_ham/00823.187ae0372c96a338a86a19fc3215010d\r\n",
      "easy_ham/00824.77239fe11a4e1336ea49ba0bfc2de54b\r\n",
      "easy_ham/00825.49de040a4a48997da11b0e751d40c211\r\n",
      "easy_ham/00826.6ab31aba455701b24c69fd1f6dd59184\r\n",
      "easy_ham/00827.b863d1780c6c6ed248a3e9136bd52b72\r\n",
      "easy_ham/00828.709e1ec58a2bf04455cdf5c0c83f444c\r\n",
      "easy_ham/00829.7c74d7c59a6a5f0d0e54562ef671d14b\r\n",
      "easy_ham/00830.3a2cadbd29e654a7cbbf64ba4bdc378d\r\n",
      "easy_ham/00831.dfa70bbdaef79d5863917ba90097ba7a\r\n",
      "easy_ham/00832.e30b18b8b964c0252bfcfbfe2b99efd6\r\n",
      "easy_ham/00833.cc61a5d9b6ac040ef4ce65d1ee5ec069\r\n",
      "easy_ham/00834.a73f96c83f5f638954df85ede58a3709\r\n",
      "easy_ham/00835.9068443a73e2e4b91c9117ef9b022675\r\n",
      "easy_ham/00836.0270377f02e23355cca97c0805001c03\r\n",
      "easy_ham/00837.d989d85087fd0d2297bdfc4c4d9039fb\r\n",
      "easy_ham/00838.5d38f350c098436eb6d9cccda1e054e2\r\n",
      "easy_ham/00839.e4777b19e2429f9cece122c1d56998d8\r\n",
      "easy_ham/00840.fd947072df20db5eebb0d015f20073a4\r\n",
      "easy_ham/00841.d62d1f4d0dd8f02d0595dd52875776ef\r\n",
      "easy_ham/00842.85c0352fd0fd5ed7b6008fbe62b42bb2\r\n",
      "easy_ham/00843.0c778329d09499853d99746d0f6f2dc1\r\n",
      "easy_ham/00844.4af56580a8f02ae25ec39faffafba8ce\r\n",
      "easy_ham/00845.c74b7d7bdbbbab316dcb7498825bba9c\r\n",
      "easy_ham/00846.cd171eed5306de66f8ebf444aa61e718\r\n",
      "easy_ham/00847.f752ba326e2f6670fb6fecc5fd655d3a\r\n",
      "easy_ham/00848.a99e7c1ff97407816f4c0b323421b5c9\r\n",
      "easy_ham/00849.5ff774a5add00c6739307f6950b4ddf5\r\n",
      "easy_ham/00850.9435ce0e094b16d0f2c9c458f2900706\r\n",
      "easy_ham/00851.51d3571c945fd64a210d477de46e14b7\r\n",
      "easy_ham/00852.8be48f515c9ecb089aa3fc5983eaf038\r\n",
      "easy_ham/00853.8b209d0398d8c0f76b676097759e24e5\r\n",
      "easy_ham/00854.357b5bdeea553ec020631b131b7e2278\r\n",
      "easy_ham/00855.8e0647984e6592b6400021a5b87ee133\r\n",
      "easy_ham/00856.b71f98991ee068f642498810ba0c5383\r\n",
      "easy_ham/00857.cea46b6fc4077476d49923b4d56621e7\r\n",
      "easy_ham/00858.54a727ce6b2e452f05e2719d99393999\r\n",
      "easy_ham/00859.54a8c500034dd8056834ee17cec9c4cc\r\n",
      "easy_ham/00860.a2a3bca553c3ec8e6ce24f45b3f2a9a4\r\n",
      "easy_ham/00861.6e526bc95d6eb4736211696fec13d9f0\r\n",
      "easy_ham/00862.b3e793b7c8e41cd45a0eccaa7abaf722\r\n",
      "easy_ham/00863.f20cfe969a2e3162ce6ce19fd80188bd\r\n",
      "easy_ham/00864.95da38aac2ee9c6c8d36d0f2f1e8c8e5\r\n",
      "easy_ham/00865.ffa802dadbaca77b74f05cc1c23c30bd\r\n",
      "easy_ham/00866.670508b848fa453d194f443f4737b351\r\n",
      "easy_ham/00867.9e8b300d814c941ba6bbedba138239f0\r\n",
      "easy_ham/00868.f6059340a945c22b175f306ee79e674e\r\n",
      "easy_ham/00869.96acf5a2b0543fd7c1767e5562891eae\r\n",
      "easy_ham/00870.cf6be25af593cc88d0c7f58e7deccea4\r\n",
      "easy_ham/00871.f3bb3f8e157f00992af581a509234858\r\n",
      "easy_ham/00872.b037dfd3ef82cc1690c6692ed42c4dd5\r\n",
      "easy_ham/00873.9fa4518a4adfab3e6b194ee33a89b2e0\r\n",
      "easy_ham/00874.d9f0374ce55cb5e03ca46a5459894e34\r\n",
      "easy_ham/00875.b8e33b6137c804fbf4e77135aeae2283\r\n",
      "easy_ham/00876.f075a944de6d2290fd7a1965ac72d94f\r\n",
      "easy_ham/00877.fb94c382f9f10548db78b9d0339621e7\r\n",
      "easy_ham/00878.23aea042030421f155edaf41a36b3701\r\n",
      "easy_ham/00879.798415ecafdee535a11c68481f5d66b2\r\n",
      "easy_ham/00880.146f15b727deb84e2459cecd3fd67088\r\n",
      "easy_ham/00881.c1a373126fc964123ffbc018433b21d5\r\n",
      "easy_ham/00882.7d2cb3dcfbe9ae110726e656347c0628\r\n",
      "easy_ham/00883.c44a035e7589e83076b7f1fed8fa97d5\r\n",
      "easy_ham/00884.48ae15dc5f48f6caafa8c235d148782a\r\n",
      "easy_ham/00885.5923b3938b5b422e7d514cc4bf403316\r\n",
      "easy_ham/00886.6d792e0aa2cd6975ef5e050f7b0173b5\r\n",
      "easy_ham/00887.07d5efdf4a700dc6d1a7926e0008e57f\r\n",
      "easy_ham/00888.b1cc484869abb3e20ae3843f597dc307\r\n",
      "easy_ham/00889.8f1ca88d8dc661c9ffcd25a2104efe7a\r\n",
      "easy_ham/00890.85334af70442efdbf0b83768fb1d2eb3\r\n",
      "easy_ham/00891.e165e538480dcd42dc62b43b7622ecb3\r\n",
      "easy_ham/00892.9dc7dadb7e1258d9d1256673f2ae741c\r\n",
      "easy_ham/00893.6edf02e68e0e172b2142e5a75d467057\r\n",
      "easy_ham/00894.5b21597d342d44631ebc33acf460883c\r\n",
      "easy_ham/00895.0c7898bdc5199ca3efd6af04c80430d0\r\n",
      "easy_ham/00896.73f4eb6d676530f00ca391dd522034ac\r\n",
      "easy_ham/00897.116b99f81aa0d54498bca28abf4c29ab\r\n",
      "easy_ham/00898.611a5a9738e5905aaff6344c1cdaf32a\r\n",
      "easy_ham/00899.d7f9c80cf9bbd1355322a75886903b65\r\n",
      "easy_ham/00900.04d3fc4b18f2def855155994cd956529\r\n",
      "easy_ham/00901.dd49a05f9b0b28396c8a91b5b2fb0e2a\r\n",
      "easy_ham/00902.1e45b913616e9e1f42bab6b6f31ea830\r\n",
      "easy_ham/00903.49d4e076baf5a4d6272fa9a4e510dc5b\r\n",
      "easy_ham/00904.42d2e7951496bc3b1ee4b67185ce2746\r\n",
      "easy_ham/00905.05268a196c3e0e6464a45e41958a4554\r\n",
      "easy_ham/00906.bdc0d543b54cc81cf378c33bdfa39d4d\r\n",
      "easy_ham/00907.647447c8ce096234074b65ea25655a10\r\n",
      "easy_ham/00908.0be94e6d9ef62596e0dd488fc4d98b8f\r\n",
      "easy_ham/00909.777e83e14a0637cb3ffae7b5c8b0e77f\r\n",
      "easy_ham/00910.ba4833ce4dbc0ae64d1c148cf41aedcf\r\n",
      "easy_ham/00911.dcbdde154d9f25c1afe32f4b8f5f1f9b\r\n",
      "easy_ham/00912.f7faf669f2794a54dd91d62e7ac3b904\r\n",
      "easy_ham/00913.bc83c1f37836dee281cc5282e61acdee\r\n",
      "easy_ham/00914.a24840d53c5f49a00e66fa4425e4626d\r\n",
      "easy_ham/00915.22a9c52df39c264be488f62bba9d621c\r\n",
      "easy_ham/00916.1ea7a40e892220d43795fee49ab4849e\r\n",
      "easy_ham/00917.b633b615b29b9483b6e3ec54dd6914b9\r\n",
      "easy_ham/00918.4fb416f486e8b21ffe522b4074598b69\r\n",
      "easy_ham/00919.3ca1925f3bab9136611b8222f8cb047b\r\n",
      "easy_ham/00920.d7c069763cedddefa021e23cae0dd259\r\n",
      "easy_ham/00921.0407865778a278e577c287a9a04763a7\r\n",
      "easy_ham/00922.699506b21f6625eaaa1482c7fa034e1d\r\n",
      "easy_ham/00923.1a2af021ec7490b689a04ecd0226f9d5\r\n",
      "easy_ham/00924.4dbdc2c81ad764bfe29627498857b6f3\r\n",
      "easy_ham/00925.f32ef12bc4c8a7f4831cdfecd3b743e5\r\n",
      "easy_ham/00926.11b20c87f289b3743af174cd5a1d2c4f\r\n",
      "easy_ham/00927.acbc1da1de97d9257d57b4f46ed7a3f4\r\n",
      "easy_ham/00928.83cc6f8987cb3dd6090a8928f04bd608\r\n",
      "easy_ham/00929.8de0f155d0404d74ae006c0edff6b957\r\n",
      "easy_ham/00930.dd136d3d36e14ab324b79c3cf8c9e6e2\r\n",
      "easy_ham/00931.c27bf5c9bcb24c213aafe1b28fcbcc7a\r\n",
      "easy_ham/00932.659c11cb26c11baa33395f6f6c363ef6\r\n",
      "easy_ham/00933.20b1ef5013048f152931fb6c4e92e9ce\r\n",
      "easy_ham/00934.f9ba910a655535304bf26a3e281cb324\r\n",
      "easy_ham/00935.8ecbeab3ef30caba2c29e25744a2265a\r\n",
      "easy_ham/00936.e8fd8c240b680e948f85f2326cc87250\r\n",
      "easy_ham/00937.1442bfa30552275d60548860104339c3\r\n",
      "easy_ham/00938.e1a61251ecebf0f323c7815e68bdaa27\r\n",
      "easy_ham/00939.e48ae1c641ef0958595719db1befb0d9\r\n",
      "easy_ham/00940.2d6167e70e2aaa01e531409f1dbdd551\r\n",
      "easy_ham/00941.6805692546cf6517f808151dcc9dd6f4\r\n",
      "easy_ham/00942.727cb1619115cdee240fa418da19dd1f\r\n",
      "easy_ham/00943.c87bed16cca1b008f6e796a9e652ddbf\r\n",
      "easy_ham/00944.4c4f3aa0e543af3cab4859ad1b1b16be\r\n",
      "easy_ham/00945.e6eb589db145071f678c95f19b162b9b\r\n",
      "easy_ham/00946.36ac3a6b0fc1b34bb8c125fe75cff193\r\n",
      "easy_ham/00947.488310e3c7ba27ec9d99d390007b8c53\r\n",
      "easy_ham/00948.12717d1c7815c5e226f5b4324220dcd8\r\n",
      "easy_ham/00949.5a860f580179b99a227c4064ac28724c\r\n",
      "easy_ham/00950.552f3425d82204ce19d468127085b7d9\r\n",
      "easy_ham/00951.23649926ba46e21259b518be64d300af\r\n",
      "easy_ham/00952.61bd88dce9acd2fd68dfd2c2e2d9b675\r\n",
      "easy_ham/00953.39959392b9ccbbcbcacdb4211f2986f0\r\n",
      "easy_ham/00954.64e0c6e4f6fad8027420d8082164331d\r\n",
      "easy_ham/00955.34c902aff03e7a4911b6d5e378f69635\r\n",
      "easy_ham/00956.f566e64727b8f438aa73ee8d26e8f31d\r\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "easy_ham/00957.7a0420bc5e7ed1ce8333c98dc766e702\r\n",
      "easy_ham/00958.82f86525742d7ae45f4e6a9df49fb674\r\n",
      "easy_ham/00959.68fb2328c01cd34b7e0f1763c85f9c66\r\n",
      "easy_ham/00960.c4805da3c25d516184adc9343144c909\r\n",
      "easy_ham/00961.509b19e210cc3cda4ae6615a47663d68\r\n",
      "easy_ham/00962.52e0a3b43febe264a7010803f7909f88\r\n",
      "easy_ham/00963.0cc9003be43ed6a642376156e98f5fb1\r\n",
      "easy_ham/00964.4c5e48c8c2668559fbc379616893f3a7\r\n",
      "easy_ham/00965.5732172f491041028b563a9c919d9b4f\r\n",
      "easy_ham/00966.2a4fb2559839748a35516c870f765211\r\n",
      "easy_ham/00967.e95bd7ad9ef796e4b8f762d898bfc690\r\n",
      "easy_ham/00968.747f6cb40f4a18a2e7185454549d06c2\r\n",
      "easy_ham/00969.2d5fb4b3c8c376b12157cc8e0a2e7111\r\n",
      "easy_ham/00970.b567daf8f05ff88b2cc4418bdc993913\r\n",
      "easy_ham/00971.5b0ba338d08a9077b1256678781e4a93\r\n",
      "easy_ham/00972.b94b5871ba0d2d042da63d0fcaa2fa32\r\n",
      "easy_ham/00973.42545038686536033b1032380502ae09\r\n",
      "easy_ham/00974.e075ae7ee23cfacb24d0d1b59ae5af83\r\n",
      "easy_ham/00975.23aa3095e145bf342502ee60bc602c28\r\n",
      "easy_ham/00976.13ecce82e8d787ee17ae688d4c70737d\r\n",
      "easy_ham/00977.8046655ae38293b58a69a94389f20020\r\n",
      "easy_ham/00978.a136387f15961a4f0a2c0ca583206199\r\n",
      "easy_ham/00979.9eef0c20fa5a680d5d4d5b752bbf9453\r\n",
      "easy_ham/00980.c44ba5c1509adaeba8e9e496c91aef25\r\n",
      "easy_ham/00981.3eb28c739b5443730f65626c58e3995e\r\n",
      "easy_ham/00982.4e1d46e8b99725e70515f1df7410aa44\r\n",
      "easy_ham/00983.42eb62cc4057d03dfd3eb1c8afc270e2\r\n",
      "easy_ham/00984.6f4ec805e2e78d5310e0a4ae931e67b3\r\n",
      "easy_ham/00985.e20b9f4f171d907fb8d8439584fe03b1\r\n",
      "easy_ham/00986.93b7eb74f26330872be1d58ec9d2b64c\r\n",
      "easy_ham/00987.88641ac821f19f26060f12197bc585a4\r\n",
      "easy_ham/00988.2154210bb53f94daded7a622e26225a1\r\n",
      "easy_ham/00989.59155225507b38fbee48407ebb6cc68d\r\n",
      "easy_ham/00990.ee34876c3873d8e6197432ad9c558429\r\n",
      "easy_ham/00991.ec5d16cf8c633a2f15b8f98a39c58a60\r\n",
      "easy_ham/00992.4a6d6d9013a804213fff718806aaae49\r\n",
      "easy_ham/00993.041d0d8e108657fd1ba5c605a10e2bfa\r\n",
      "easy_ham/00994.63ad3cd73487972bfc2eb3e78e2e7cf9\r\n",
      "easy_ham/00995.11200ae0fc914c7056dcbf7dcfb4c107\r\n",
      "easy_ham/00996.01a4386651fb07928d2314d8690e61cf\r\n",
      "easy_ham/00997.3e7c9ac060fb43183adc891520f41ce0\r\n",
      "easy_ham/00998.84daa7907ccbbee4f20c4da1288cb196\r\n",
      "easy_ham/00999.c78296e77769d280844fe48f2f3babde\r\n",
      "easy_ham/01000.bd0b18ad8256a7cb29f5508a20cd19ba\r\n",
      "easy_ham/01001.ea532debe8b8f0f94d2fdbbaa743204b\r\n",
      "easy_ham/01002.c71b3eb67b112d8bf7d101cb3cacd6f0\r\n",
      "easy_ham/01003.56ffd3c6ad3dcb0598cb3b79a1e2dc11\r\n",
      "easy_ham/01004.beda866d3cdf304a31d178d03960a3f3\r\n",
      "easy_ham/01005.5ad1b924b3315046822ae89493e5572f\r\n",
      "easy_ham/01006.4a648f164dd2f6076f59272ea14c3c03\r\n",
      "easy_ham/01007.69e228a20df371852b13376f64d01002\r\n",
      "easy_ham/01008.507687dd01e1572bcd2392e1ba70345e\r\n",
      "easy_ham/01009.a48979e302c75b3b7427e2a494f71469\r\n",
      "easy_ham/01010.d1dee04c1b00b3b3fd642a475b6ef52e\r\n",
      "easy_ham/01011.026a9a3bdab758181c61e6d828a4e212\r\n",
      "easy_ham/01012.27f1267454edd513b56e375205d1cbdd\r\n",
      "easy_ham/01013.5e43d991c292968615961b1ccfc378b3\r\n",
      "easy_ham/01014.4268008fc066b05b4a6de75c8221bdde\r\n",
      "easy_ham/01015.8a6eaecc5bc6782f0f60bc0cafd412d9\r\n",
      "easy_ham/01016.553813d21aa39e50dee2eb5af2d67cc6\r\n",
      "easy_ham/01017.6b308cae901605ef24e3cb038d89c3f7\r\n",
      "easy_ham/01018.010877fb4fd12c66ec90c2d0dc36af4d\r\n",
      "easy_ham/01019.58335c892624e5dcf06dd7ba8706bfae\r\n",
      "easy_ham/01020.5476f3169409fc3128ed353f765869a6\r\n",
      "easy_ham/01021.3fc1c0955f38f5873882a577f00a5f2c\r\n",
      "easy_ham/01022.c0028d36bedd0f6be69cf55265ebce3f\r\n",
      "easy_ham/01023.fc38576d2e2054cc52566252f8c75465\r\n",
      "easy_ham/01024.97d0b660e8cc7c56294ba3a801d46d28\r\n",
      "easy_ham/01025.11e89c01b958ab83027b5ea3d508998a\r\n",
      "easy_ham/01026.96f87ecca532224622e3910ba33d8a13\r\n",
      "easy_ham/01027.427bd788f0799aabe46eb0d976bb3dc8\r\n",
      "easy_ham/01028.9bc3697b9d9eb23fc4427b482b012f40\r\n",
      "easy_ham/01029.2daa3bd281a583d4044a97d591e5155d\r\n",
      "easy_ham/01030.c51edb65048a8f86717b049b00ed7356\r\n",
      "easy_ham/01031.58993bacb186b32660aae3fc69890840\r\n",
      "easy_ham/01032.45c15f19b17814767f5e4e50e722e79d\r\n",
      "easy_ham/01033.d64406df785dc24169d6026c61287e08\r\n",
      "easy_ham/01034.6a298abdc5efe614a638c2b55582cdc6\r\n",
      "easy_ham/01035.1210cd8593aa0ed6eb21b86b9c97cc46\r\n",
      "easy_ham/01036.e008967440cf8ad7931ff05a1a845084\r\n",
      "easy_ham/01037.6b42b5f3d3d9e6293bf24af66b250655\r\n",
      "easy_ham/01038.2c9d48308237d4d7ad50bb6864602ab4\r\n",
      "easy_ham/01039.2b799ff9acbf233a7842eab00fcb848f\r\n",
      "easy_ham/01040.07f0f1f73a3c4408b488be99114a32c0\r\n",
      "easy_ham/01041.12f5732227f6d383a0e32355efbf0f59\r\n",
      "easy_ham/01042.5379f7151fef6cce3e2638aee3b193fa\r\n",
      "easy_ham/01043.e8e4f25ec1bd22dc927732b46860df36\r\n",
      "easy_ham/01044.33acf4acbd1ac5f96486771baeda20c7\r\n",
      "easy_ham/01045.5f6b92624699ddf883fc56e9b158c031\r\n",
      "easy_ham/01046.f0371dba9ae76787d5541e73a09099f9\r\n",
      "easy_ham/01047.16b625191a9dc2f7b4247daca75866a4\r\n",
      "easy_ham/01048.fb90c7a3003b8ea5117264b27842bf34\r\n",
      "easy_ham/01049.91539978b8a1bbef1b7eef0bb123b07c\r\n",
      "easy_ham/01050.bb48dfade0a8f372957e8cb2be0476e9\r\n",
      "easy_ham/01051.a739ef0dcd31c40cfeddcdcc017edd15\r\n",
      "easy_ham/01052.15a1e32baa8fb172ca169cf8481897ff\r\n",
      "easy_ham/01053.9f4c2fea143d25bf2680c444e547df55\r\n",
      "easy_ham/01054.7ed05844c2c47feea3059d7173a9f275\r\n",
      "easy_ham/01055.e1fbd6fb316f80e72bd883198f6098c9\r\n",
      "easy_ham/01056.3b111e8f39863835cc7133841b4649b5\r\n",
      "easy_ham/01057.e1933319a8e0ed075aab6d302b132dbd\r\n",
      "easy_ham/01058.89acc8a125f46d7fc204c132e3b37845\r\n",
      "easy_ham/01059.f40b9601c05badff9a3f39ac01660d12\r\n",
      "easy_ham/01060.9c32422288bf0e565cd43473fa6ac5c5\r\n",
      "easy_ham/01061.6610124afa2a5844d41951439d1c1068\r\n",
      "easy_ham/01062.ef7955b391f9b161f3f2106c8cda5edb\r\n",
      "easy_ham/01063.ad3449bd2890a29828ac3978ca8c02ab\r\n",
      "easy_ham/01064.9f4fc60b4e27bba3561e322c82d5f7ff\r\n",
      "easy_ham/01065.b1ad1862ff2ceeb1bfc9cbdf3f87ebee\r\n",
      "easy_ham/01066.f1bb150ef4ede1f6e29ea63ad2ef5684\r\n",
      "easy_ham/01067.960ee297ebec4e02bf924cdbccb893d4\r\n",
      "easy_ham/01068.09401b10e30f84e5cb9c8c5579296f04\r\n",
      "easy_ham/01069.a94a9df489c4da9bf8cf3cbca70b3e53\r\n",
      "easy_ham/01070.6e34c1053a1840779780a315fb083057\r\n",
      "easy_ham/01071.5d83f457fafaabe795b84a483a42a9e1\r\n",
      "easy_ham/01072.81ed44b31e111f9c1e47e53f4dfbefe3\r\n",
      "easy_ham/01073.b7af066dcf93f399434af1a0872a33f0\r\n",
      "easy_ham/01074.8590d61ac0aeeadb58dc2f2ba776c406\r\n",
      "easy_ham/01075.510d4d750a3f004389358a0c715175a5\r\n",
      "easy_ham/01076.3a56372738701391cf04b8a1fd379d3b\r\n",
      "easy_ham/01077.01e634786d242f323e683dd39e468c47\r\n",
      "easy_ham/01078.e83af8e93466283be2ba03e34854682e\r\n",
      "easy_ham/01079.da9e5ee6e70ae459ef6cc777d7b1621f\r\n",
      "easy_ham/01080.b8d12c010e45434e95f67889e26ba456\r\n",
      "easy_ham/01081.844461cf79fe409cdfed1c9456c064f0\r\n",
      "easy_ham/01082.39917c590e0204c5de0142acd3fb3d08\r\n",
      "easy_ham/01083.68ca1eec938ec95c00e6fcd3ed282dd3\r\n",
      "easy_ham/01084.f085d737f5244ffe14e8743e9226fd30\r\n",
      "easy_ham/01085.15903c3e109d4d35eae6bf5ef80acf77\r\n",
      "easy_ham/01086.b08af755794dea40b0f9fac774923811\r\n",
      "easy_ham/01087.cbaefdc8d4dc306f627eac05955cb858\r\n",
      "easy_ham/01088.a46067a122aa5ad5d062961e6ecb3951\r\n",
      "easy_ham/01089.b823a36e49a975cbe29c26766aaa55f8\r\n",
      "easy_ham/01090.a6575cc193fe3bb9f143aa0eb4fed7ac\r\n",
      "easy_ham/01091.9ae9c7b90e88ce075538a8f2ffe71595\r\n",
      "easy_ham/01092.de7b8468488cc45962d2f2d4882aeb66\r\n",
      "easy_ham/01093.a14e2f376790556ad2580f10f761f2cb\r\n",
      "easy_ham/01094.f14bc2edd6fc45fa7b09c0a4ad5b82e3\r\n",
      "easy_ham/01095.d350c57509e9508b773fa5294a9afc83\r\n",
      "easy_ham/01096.0ecf28b2697d77f7039d82f8838bcf8d\r\n",
      "easy_ham/01097.08d3f921b8b1e6627c89504ea1c14069\r\n",
      "easy_ham/01098.f1aee47bcb53f9e9810bc45602904ecb\r\n",
      "easy_ham/01099.7273b08ddcb69f15239cb516b118be07\r\n",
      "easy_ham/01100.3f3a79ad6a2cdd501aa86421fb5157a5\r\n",
      "easy_ham/01101.304a220a50b40f8f729e33ef0ed22f49\r\n",
      "easy_ham/01102.d178bf64121423fea27fcbf754d5f984\r\n",
      "easy_ham/01103.08012d5ec27410861a9b6b32b3ce0164\r\n",
      "easy_ham/01104.703f48a4a1fa8c0e7053fba23997ee81\r\n",
      "easy_ham/01105.7dff67aad7fedce9979018a890846b45\r\n",
      "easy_ham/01106.4a0535d0232e24b9b7107bcd16da1ae0\r\n",
      "easy_ham/01107.18f0cd87bd40e5c64270187a75d668e8\r\n",
      "easy_ham/01108.c6ab8ebf1a366d6420b94fbd4d06cb5c\r\n",
      "easy_ham/01109.871741426740bcfa32cdde600ea0805d\r\n",
      "easy_ham/01110.852a6d27fe8dabfba9b811d8016faa1a\r\n",
      "easy_ham/01111.2f7361f87bcf1782c2f7622d92c6bf7d\r\n",
      "easy_ham/01112.bedeb8c24b16a1351dc11e6d16233f9a\r\n",
      "easy_ham/01113.444c4a1faf97d17bc580aea2905b773b\r\n",
      "easy_ham/01114.ec145f9bdff18c1f07cdcc734fc554f6\r\n",
      "easy_ham/01115.2ba9b3536c901006108da168f1ea2e7e\r\n",
      "easy_ham/01116.a2298fb07d7033a5448f96a375884930\r\n",
      "easy_ham/01117.df1f4e3f246e4104bc4dad63548e59db\r\n",
      "easy_ham/01118.fde67e178520cc3f2557da150983ac00\r\n",
      "easy_ham/01119.055376f4837787aaa7890bf855b45dca\r\n",
      "easy_ham/01120.acaa2a2d6d3688986104cce5b2d3bc95\r\n",
      "easy_ham/01121.cbf22a7c1f37266504f71d7b7b5c8baa\r\n",
      "easy_ham/01122.69d3ebe6675d828f75af6ca1f905802c\r\n",
      "easy_ham/01123.c9c1c0a854f47b3249e596fc2bb361ed\r\n",
      "easy_ham/01124.d97a9cf2c49c6e1e15e0c0aa024d20fc\r\n",
      "easy_ham/01125.e1388e6a675c99fbf85b0ef5ac02d77d\r\n",
      "easy_ham/01126.d930bf33cb3a9468623c15fb4cc24542\r\n",
      "easy_ham/01127.979ce598c5cb0d3d68705e15040f5799\r\n",
      "easy_ham/01128.48db2981ac933d672bcc5203a7063305\r\n",
      "easy_ham/01129.f7613b6d091c77280226d622f866dd9c\r\n",
      "easy_ham/01130.616ad0cc28de13b6deabe9dd13d0dfe0\r\n",
      "easy_ham/01131.f0a4fc8a86ce5529ae7e96e86de6ad2f\r\n",
      "easy_ham/01132.2755d7d8107be0b804bb1f3f5ce29e83\r\n",
      "easy_ham/01133.d9329be5511d9ba5af54e36ce4cb3777\r\n",
      "easy_ham/01134.ababef706c62d3b9efd341c1ee763c85\r\n",
      "easy_ham/01135.d8ebf01721cded4695ffc8ae22b79caa\r\n",
      "easy_ham/01136.994c27928a3ef2d69d08453c49c95f7a\r\n",
      "easy_ham/01137.862bf0c202b134ec11c965d1a46a43a0\r\n",
      "easy_ham/01138.01c3f9c51755c5c8e2dca29bed384009\r\n",
      "easy_ham/01139.12d25b7cb030b26d64d0a16cd3462b21\r\n",
      "easy_ham/01140.71d7100b58f00faaf258b49150c6f54a\r\n",
      "easy_ham/01141.4dcaffc342880fbdbace580e702a1385\r\n",
      "easy_ham/01142.c86c585292af26a7c1b09ed6345982a4\r\n",
      "easy_ham/01143.77077715a838bb473dad6a466d2e2403\r\n",
      "easy_ham/01144.b3cbc4db9d2eac4cd0bea04fd75fc859\r\n",
      "easy_ham/01145.4280ea0a58b56c22eb21583a3b3db290\r\n",
      "easy_ham/01146.fe05a7a131928bf0997793278e203448\r\n",
      "easy_ham/01147.ee1b78a672dbd806bf3393ee9c3903c8\r\n",
      "easy_ham/01148.a8dd7b8896c5c7966bbc52e4f4b0a164\r\n",
      "easy_ham/01149.a3ac28c8860e0beffc8ace0ff49b4532\r\n",
      "easy_ham/01150.8cf9e9429b48ec70e4912a0acacf6a99\r\n",
      "easy_ham/01151.a454cc33dce527bedd70cf42cff5f079\r\n",
      "easy_ham/01152.94d97f41bdf572892508e21b3906aa3b\r\n",
      "easy_ham/01153.d533f7f18252b1a26a9f44a52bf0559a\r\n",
      "easy_ham/01154.9e17bb23e3f1dc6f61f25ea4e7946505\r\n",
      "easy_ham/01155.f0c05f9bee1162915522055b817f7a4f\r\n",
      "easy_ham/01156.64602d74854cb26859c88c6f560fca27\r\n",
      "easy_ham/01157.4717355611939c9adc6f999948fcc975\r\n",
      "easy_ham/01158.43389f122c4f93b2570339801a2be1a0\r\n",
      "easy_ham/01159.722f7cc3779f8b3d075043e2174378e1\r\n",
      "easy_ham/01160.98234b7fbbabe3d268a31b17141cf1a8\r\n",
      "easy_ham/01161.25f5db0a9305744347c51f64ac62efaf\r\n",
      "easy_ham/01162.526ce617b7abacafecf4fc1729c49516\r\n",
      "easy_ham/01163.8acc09ecc06772e532281df46843427e\r\n",
      "easy_ham/01164.2736b1ea833f290333e168efb0c356f4\r\n",
      "easy_ham/01165.5c0ba98485fd4a2e53286b852d62c1b6\r\n",
      "easy_ham/01166.8ab8acc80452beed11a4b841a05d4456\r\n",
      "easy_ham/01167.6c1a9d12bb40059b2b3aba3d1c5c0f3c\r\n",
      "easy_ham/01168.83677f30f1d1c95b863e4e464396e7d7\r\n",
      "easy_ham/01169.ef0eb0827674dd4d69006ed7cb2f6c8c\r\n",
      "easy_ham/01170.ff1eb252e91b1481ee0a2887eb862c16\r\n",
      "easy_ham/01171.bc028721505534967b4371da24b1e042\r\n",
      "easy_ham/01172.548e6eb1a164cc875189890a4b78e4f7\r\n",
      "easy_ham/01173.30be73e4da024638bfbdf5afc05b438f\r\n",
      "easy_ham/01174.6f3f36997e912f8c919ca2d5742b474b\r\n",
      "easy_ham/01175.1cc3a3de60d72ceacc94ecd526d8bf7c\r\n",
      "easy_ham/01176.ea3b78b12b9501f85cb38db408286ba1\r\n",
      "easy_ham/01177.c02828dcc9e06deffbdfb48b97206cb5\r\n",
      "easy_ham/01178.a90ac824be5cbfe0dbbe8824fa07cdd4\r\n",
      "easy_ham/01179.bf1aa6047c74cad4860b8010439f199a\r\n",
      "easy_ham/01180.13edd21d3fb5e2c397528cbc0a581b76\r\n",
      "easy_ham/01181.a1a32438921904f88c7c78f1fea03a8f\r\n",
      "easy_ham/01182.c9d5fc1ef170c05409bf3daa8f36568e\r\n",
      "easy_ham/01183.36c29b5d6d19a328c9928a157019a49c\r\n",
      "easy_ham/01184.d8c35f26c87d09b57575cd666070afd4\r\n",
      "easy_ham/01185.14b996f1781bdf510f63de191373d517\r\n",
      "easy_ham/01186.84abe104b1ba13a5fece47a170d5dbf1\r\n",
      "easy_ham/01187.26511acbd0a46e181d130e70080962f8\r\n",
      "easy_ham/01188.fc8b5d073a903f3de50d4b8e49457b9b\r\n",
      "easy_ham/01189.cca889df55c39eb86b57501a014c3e59\r\n",
      "easy_ham/01190.9f9b5b58c404059cc3cc6e20ee4bbe6f\r\n",
      "easy_ham/01191.07778802f15f6579b274b85a867ebde6\r\n",
      "easy_ham/01192.bf5336caa5be79062f70233fa759a1b8\r\n",
      "easy_ham/01193.5b3aa2609dfb823e754b1407d451f97f\r\n",
      "easy_ham/01194.222c2f540913589b180c35e7034fa5ee\r\n",
      "easy_ham/01195.a22a2504bafda16790a70217d253e770\r\n",
      "easy_ham/01196.bed50a1e10eb99f9ef1dbefa84c54731\r\n",
      "easy_ham/01197.4296fdc3b52c7a52d5373d5bc2205e69\r\n",
      "easy_ham/01198.7d3088654bb7b2cb0796da65b8c71247\r\n",
      "easy_ham/01199.59f410d0b6c37510d6a29d0d02f62101\r\n",
      "easy_ham/01200.fabbc41326c88fd504ae20791dcc3aaf\r\n",
      "easy_ham/01201.2da17f4409568ea3fad63130544ede70\r\n",
      "easy_ham/01202.9fe368b4f333335b31d0d5ede2db37ee\r\n",
      "easy_ham/01203.a19fd2f1ffc3d70528bd30e76a7e35d5\r\n",
      "easy_ham/01204.023682c9961ab23115eef87bb1e15e31\r\n",
      "easy_ham/01205.e3401c959bace9b175eba8c24da908d2\r\n",
      "easy_ham/01206.d6053e42110b3d3279a4e22613df13eb\r\n",
      "easy_ham/01207.3619f002d359bc9c29090c58d7c1b838\r\n",
      "easy_ham/01208.dd294e4904940446bb82b45b37981bce\r\n",
      "easy_ham/01209.b9169047bffea1b9af14ca41f336eede\r\n",
      "easy_ham/01210.3b4f94e91b69061def190573072e880c\r\n",
      "easy_ham/01211.6f83def18349bc93808cbd6b0642b173\r\n",
      "easy_ham/01212.5f88fb786e44da332e42c578fe657978\r\n",
      "easy_ham/01213.25bf48d2ed386aa84360862062fc9c54\r\n",
      "easy_ham/01214.7c4b7b61391c72f324a17a04b680c30c\r\n",
      "easy_ham/01215.94a01e7d8bb1206fbb2f1cc7fb3dcdbd\r\n",
      "easy_ham/01216.e30b39890b41cf8740b3315f79521f59\r\n",
      "easy_ham/01217.ca4f6cab0653e40829f209aefb242ae0\r\n",
      "easy_ham/01218.9ccb65e5b538133faf5c90bf7b3f8374\r\n",
      "easy_ham/01219.45cd32c7d6ff5dcbc288797d8e8d7514\r\n",
      "easy_ham/01220.f57815121767436c538407a25eacdd88\r\n",
      "easy_ham/01221.84df71e86c3f6a71a7cd8bb4f6a97741\r\n",
      "easy_ham/01222.924583306d4cc0c089a9b295915439e4\r\n",
      "easy_ham/01223.bd57469f0b8c0ca986d7a3f40681b56e\r\n",
      "easy_ham/01224.62979c059bdc69eae460be6a91f0bf1a\r\n",
      "easy_ham/01225.394c24658bf3f9f8f741bcbc94ca017c\r\n",
      "easy_ham/01226.a6b2d7b7cf1bc0586ed8cb7ee055d67f\r\n",
      "easy_ham/01227.0c0989577c7476c986aa5328e4ef6118\r\n",
      "easy_ham/01228.8d68492f313838ba1c667c04e0886f86\r\n",
      "easy_ham/01229.ac0aaae3ef49b84eee5d0749fa140f0b\r\n",
      "easy_ham/01230.8ff878325b7c108b20c4d9d609c511b6\r\n",
      "easy_ham/01231.6586e5650d4dc69bff659d38a695721c\r\n",
      "easy_ham/01232.2f44f5a2186e97cf4d65cf191d98e646\r\n",
      "easy_ham/01233.e83467b2f6c65830f00860df89f3b0c5\r\n",
      "easy_ham/01234.868bd8bcbcca009a5856a8ce6da3f593\r\n",
      "easy_ham/01235.ba9c966dd1894a1206da779f572da412\r\n",
      "easy_ham/01236.80295013ea9517181a3a42ad0d4a7f63\r\n",
      "easy_ham/01237.2707518b441177e2f7e8497b63028981\r\n",
      "easy_ham/01238.ccc75b68c2caed8cb251f188164ce8d8\r\n",
      "easy_ham/01239.366f4cc20cf91bd48ec1645f27dc35b3\r\n",
      "easy_ham/01240.606580f695bf5dcf324240db2776def8\r\n",
      "easy_ham/01241.6256684c417b030200ac2792ec46aae4\r\n",
      "easy_ham/01242.813fdb697bdf7abcc40b61a31364ea94\r\n",
      "easy_ham/01243.4288f9b90d18390df79cd4d6f95feee5\r\n",
      "easy_ham/01244.b9cb6115cc7d56d7cba71051834a4d06\r\n",
      "easy_ham/01245.eb8e87560f382001583084d77b047e19\r\n",
      "easy_ham/01246.1734a462e0890957b876bd2bdeca2818\r\n",
      "easy_ham/01247.2a40443c1cba2e07a993b186db41971d\r\n",
      "easy_ham/01248.cd8df6fde5910535d604ad30d0fd872c\r\n",
      "easy_ham/01249.0898a8cbcc6fd1f663d3674685afa7ee\r\n",
      "easy_ham/01250.d793a216ea4b705ea8ea27e396fb115d\r\n",
      "easy_ham/01251.793e5c04967cb90191e805dfa619c55a\r\n",
      "easy_ham/01252.60a457d292a0e9c1307a196324d298dc\r\n",
      "easy_ham/01253.17f98c5b0388d2ae46e31cb6308c7ab6\r\n",
      "easy_ham/01254.e1ba700d620871e67b4f7db4b8859ac3\r\n",
      "easy_ham/01255.3b6925695108a60022e1557430f4973f\r\n",
      "easy_ham/01256.406e1d468dbbc7347179c131ba33f76e\r\n",
      "easy_ham/01257.cd426b4dcf52fd10d26e645b7ace3e14\r\n",
      "easy_ham/01258.a655740f71f7f330ffd270d20444aac6\r\n",
      "easy_ham/01259.503b1765330dada13ff5c85d8b5d9d29\r\n",
      "easy_ham/01260.00507d8794730b35f686ed06471e12ce\r\n",
      "easy_ham/01261.eafbf152124bcd764327d9fda1e8c86f\r\n",
      "easy_ham/01262.0c914a94f4d603363d76958a84c954ec\r\n",
      "easy_ham/01263.40cec40ea12c55f2ac9a98dc07c55d1c\r\n",
      "easy_ham/01264.a6ae16864e0d116132a7d3850e33e9a6\r\n",
      "easy_ham/01265.a6a6ab5606db30f275ee08d3a54b24a9\r\n",
      "easy_ham/01266.94c891b6d36df9a9c187a71e7d90eb83\r\n",
      "easy_ham/01267.88686fe91228476214e39e736ef35838\r\n",
      "easy_ham/01268.0cd2c295a12fb03140c6549cb8980012\r\n",
      "easy_ham/01269.e302364af9816c7d7be5926ebb7652ed\r\n",
      "easy_ham/01270.49d052edd258d0f9eb08ca05e177f965\r\n",
      "easy_ham/01271.519b987eddc0633ac3a5908c33a1fa2c\r\n",
      "easy_ham/01272.8262ec8f7abfb5b42a2548ce966120dc\r\n",
      "easy_ham/01273.0fbb8edd390685df241007451832f145\r\n",
      "easy_ham/01274.bfe4843cd130926efe53dc96bd3dfeea\r\n",
      "easy_ham/01275.5355809b43b1476a1a64a01049857097\r\n",
      "easy_ham/01276.ae29d5365a747f3c249768ba47e73b52\r\n",
      "easy_ham/01277.80c68862f31f15ac616d77358c449fed\r\n",
      "easy_ham/01278.a6b5dc8309ecd924c2ee872d35899de7\r\n",
      "easy_ham/01279.8cd7c5fcfd7a06b4e2b066a7c76846fe\r\n",
      "easy_ham/01280.08e69f637d901fab10aec6c9492d068e\r\n",
      "easy_ham/01281.f5f822f148c91fb7bc87e782f37bd5d4\r\n",
      "easy_ham/01282.8a72fa3979269299eadf8f9742cc4ab6\r\n",
      "easy_ham/01283.a6c7612823e8b946c41bb4c25a64b31e\r\n",
      "easy_ham/01284.5134a1b148030ba27c152e387c3e8369\r\n",
      "easy_ham/01285.64cc8542a7474c2d10de1d890a849307\r\n",
      "easy_ham/01286.a545b12da2ac94e36c6a7033bf077072\r\n",
      "easy_ham/01287.c8de1608b71977e5dd6b71da6a2019d7\r\n",
      "easy_ham/01288.f426e00bfbba33dcca835e93097497bb\r\n",
      "easy_ham/01289.1546c81997f7f3f154f6ef18d6e6bbf7\r\n",
      "easy_ham/01290.41e79a15cd074594f220dfaed53d51aa\r\n",
      "easy_ham/01291.dfc4b8ceb611c971fb6b821eecaa9cea\r\n",
      "easy_ham/01292.554aabaf0a334854817cf994e6951ada\r\n",
      "easy_ham/01293.d9df56671e03c3767875a6e5d4673a09\r\n",
      "easy_ham/01294.8c242aa8998042dd666b7f9db56a6a3e\r\n",
      "easy_ham/01295.c440ea598ea18fee4cf3d2a1a9cd6864\r\n",
      "easy_ham/01296.d07e5ec1fd7ad9a466deb9cf621e7ed9\r\n",
      "easy_ham/01297.911ece8836afba884cf1d352d6749578\r\n",
      "easy_ham/01298.65b9c164b1fc671b0c050ff3f82e77d2\r\n",
      "easy_ham/01299.3d97e3706e7d000ee12fb9e2a5947ed5\r\n",
      "easy_ham/01300.b4d2c4f321c89df3e5f3e7b4bb9326c1\r\n",
      "easy_ham/01301.83b3e0f947cca0c2e3f5cbaffd2772eb\r\n",
      "easy_ham/01302.06ac4ee24e3c434afa330b8c0408649b\r\n",
      "easy_ham/01303.e0dac36f259ebc7b7b4ac81c6923d56e\r\n",
      "easy_ham/01304.33e179931a138954fe23c556cb2068aa\r\n",
      "easy_ham/01305.2c525c3b4e9d21a1af3534d1a059cfaf\r\n",
      "easy_ham/01306.01273f7d32eaabde7b20f220e13eb927\r\n",
      "easy_ham/01307.4b06bdd9604366d63b4106aa8c715c06\r\n",
      "easy_ham/01308.18d641ec475649b1a8ea5ba7292b3e05\r\n",
      "easy_ham/01309.2bec637bc28145370e47c323f994e6eb\r\n",
      "easy_ham/01310.770eccd33b2cdef430359fe8a771e2de\r\n",
      "easy_ham/01311.bcbaf39917e22619944a0e18eb7233f7\r\n",
      "easy_ham/01312.f553517c829fc5778f61f879aa6330df\r\n",
      "easy_ham/01313.f8778c3339382c5514c9e201847f75ee\r\n",
      "easy_ham/01314.ba7b992d372c23964b8b4a1de885a095\r\n",
      "easy_ham/01315.8e0a668ce9b6e62261baccba167f8a67\r\n",
      "easy_ham/01316.41c15382cdd5ff4fe78ae3484ff1dc6d\r\n",
      "easy_ham/01317.55468871d6f7618afed9a0b07ee2609e\r\n",
      "easy_ham/01318.db11c5ecba49aba4fb12fbead712f815\r\n",
      "easy_ham/01319.683e3c750cb5757c27ee18cf6a2ff905\r\n",
      "easy_ham/01320.f1760dca874206f2189cd242da670499\r\n",
      "easy_ham/01321.837b8a696b13b820d154fcb1a0ef6465\r\n",
      "easy_ham/01322.3fde258b3dda105ed24385384566c2e8\r\n",
      "easy_ham/01323.596c172d2be2aee1c7b688b043cce5be\r\n",
      "easy_ham/01324.277cb41dbcbdb083741a66b0c0900cf6\r\n",
      "easy_ham/01325.a0795ecac90cad480868674cfe180695\r\n",
      "easy_ham/01326.d8a709dac6b1c32aa355f0556350b4ab\r\n",
      "easy_ham/01327.1fa998a9866210caed63b142b5b44156\r\n",
      "easy_ham/01328.d0911b225327299d50bc7c7f2284afdf\r\n",
      "easy_ham/01329.19b80c37a933da3531c62ce091e7447c\r\n",
      "easy_ham/01330.765b68f74cf98c8f9cca11999799c206\r\n",
      "easy_ham/01331.4c2d95f57be99f72685e0baff1d32450\r\n",
      "easy_ham/01332.04432fe71e50fbd52f3d8811c1704df6\r\n",
      "easy_ham/01333.fa9c7de34b2a881a69cf649a6a89b15c\r\n",
      "easy_ham/01334.03de0c9d7098f5546c8b95ba9bba0265\r\n",
      "easy_ham/01335.7ea8fb1b5cbb5f10d5e59ce2dffbe2d6\r\n",
      "easy_ham/01336.82adb611b4bea7ae97c57911d3152cee\r\n",
      "easy_ham/01337.e515b1d01d6d98606d994b1c8901904c\r\n",
      "easy_ham/01338.d83fecb2046120fc72d0bb23c150ec4f\r\n",
      "easy_ham/01339.363b1a2eaf356c7b0972c1b81b1db5d5\r\n",
      "easy_ham/01340.2ad5807dd42687fa1f00f40143e175e4\r\n",
      "easy_ham/01341.34cf1021232db9d1c782888dcd1e5328\r\n",
      "easy_ham/01342.ed7748538ffe5695ead0f2135d88d9da\r\n",
      "easy_ham/01343.bc684655fe9c17545f0eea20d6ebdae4\r\n",
      "easy_ham/01344.9076ec44d13f2da07adbe956c032f17b\r\n",
      "easy_ham/01345.ffcc21afc6fa4e97f32f1980c05b33e8\r\n",
      "easy_ham/01346.cbc6b23ec727627babef10bb4cb37158\r\n",
      "easy_ham/01347.5dd5701d8031b7142d587456be226816\r\n",
      "easy_ham/01348.4cfe9c750b06d2062813ea730233e077\r\n",
      "easy_ham/01349.dfb652931b4c7be5c825220a319e9af5\r\n",
      "easy_ham/01350.a0f7f7dbe59f334cd83793d518e603c5\r\n",
      "easy_ham/01351.17df08b43e42781f7e92b91a3ee174b1\r\n",
      "easy_ham/01352.400cef8d0d007f3d7ba8a0c7a8717fcb\r\n",
      "easy_ham/01353.cf72da836d8b771bea4110c8f9b5599b\r\n",
      "easy_ham/01354.8a0699778c705d4f2fbc6f611c11bd05\r\n",
      "easy_ham/01355.9604b641ed970d50b35f2ec2af848e1f\r\n",
      "easy_ham/01356.6edc052e900ddd438a25c6fbe4106334\r\n",
      "easy_ham/01357.cf1f4075b85a439abfc8c0b81bca73ec\r\n",
      "easy_ham/01358.856ab1787169df5216c2c426392cbfbd\r\n",
      "easy_ham/01359.6da1f33746a38bed81d2e7badd0e33a5\r\n",
      "easy_ham/01360.542f5bf8fe1935cc079504c0a0269923\r\n",
      "easy_ham/01361.bc57ef0754c9fae5ab89cac38f656200\r\n",
      "easy_ham/01362.0892cc75c110776a0de7d611d8bab241\r\n",
      "easy_ham/01363.77a99b8d1fa345c7fa3af272f41591e1\r\n",
      "easy_ham/01364.eaba5be49d5662dd5e3f89a7f430e614\r\n",
      "easy_ham/01365.6c57c95938ec12a82d900ad529ad95fd\r\n",
      "easy_ham/01366.f862e5456473e82837fc0a89c6abf5c2\r\n",
      "easy_ham/01367.9a717ca796511aa95c97274c68525fe6\r\n",
      "easy_ham/01368.777aeabc5c7bd8e90b3c1cd33438b394\r\n",
      "easy_ham/01369.164f2b4346151fcef70cd4c71d335ca3\r\n",
      "easy_ham/01370.2b2624810ea623cb3b83e4181c114964\r\n",
      "easy_ham/01371.2e4162848b6034ea5ba93431c6d69d36\r\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "easy_ham/01372.67735089b50706e59ad0573492fc9af2\r\n",
      "easy_ham/01373.fe9c60e3649ce258e8f5f6c40c9b2ce7\r\n",
      "easy_ham/01374.5d5d21f3e389c6de699918082d008fac\r\n",
      "easy_ham/01375.969eb724c2a164f9a010c82fdec8704a\r\n",
      "easy_ham/01376.d80cb9df41061f317f7a1b8e5c6c4038\r\n",
      "easy_ham/01377.16cba8696342f88afb336b700c049819\r\n",
      "easy_ham/01378.b2879080e678334d2473d0e93e89c818\r\n",
      "easy_ham/01379.fa3f6f5c9a842b4bed1a4578d1f56e37\r\n",
      "easy_ham/01380.0a97683490023a8f59c230f5057d15bd\r\n",
      "easy_ham/01381.e8771e2f2786ccd37b1ecdbecd63c881\r\n",
      "easy_ham/01382.cd81392e9d575f84e9870b00f41e2fcf\r\n",
      "easy_ham/01383.18c85b7ead9efe35b9a128c42e5170fc\r\n",
      "easy_ham/01384.e7263302093734244d473fe1f7518497\r\n",
      "easy_ham/01385.2bd848b0b7319c71ebe0fb9282a0a814\r\n",
      "easy_ham/01386.4421abca51be5e71c1651102468420e2\r\n",
      "easy_ham/01387.cd289cbef7f9cb842982e78e49575ca0\r\n",
      "easy_ham/01388.69b4bb3955f65fc32e46fa6e45c65539\r\n",
      "easy_ham/01389.59a935b5c0c95126a686378c5cac67dd\r\n",
      "easy_ham/01390.b29cb5347273b971d876082ebf77242e\r\n",
      "easy_ham/01391.1b54dd8d1b54c65ecb9fd0e9ecbe55be\r\n",
      "easy_ham/01392.775dfd40216f19a11446aa0a3d8d1e73\r\n",
      "easy_ham/01393.7c259c411369b7039505bc91769f09a6\r\n",
      "easy_ham/01394.cdeefbed999cb93e1643908d2c30f217\r\n",
      "easy_ham/01395.2b05351de956c6df76680ac3d2c8afc6\r\n",
      "easy_ham/01396.54a6a27cbd8983e74c7646cb18330f61\r\n",
      "easy_ham/01397.53c38cd7bcd8f13b0d6b784c9265cec1\r\n",
      "easy_ham/01398.71acfbb0cfc859e20438e06955e66d27\r\n",
      "easy_ham/01399.1bc3334a93af5c1919c0520a12965223\r\n",
      "easy_ham/01400.a654793f35a555abaef51abf76d47d75\r\n",
      "easy_ham/01401.70777d5f3e75c701de00d7df66e0dcd2\r\n",
      "easy_ham/01402.602c05e4bdb1f3e4d293f3f9f5a7baad\r\n",
      "easy_ham/01403.240c78274ebf62c726f214797242b409\r\n",
      "easy_ham/01404.789355d67d32ceeedce39b891883eed5\r\n",
      "easy_ham/01405.e574cc5a3baa8e1a715977d29474c6a2\r\n",
      "easy_ham/01406.73967a202d2dbbc9651d0828f3fea38f\r\n",
      "easy_ham/01407.5388b24c7941469cb0164922cf67d111\r\n",
      "easy_ham/01408.3967d7ac324000b3216b1bdadf32ad69\r\n",
      "easy_ham/01409.6874e3b9aad08eb5081dfcbaa3871ffe\r\n",
      "easy_ham/01410.ea9902d4f7947bd3105d23f2b9874690\r\n",
      "easy_ham/01411.f65bc59a6c6b8a80794b04e271148b39\r\n",
      "easy_ham/01412.c6d74476958fabc3a2a7572079a6ce8c\r\n",
      "easy_ham/01413.d1561ddcf3ead3a670b4516b3337216c\r\n",
      "easy_ham/01414.162de78ddf6779f2130568460cbe2924\r\n",
      "easy_ham/01415.f3a2a0972d0e7c8490bcd79664be7db5\r\n",
      "easy_ham/01425.c6c34c1234e8b04e01326868202110fd\r\n",
      "easy_ham/01416.dd0b9717ec7e25f4adb5a5aefa204ba1\r\n",
      "easy_ham/01417.ce7b07a2114218dbac682b599785820d\r\n",
      "easy_ham/01418.de6a5fe900081a0492fb84f6bfae46a1\r\n",
      "easy_ham/01419.97da4f8a986b55cbe1f81bb22836ac58\r\n",
      "easy_ham/01420.4ee4b7db2ca10b3f5ec512d26bf8b3f9\r\n",
      "easy_ham/01421.e01ad8fa7bcb36e969c838578051d684\r\n",
      "easy_ham/01422.cbcae309928553721fdf49cdf98541db\r\n",
      "easy_ham/01423.d12eaa7e292c15107171b0eb39ea40df\r\n",
      "easy_ham/01424.14cf0162b6bf5274305b7b573a0c3a82\r\n",
      "easy_ham/01426.a44cbbf8a894adb293a56a20758ae065\r\n",
      "easy_ham/01427.7c150370fd480849df4e8ab564d88fe9\r\n",
      "easy_ham/01428.a040cc94f80fe9db775e898acfe3c3c9\r\n",
      "easy_ham/01429.6d9cae984e2f92f32d70594f5cc37c87\r\n",
      "easy_ham/01430.a13c07ca5673aad2384d380041305054\r\n",
      "easy_ham/01431.007d88c08ff1d098101146a0b68f7665\r\n",
      "easy_ham/01432.398dffdbd1e29fb5b5af86bc1f939f64\r\n",
      "easy_ham/01433.4392b7c4884f0f218e74a0b86cc5b8c3\r\n",
      "easy_ham/01434.91fb1f11e7d4feae12121239c4c19d9c\r\n",
      "easy_ham/01435.e25d83af5e02f2d2e97880c2e2f17eb2\r\n",
      "easy_ham/01437.a16dc704b4bfe8b170724a4b68389a40\r\n",
      "easy_ham/01436.dc449ba377210e77d84647619e49c872\r\n",
      "easy_ham/01438.3bdd05f78df18d1add2e9a5afd85a6e6\r\n",
      "easy_ham/01439.6a7c45811ec7605d19d385f32cbee42d\r\n",
      "easy_ham/01440.cfce91ecdbad4a984e4efb71c5c497df\r\n",
      "easy_ham/01441.28d32ca53515c4d059474dcf544cfa20\r\n",
      "easy_ham/01442.a81b9c1ad6e37314caa3068a26ca203e\r\n",
      "easy_ham/01443.fbf45616f74c213bc92c655133eeee73\r\n",
      "easy_ham/01444.e1ba7ba95203d116703a10056396a037\r\n",
      "easy_ham/01445.943b6ecc93ff03231306c4e9efeadc01\r\n",
      "easy_ham/01446.2bc1d074ad6e9bc83adf861ccbf0c498\r\n",
      "easy_ham/01447.98e4b20ceb192594e992f7db9f8dfc53\r\n",
      "easy_ham/01448.335343826f0aef0c176f3aebe3c1806a\r\n",
      "easy_ham/01449.36c83d8ef96bc2bf4f6606ab8e62a4a5\r\n",
      "easy_ham/01450.b1d4f6eb3023d388319422cec20d1b0d\r\n",
      "easy_ham/01451.b5a50ca35f50e38d37a2eba47399f57d\r\n",
      "easy_ham/01452.05464b6ef101be1f2f10809d1577d630\r\n",
      "easy_ham/01453.457f368091551f4307961511ce0ead34\r\n",
      "easy_ham/01454.9d6b2206cc67fc7bdce65109a7bf1b5f\r\n",
      "easy_ham/01455.6f59785ae19e2d0c92f0f18764e5e8a6\r\n",
      "easy_ham/01456.5f475d17a5f72ce4067c8727d2db160a\r\n",
      "easy_ham/01457.7702aebfdeac35ac42bd6214f0292a18\r\n",
      "easy_ham/01458.faf90fabe2c118e46dd6a60139a7317f\r\n",
      "easy_ham/01459.47dae1d7997a3d599a8e8f92e53485f4\r\n",
      "easy_ham/01460.09c189854f1d2107aa2ca1a9f3d3e167\r\n",
      "easy_ham/01461.df42ad590ab7cb5ccde90f0cc1ef3dda\r\n",
      "easy_ham/01462.0c2d54d028173cebcb091842144d268a\r\n",
      "easy_ham/01463.28034eb6874b95b8cd4f681cedd0069f\r\n",
      "easy_ham/01464.e3de6d443aab79ba36f75b7e737c7888\r\n",
      "easy_ham/01465.b1fa1feb0603eff01231fa4a5a74cf37\r\n",
      "easy_ham/01466.cf50ec729ec45590dfbb6eb9c4f33175\r\n",
      "easy_ham/01467.3c3e579305d1975c1792ab734c99cdda\r\n",
      "easy_ham/01468.a68ebe03295c662d692e89930e88d07e\r\n",
      "easy_ham/01469.c15d5afb7a49819feadf6c4f3f40c224\r\n",
      "easy_ham/01470.7c7fe4fbf02ec4ec0361bac300830e9d\r\n",
      "easy_ham/01471.df4b4b9ea2810aa90193462b95cfc05b\r\n",
      "easy_ham/01472.b946f70fda01dbc20c92e78c1afeea17\r\n",
      "easy_ham/01473.1b15dc3174af070411cb9f2bd16add15\r\n",
      "easy_ham/01474.87ab36335ec20ae5f4f60955a1c07c5f\r\n",
      "easy_ham/01475.031c58f71a4943490cc3b5aeb13b795c\r\n",
      "easy_ham/01476.63631b2e613c4c2cafa59a581e2f620b\r\n",
      "easy_ham/01477.705f3f5f15f10c4ed2f2cf802e1a5bf1\r\n",
      "easy_ham/01478.6539703e21dfb4f52faa4db689dbc6d5\r\n",
      "easy_ham/01479.c8a6082ee6a9e21154786f69c71b95bd\r\n",
      "easy_ham/01480.1d6e92e72f85630b288a712075387058\r\n",
      "easy_ham/01481.cf3798a158a9f359fd048b6a2895a878\r\n",
      "easy_ham/01482.a3576ddec34b0481a9a671c1f3c141c3\r\n",
      "easy_ham/01483.25278a257e2a09ef840351510809e000\r\n",
      "easy_ham/01484.135f04f6f10d59dbc5c67c4841f4d33f\r\n",
      "easy_ham/01485.4efa6516427c6184adbb4f559ee84055\r\n",
      "easy_ham/01486.d055246ae702f2eaac34a5ce2719c87e\r\n",
      "easy_ham/01487.7bfc394e400ea1925c895925dfeb6b6a\r\n",
      "easy_ham/01488.e5500a90fb3169185bfcf41ef381bd7d\r\n",
      "easy_ham/01489.408e736d2c2fb22b64f9b588c788dad1\r\n",
      "easy_ham/01490.859db59aa3abbf8c92e1766d1aa147b5\r\n",
      "easy_ham/01491.870d988a32a3c80dd577625de0f2b708\r\n",
      "easy_ham/01492.d8e254a173dfdaf36911e9e76ed3e518\r\n",
      "easy_ham/01493.54825a42c8197a8f7045cf4eca7f3ec3\r\n",
      "easy_ham/01494.546fc9949239936419fc8decce22bd7e\r\n",
      "easy_ham/01495.4e9c81cc55d6f717163921629055bc6a\r\n",
      "easy_ham/01496.eb636682660e89dc6411f4587d18bdc8\r\n",
      "easy_ham/01497.7bd463ca8ed96d9d4e12ed6a3958008c\r\n",
      "easy_ham/01498.e0d9701d1bf2798b86efb602a44d072b\r\n",
      "easy_ham/01499.a60b4403c9b03c1812b8aaa7d3e666df\r\n",
      "easy_ham/01500.e0ad2000e488cfcfb840cb50a9383c01\r\n",
      "easy_ham/01501.78f2f952275ec4ddeb969cf596d3ac66\r\n",
      "easy_ham/01502.e49f253ddfc6fb63d759ad198890404f\r\n",
      "easy_ham/01503.5e13994a5676296ed31b14e83367031c\r\n",
      "easy_ham/01504.3a306a038f96c31abe2440db7f7c6806\r\n",
      "easy_ham/01505.736da2d34e20948b7287da130be6e7da\r\n",
      "easy_ham/01506.4bbed296f60b0c14d64999d64081fe40\r\n",
      "easy_ham/01508.8e4d2554f8964f6b4d78170884abd0d3\r\n",
      "easy_ham/01507.e06cf7fcfb3a512f43c827529c19a9e6\r\n",
      "easy_ham/01509.e13d579ab7ecc89514b343c16ea37ecc\r\n",
      "easy_ham/01510.08454da046a34bf7a209a3f3957066fa\r\n",
      "easy_ham/01511.61654b90f93541b604ca624bca8ffc8e\r\n",
      "easy_ham/01512.9a1a7937d7a0691e79d806bdfbda28a3\r\n",
      "easy_ham/01513.80c5fbd984e4ff243d1deeae20ca78b8\r\n",
      "easy_ham/01514.5038367be8c46c0ade062ddd7e03422d\r\n",
      "easy_ham/01515.8eef4db7541adb66e4da229a41666635\r\n",
      "easy_ham/01516.c4f43cc7b838c86bae2005e25850f08b\r\n",
      "easy_ham/01517.254d90491f1660ec23989b4bfc90d2ec\r\n",
      "easy_ham/01518.cc9c410a551f14cd20f150b73d226353\r\n",
      "easy_ham/01519.9b05511d9273ddffdbc1f45dd43fd9ee\r\n",
      "easy_ham/01520.2a29e50286ea0bc939e9fb4c9cc13a50\r\n",
      "easy_ham/01521.ab51de7c30aa23d361c81b99cfb55d3a\r\n",
      "easy_ham/01522.399f9b55d65180631a94a13de6048244\r\n",
      "easy_ham/01523.bdb6a45d09498aa3d8328161459adb26\r\n",
      "easy_ham/01524.59942583cc58fa95ab7d333121598c2c\r\n",
      "easy_ham/01525.fb1d9c8b16b705c53e4cbaf0c1658767\r\n",
      "easy_ham/01526.c30529e56e1407674dfcb3f7080ec91b\r\n",
      "easy_ham/01527.81281cede1b20e6bbfd9f53ee846f815\r\n",
      "easy_ham/01528.09b67e7e14a95859ee6353702058323c\r\n",
      "easy_ham/01529.a34b955e2414056d9d41b48c95f7f15e\r\n",
      "easy_ham/01530.a942433d8d15aa78b6dbee89bf0f09d8\r\n",
      "easy_ham/01531.b1009af0f58d3f0002fbcb3d95f6c1f1\r\n",
      "easy_ham/01532.9baef6f6223b67dc9a0354edabd518d7\r\n",
      "easy_ham/01533.9043f31a8168ff0742a99269f4628d2a\r\n",
      "easy_ham/01534.0af697b73ae39808dd4035294018be4d\r\n",
      "easy_ham/01535.5820cd5a31671e561c20802d2e005914\r\n",
      "easy_ham/01536.9182389be6cb243f644c8cb962a5679e\r\n",
      "easy_ham/01537.ded3233d7649ef141c30e4cc1349f790\r\n",
      "easy_ham/01538.5360a2f683734ab1db6aed00cb329fcb\r\n",
      "easy_ham/01539.1c647c2f17378d671f0b94c25767f708\r\n",
      "easy_ham/01540.a88bbd554b661bc22b47ebbd2763e88d\r\n",
      "easy_ham/01541.88870557aa0c4375f11749cf5cbc6c05\r\n",
      "easy_ham/01543.044ee0da6eaa44adbadc131be0bcb2d2\r\n",
      "easy_ham/01542.ed72bf2cd81ccd4c076533fb0af004e5\r\n",
      "easy_ham/01544.62616d90c7904be02b84255b8dd94006\r\n",
      "easy_ham/01545.0ead90c2ca16ba3631a48c1fff4fa3ef\r\n",
      "easy_ham/01546.600ca62f96dca0db15aa9ebbb19426a8\r\n",
      "easy_ham/01547.637d2970bb87c9f4090d809bfa16fe9a\r\n",
      "easy_ham/01548.e180f41d2fba17905a020043c78febc9\r\n",
      "easy_ham/01549.a465f982502ac6d7c10118f1939f6974\r\n",
      "easy_ham/01550.a036d340bdcf122c8eca891557d50b51\r\n",
      "easy_ham/01551.f08fe347237aafcc3c8cff08a9cf94c3\r\n",
      "easy_ham/01552.340f1924ed7f83b0db34841845465f7d\r\n",
      "easy_ham/01553.da9908f7cf34f302bb78a9986f901ac5\r\n",
      "easy_ham/01554.0aed12846b3981a2a13adf793083e4f0\r\n",
      "easy_ham/01555.14d3d514cf6188c29a13e0d2cdb90a8c\r\n",
      "easy_ham/01556.126fd032d9f624e282a711df96f64cc6\r\n",
      "easy_ham/01557.25496d0c7fc8acbf284debadd4f1dc07\r\n",
      "easy_ham/01558.72508aead37c2c8073e32f9e33e62532\r\n",
      "easy_ham/01559.8648558d73a0837e970b7720184fdffe\r\n",
      "easy_ham/01560.62422bb7104da6017e5568907fd41fb7\r\n",
      "easy_ham/01561.4d9ed1a0103b1a90cfd91921b9014124\r\n",
      "easy_ham/01562.c9d27ce4f88c44947e1480991162b11c\r\n",
      "easy_ham/01563.15052ebc391295c9d722e9b7f9e01f6e\r\n",
      "easy_ham/01564.a9ec7dadba295233cc729b3f7410e983\r\n",
      "easy_ham/01565.c10c0b0e0c9903345e28f9c17fc84400\r\n",
      "easy_ham/01566.d3880fbc5242d59335e33c7485ac692e\r\n",
      "easy_ham/01567.451fa9142ae23a1c09dbbc87a09c557d\r\n",
      "easy_ham/01568.ef4cc7ced238f479403332ec27f3e562\r\n",
      "easy_ham/01569.f7c58b134199bd4d821ca41598e7d79c\r\n",
      "easy_ham/01570.8328542217bef2e4eb7ee644609efdbb\r\n",
      "easy_ham/01571.a12d989267cd61ed856ebc41cc9075bc\r\n",
      "easy_ham/01572.75046f3a9b60454aa0432ddfe764154d\r\n",
      "easy_ham/01573.5f924ad49f0980813de1a9d02dc958d1\r\n",
      "easy_ham/01574.5c7050ec28a486ed83aac7d6ee562038\r\n",
      "easy_ham/01575.9eec6737661d3d57e8b3ca91200d7ef7\r\n",
      "easy_ham/01576.6b733eba3bd6a287e0ef2a99b9afbd68\r\n",
      "easy_ham/01577.481ae48bcd887cf4af60219de12f42a1\r\n",
      "easy_ham/01578.c6f29a4932ca0d892e409d8233619022\r\n",
      "easy_ham/01579.434bedd57f027223f76db3d11f4d960e\r\n",
      "easy_ham/01580.18d5a4c41d28019ab90c111133a07d6a\r\n",
      "easy_ham/01581.83fd47e65808dbeddb6340cfcf40b44f\r\n",
      "easy_ham/01582.251d2e9ec5028a548d6ddfa3dffe86c2\r\n",
      "easy_ham/01583.588f335629805c17aaa6b880c2f586c7\r\n",
      "easy_ham/01584.c2bc0fb5826431ed3df58a0fc968c068\r\n",
      "easy_ham/01585.b819696d5221a8f929902b77a2fc966b\r\n",
      "easy_ham/01586.9f27ed39ecac8ed15e18dc166e930005\r\n",
      "easy_ham/01587.574845236697b5ca4b2133ec681b224a\r\n",
      "easy_ham/01588.f0623dc7b744dd2ba0417f8f0a98662f\r\n",
      "easy_ham/01589.be65e620bca0f1734cd13c71aea78d4c\r\n",
      "easy_ham/01590.8403446e474e3cc1f6acfa87058463a1\r\n",
      "easy_ham/01591.7504f83163aa1c627354192d452a43e3\r\n",
      "easy_ham/01592.2b5d8fc350354b303b6baf2d27f531df\r\n",
      "easy_ham/01593.72453c2f0f6643b4e5f7da773a850b9d\r\n",
      "easy_ham/01594.9e0ea187c7d58d78b9c2a00ecbb57e70\r\n",
      "easy_ham/01595.2dda182ee17cdc04e14dd985a9845330\r\n",
      "easy_ham/01596.fa947ffc2560132f53cc7c0bbf39b584\r\n",
      "easy_ham/01597.03954d8ac44189d40142445ac632f6cf\r\n",
      "easy_ham/01598.3e6e25959eae3d358e21d7144f61c42b\r\n",
      "easy_ham/01599.30e5cb62246ea4c06dbe1f8024ef9ffc\r\n",
      "easy_ham/01600.2a010487f947580f4281abdb3afe5750\r\n",
      "easy_ham/01601.e5488e0e0b9bde9c22e601b1450b63b1\r\n",
      "easy_ham/01602.2fd825dddd8dd74f7f82b2d93aeafc8e\r\n",
      "easy_ham/01603.d3522fb154c0d7e5fcaf91d7720c3ea5\r\n",
      "easy_ham/01604.6034486f13e8427d9e70ad088092d856\r\n",
      "easy_ham/01605.41b0a44d660334296aa720bb40b1c405\r\n",
      "easy_ham/01606.cf1844a356849ed8cdafb12185afd52f\r\n",
      "easy_ham/01607.85bc88e7dae2efaa4f87e070272008b4\r\n",
      "easy_ham/01608.17c1ea3c65f8c32d5762fb045daafcf2\r\n",
      "easy_ham/01609.9e95ea932d2a0d804e7f53bb8d551fa4\r\n",
      "easy_ham/01610.b932de9054af897c91eb2296e8be689c\r\n",
      "easy_ham/01611.f2803c52f689e2139f8ebb09ed5a8d91\r\n",
      "easy_ham/01612.cdcef456e3de75e0c6478cee11565c41\r\n",
      "easy_ham/01613.120a60ca54dbc3331f12609c19388fc4\r\n",
      "easy_ham/01614.005f290e71d13de44d3503c640dfe57c\r\n",
      "easy_ham/01615.63a41aa663eeaf93728e7b1ab572ce91\r\n",
      "easy_ham/01616.f02bab7494befc6a9f31a8b12523beab\r\n",
      "easy_ham/01617.dabfe28cb18f031b5c9335955ba0c164\r\n",
      "easy_ham/01618.c12a22faa8de12e5dacd4d988a0b50a7\r\n",
      "easy_ham/01619.e65e0291e555b111a9acd8b2267a0e1f\r\n",
      "easy_ham/01620.444bae1904c633c8de3f890cf9e5a5b3\r\n",
      "easy_ham/01621.877e68b6e88c06b95504693c90cef86a\r\n",
      "easy_ham/01622.91f94fb37ab624a4b3f0b26fbc428c25\r\n",
      "easy_ham/01623.e4e8861a3bb3e57547fddbaba4b76f3f\r\n",
      "easy_ham/01624.594e8b3d4bb51222991dde7f1db2e5a4\r\n",
      "easy_ham/01625.a7d55f4ad9a62d11bf4e0e5894963f70\r\n",
      "easy_ham/01626.daf72a49b735dc3319a809ec520f2283\r\n",
      "easy_ham/01627.99a91446ce39d668286e93f7703dba3a\r\n",
      "easy_ham/01628.ec313c39ed14b11c19c8621f679fe2cd\r\n",
      "easy_ham/01629.0ff6ccf08604c57e81a797521f9c0e6d\r\n",
      "easy_ham/01630.2ce9002966c4aabfcd51c0ed8182b513\r\n",
      "easy_ham/01631.2cba1b5addc12959348f0318a6cd9bee\r\n",
      "easy_ham/01632.60dcbeefdff4ef0a1a8fb4625240507c\r\n",
      "easy_ham/01633.3eb28763a8b55952e8050cbade5daa49\r\n",
      "easy_ham/01634.124f7f456644842860afd1522cd88b55\r\n",
      "easy_ham/01761.3dc0d0a66c067a0de0afd63c2524594e\r\n",
      "easy_ham/01635.7ee140ca2744c34a2ed33de3ceecb016\r\n",
      "easy_ham/01636.07c82f37d072bce96820af0bbef80eff\r\n",
      "easy_ham/01637.cd9dec755fc9e6d819137b8e0111e031\r\n",
      "easy_ham/01638.1025c8d81a3ce398f65fb401537214fb\r\n",
      "easy_ham/01639.9ebb5f33ccd9bcfb089d758b7523f0c5\r\n",
      "easy_ham/01640.75e754f7e80ce9c9e26898513069d35f\r\n",
      "easy_ham/01641.af4f10c1dad2aea2637aa8cd093adc34\r\n",
      "easy_ham/01642.6e47b00b04a6f2cb1cf9c5c86031132d\r\n",
      "easy_ham/01643.e3c2e047714a395c583f80730acd3762\r\n",
      "easy_ham/01644.77c7add87dfb454c2bcc8ce9f60482bd\r\n",
      "easy_ham/01645.f61b77d47c074402d1ee5976e9a4fd7d\r\n",
      "easy_ham/01646.6943600e0de67c472ee13c9f14345e0f\r\n",
      "easy_ham/01647.c5afcba50538a5f49d6e261f6bcfed40\r\n",
      "easy_ham/01648.7758ab9d9eb224bcb73e0e8e803e92c9\r\n",
      "easy_ham/01649.5bcdd9205f59d95e025a2896a38ee2bb\r\n",
      "easy_ham/01650.f51bd31e8f0e63be278c22d7a4d2bf10\r\n",
      "easy_ham/01651.7cafcb2d9dcaadd665afabc65c267f36\r\n",
      "easy_ham/01652.864cc509960bb627696e65943038856e\r\n",
      "easy_ham/01653.b13797de35037c4f26356e89ba3f9fb1\r\n",
      "easy_ham/01654.ade7f371dd3f7c4393baf201b803755a\r\n",
      "easy_ham/01655.c3fc45d31d7f105f7baa0d7617f71402\r\n",
      "easy_ham/01656.705cfa5ceb056324fe8fef48d12754db\r\n",
      "easy_ham/01657.a57fd76dcafe47299543685aa2387d32\r\n",
      "easy_ham/01658.eeb706ce24cbbf2cd21648a4781a1464\r\n",
      "easy_ham/01659.1d4646886358156accce640171c77c1d\r\n",
      "easy_ham/01660.2ac623f4f429bbe90824fa535e73b558\r\n",
      "easy_ham/01661.1393ea887720c777d1429b07fce98ab4\r\n",
      "easy_ham/01662.4257318f87e53aa246882d00e42c67d5\r\n",
      "easy_ham/01663.16e55768065036480deaa72ebb3bd8d5\r\n",
      "easy_ham/01664.f726e854a4f84a55fa0961e65c372e8d\r\n",
      "easy_ham/01665.e849ebd7ee95f02a6f4d937acb7575e2\r\n",
      "easy_ham/01666.531649d2c834408569b5aba7d5b2b9fb\r\n",
      "easy_ham/01667.4aac42588f98c49a6d4c39c4e65d3387\r\n",
      "easy_ham/01668.8880ac0caa45450bea484d7e9cafdece\r\n",
      "easy_ham/01669.d4ebf95243e3b22d80ea63a1f2be06cc\r\n",
      "easy_ham/01670.2f86bbeac16f343c0c9e8d9d363cabb2\r\n",
      "easy_ham/01671.572d5d58699f0b03e959bbdc6ee14e83\r\n",
      "easy_ham/01672.dd744a40e87e0715cd0153fef3a63a99\r\n",
      "easy_ham/01673.6a0570ff6d45b717e0b6352d8fbf7ad4\r\n",
      "easy_ham/01674.6bb054bf786bfbfeacc78dd1918ffbfa\r\n",
      "easy_ham/01675.5e3a4fdad399e2557d6921d7e938faef\r\n",
      "easy_ham/01676.b1039d148dbb347b468973dc6bfe0319\r\n",
      "easy_ham/01677.35908078146d2d19fccf8b786aa83cf7\r\n",
      "easy_ham/01678.8f5053b1fda58d8224b0fb4827413912\r\n",
      "easy_ham/01679.e027f2af78c05f8498f09d7979cd127d\r\n",
      "easy_ham/01680.3c26c587b4fe3b681981c38f90593e02\r\n",
      "easy_ham/01681.0e74974631f665395f5e6b01148b4bee\r\n",
      "easy_ham/01682.aabc3014dc8e7bbf3748d1e1b2afbf56\r\n",
      "easy_ham/01683.59383d91430d9cb58e7d0aa4e25b1320\r\n",
      "easy_ham/01684.94ca5ccaec9be05c252bf32961a86a3d\r\n",
      "easy_ham/01685.26beacaa0fa03cb6199c57b8a99a2852\r\n",
      "easy_ham/01686.146b27f3890e3350b0e596b42e18a985\r\n",
      "easy_ham/01687.305d7c2b4c83864ca868937855ad1b27\r\n",
      "easy_ham/01688.77ff25da8e59d16dfba5c708a0cf3b69\r\n",
      "easy_ham/01689.f3dfa7db118b7738bcdaa1cd81a0f1e2\r\n",
      "easy_ham/01690.c20b0ff2930d9b36d7aa70e54939d12c\r\n",
      "easy_ham/01691.6057cf5e982869286b4742cee5639a4b\r\n",
      "easy_ham/01692.3349a6670b58d2a39307e87ae0012294\r\n",
      "easy_ham/01693.5f6c04f93ace9da3b5f9e0906ba608c2\r\n",
      "easy_ham/01694.5bae1500a6c23344cde8b81dd95a2dd7\r\n",
      "easy_ham/01695.5914721a121b85cfdc0e39bf4b4e8970\r\n",
      "easy_ham/01696.70dc9da58ada190c2c66f34986636594\r\n",
      "easy_ham/01697.75f57c5146462b574d13349e5c0c4bcc\r\n",
      "easy_ham/01698.906dd11cca6bee22c6843afb597c87a3\r\n",
      "easy_ham/01699.235f7aea351e2aa201447c134468f723\r\n",
      "easy_ham/01700.03a577fc11e0a5121098e0dc83c97d6c\r\n",
      "easy_ham/01701.a28b76746a64d3d352375a462f4f8404\r\n",
      "easy_ham/01702.3a7add5306fcbf4ac7eb42c57c125e85\r\n",
      "easy_ham/01703.db99848ddb40f4d5a0694557363c7250\r\n",
      "easy_ham/01704.7f2b82a41322fa94c43a0dbb75472ff4\r\n",
      "easy_ham/01705.54f25b5c3ce8b81c56da0ef6693c5ffb\r\n",
      "easy_ham/01706.582f22e10f4f792eb0efe0499d37db30\r\n",
      "easy_ham/01707.46172a3da4e739c7b65a3b3aa3869e9d\r\n",
      "easy_ham/01708.49621617c6fee0551ce210e30094898a\r\n",
      "easy_ham/01709.f25ce16131a4a1e9b4eb4e04f748509a\r\n",
      "easy_ham/01710.c86ae674674567c5779cfb7a30385e45\r\n",
      "easy_ham/01711.95d3ab2beeba9b96666d25c09de2143f\r\n",
      "easy_ham/01712.c20d5899b4b27415389a10cd4f400019\r\n",
      "easy_ham/01713.7e6c3f51ab4a45f60fbb0968d56f512c\r\n",
      "easy_ham/01714.822fd92abf93a33969943a291d819fdf\r\n",
      "easy_ham/01715.30f57f8851044a464064eec4c938963d\r\n",
      "easy_ham/01716.8e1547062c811ff9b62183ad65bf4ed6\r\n",
      "easy_ham/01717.7b6864b6307973a30ec24e69fc4a466a\r\n",
      "easy_ham/01718.049911b67a0ff546e80e2acc6bcbe6ff\r\n",
      "easy_ham/01719.a401ddc61fc3d89fbaee70ea107a9956\r\n",
      "easy_ham/01720.edac63c7227d89192cc41c922d689d22\r\n",
      "easy_ham/01721.33f28d80618a37469e4530603d6f8b5b\r\n",
      "easy_ham/01722.d77de28865080535c4e108eada26ed24\r\n",
      "easy_ham/01723.26284dbbc6f595fdc9c388008e5aa72c\r\n",
      "easy_ham/01724.9dd46d474cc33df16c9443ac6759e679\r\n",
      "easy_ham/01725.80327e3b2580e1e277165899b2532871\r\n",
      "easy_ham/01726.1c598ff775a4de81c391eb9bb738d0c9\r\n",
      "easy_ham/01727.d6713b65baf275582be556a87a824dd4\r\n",
      "easy_ham/01728.0bbb7ccf73587c7f02655596e7fa6477\r\n",
      "easy_ham/01729.01f5d745e5bca5dcb35f0f863f4b0bdf\r\n",
      "easy_ham/01730.3d930e2d4968f325cc6a773df09e8969\r\n",
      "easy_ham/01731.48b91fabd8e14b220898d3daef4ff0b1\r\n",
      "easy_ham/01732.6c654f95a549a4f09daff21def44f511\r\n",
      "easy_ham/01733.7b8c9da065dd15894b0c6f851ac461e8\r\n",
      "easy_ham/01734.e1c6a4364e0762f323cd69d23e030fc8\r\n",
      "easy_ham/01735.d038cbb36f734c5ddbb023d074711d10\r\n",
      "easy_ham/01736.c66fbc9c72afb9ea062537d3635d1d6c\r\n",
      "easy_ham/01737.0adb46c649c37f8f26c46c6d1b0d8d93\r\n",
      "easy_ham/01738.780eecf7f0db1db00bd0a6248de51260\r\n",
      "easy_ham/01739.f57fcc3356b4c910af8ac2ce06d7301c\r\n",
      "easy_ham/01740.22ff82ab4b9265075924f41abe0460f7\r\n",
      "easy_ham/01741.2a15d667c53727befded94d9b526afff\r\n",
      "easy_ham/01742.e5c02ab6101d2a7759f059da0e6385ca\r\n",
      "easy_ham/01743.07f7f47e25de2b8f08cabfc5ef3e3709\r\n",
      "easy_ham/01744.add31f8a35fa0fd63e70eacd58c82a44\r\n",
      "easy_ham/01745.46a467858b1369e9513a8a369a67a70b\r\n",
      "easy_ham/01746.06fb7b96d18dae121abb94e8a7624f4b\r\n",
      "easy_ham/01747.147241797a056a32e99562b240ebb283\r\n",
      "easy_ham/01748.69dcabe5a5fe6ffc5e20522e4c5477e4\r\n",
      "easy_ham/01749.da79f6e9c4f07174e5dec173c9481b99\r\n",
      "easy_ham/01750.73b4d9ab83de83ae58707c8bdcda0fc5\r\n",
      "easy_ham/01751.bff303bb4466a91b0f88491b207e8ed8\r\n",
      "easy_ham/01752.a672617b99187e1c4029bc33a4e8a596\r\n",
      "easy_ham/01753.ae52e350b9847d6f5c6ca350c4f4eacb\r\n",
      "easy_ham/01754.8fbef0589564bb19c088156227772fb9\r\n",
      "easy_ham/01755.51e8b76626231abf27c682904ee4b4c1\r\n",
      "easy_ham/01756.0e8cedd7ff0e281e2da6e6c40fd177a8\r\n",
      "easy_ham/01757.994c77afc8d6fb072d8b95ccfdf09627\r\n",
      "easy_ham/01758.ace2433031b3ea150e728b34850cdceb\r\n",
      "easy_ham/01759.9f36557559ed64908479a42411c17b4b\r\n",
      "easy_ham/01760.bfe819f6abc823642064dc200a54be39\r\n",
      "easy_ham/01762.9c9c7d47366cfecf47ceff0f68554ec9\r\n",
      "easy_ham/01763.33f1ae2bd826fe0fcee7fa711e6658a0\r\n",
      "easy_ham/01764.67be9637b8f7f4dd85f8a96b016a92ed\r\n",
      "easy_ham/01765.1fdea814d93c5d2f3254299057e78ed5\r\n",
      "easy_ham/01766.cb970cd14ed91de5dc42765019865a19\r\n",
      "easy_ham/01767.6311d2facfb91a58256337892138dd6e\r\n",
      "easy_ham/01768.d947c066118f7fe81e5d4b45fc572f94\r\n",
      "easy_ham/01769.c9114afaa3ce4beff694dc5cfcfed322\r\n",
      "easy_ham/01770.0e2c720e2d4abac3f8734b9914186f21\r\n",
      "easy_ham/01771.dafcc5e0c21e3748ff6169c2c9fa0e63\r\n",
      "easy_ham/01772.e17237d8112c2741c1b8819ed4cff474\r\n",
      "easy_ham/01773.e0850dc6f3d7e902f61de852025ad50b\r\n",
      "easy_ham/01774.cf5f37a5bfe6c69ad140690964495add\r\n",
      "easy_ham/01775.4ede389289dcd6b898f0486ee505e2b7\r\n",
      "easy_ham/01776.a24065765090b85ec4ddf2959d995685\r\n",
      "easy_ham/01777.847e32367275b88c4d83c54288486c14\r\n",
      "easy_ham/01778.942b9362f8c42ef1b372d45d423f33f0\r\n",
      "easy_ham/01779.417598c604ceede305e840bf6cd39bcc\r\n",
      "easy_ham/01780.cefffc9e96ebdadead2eb63ffc6fa8d8\r\n",
      "easy_ham/01781.37ea8ceefdbde6881efe1460f4a9406a\r\n",
      "easy_ham/01782.278f53b8f65fcd422cb26c5bbe74599d\r\n",
      "easy_ham/01783.8eb2bfc28026b79260080a288a8a468c\r\n",
      "easy_ham/01784.c15f9f673cafccec42a66a0ac5c93bcc\r\n",
      "easy_ham/01785.e7cfe3e061b24884f128628969d5d790\r\n",
      "easy_ham/01786.3ceb1c3eee839cc3c0493c42182a1d06\r\n",
      "easy_ham/01787.8c7c325481bbce39e57c1fc224ded7d5\r\n",
      "easy_ham/01788.13a01b91868ffe1729e48559df46e978\r\n",
      "easy_ham/01789.f0bfa328796c1dbfb2be2b30c54b1d8f\r\n",
      "easy_ham/01790.b34e1f2eb1469c7eca5e14f49bdb1956\r\n",
      "easy_ham/01791.e4725d74c9e65532740c0939f407c063\r\n",
      "easy_ham/01792.d692d61a2055379dbe501674ecca6b58\r\n",
      "easy_ham/01793.40201d6bb7828b8f79e793823cc25580\r\n",
      "easy_ham/01794.e322c3e66406d3a985a61aba25902c5b\r\n",
      "easy_ham/01795.81e9f47a31cf1179ec98bf927e26e9de\r\n",
      "easy_ham/01796.a693e22b61e4ab58fd68f1b52c39e293\r\n",
      "easy_ham/01797.bc81a0859adaca5ea082f4db7cdac088\r\n",
      "easy_ham/01798.0b993670b6535ff7567d1f05af8eb4e8\r\n",
      "easy_ham/01799.b520d5d5fcbafd03435d8d2b887581e4\r\n",
      "easy_ham/01800.1fd79d18b9d3c56996ba3c40b26df35a\r\n",
      "easy_ham/01801.1724b0100b279470dfe73c76f0f12b90\r\n",
      "easy_ham/01802.ff9ee51b3e799284764549c0ac551301\r\n",
      "easy_ham/01803.ef4fe207e525dee50b369a7d61b5d9ed\r\n",
      "easy_ham/01804.4a2382011fcfcff362ab880720012e74\r\n",
      "easy_ham/01805.10159c57f30716e6768671cfdd865e7d\r\n",
      "easy_ham/01806.cc26d0fd2e1f4320462e811aad1e9a5f\r\n",
      "easy_ham/01807.08bdc96ca0f8ca425fe8acd21fb25c70\r\n",
      "easy_ham/01808.6c7e63e38f30e266d3fd878049ee4836\r\n",
      "easy_ham/01809.2edc06abde52f0d98a38f0d82f1df79f\r\n",
      "easy_ham/01810.185304bab9dec6787060fb4580a01729\r\n",
      "easy_ham/01811.e6ab34fdde98dbbb9beabd7cd99028d7\r\n",
      "easy_ham/01812.feffa846675a880e453fd3445af97ee0\r\n",
      "easy_ham/01813.2711af4b8a31e4ff0c38fe92f2fa79d7\r\n",
      "easy_ham/01814.147154187b3dcab4d2065a1cd9beac95\r\n",
      "easy_ham/01815.8d7b043ae6c9306a2926deb530eeb7a7\r\n",
      "easy_ham/01816.6b3df134031475f588f5f5533afd344e\r\n",
      "easy_ham/01817.90971d2fe4d8208860ceabfc847c418f\r\n",
      "easy_ham/01818.25094be6fb43cd96116debebf792807f\r\n",
      "easy_ham/01819.6fa6ec281b4b77dbe5e802748882249f\r\n",
      "easy_ham/01820.96d981c2fc543b11a6dd277e7b510bf1\r\n",
      "easy_ham/01821.8c40839ff8502b2f68bc7295e1cf1371\r\n",
      "easy_ham/01822.b7ebd6708eae196f05fcd57fc3e79efb\r\n",
      "easy_ham/01823.facfb054d9543739725ce71d1c611ade\r\n",
      "easy_ham/01824.6d42c63b158791596bce94b47b076b66\r\n",
      "easy_ham/01825.824c1cafd03a8dbf953d5ab27a191e3e\r\n",
      "easy_ham/01826.ad12430bacae88235edc88001bf80c9e\r\n",
      "easy_ham/01827.e9f4e7b5f1fd68f9e800366097c648f2\r\n",
      "easy_ham/01828.11c5a509322a65af2e98181f5a47b8b1\r\n",
      "easy_ham/01829.1c87e9a5f2b7eb832ab305288b9b8438\r\n",
      "easy_ham/01830.edfe460e0871e3f0da84f16a76abf064\r\n",
      "easy_ham/01831.3d5b1520c6a4ea6801db4e60f6d20374\r\n",
      "easy_ham/01832.f1fd44d2d038f5c6f845b1baf01b0c2e\r\n",
      "easy_ham/01833.a5d6896566d14f58063642635cc92756\r\n",
      "easy_ham/01834.e716d845b22e35a8b7192215a3705057\r\n",
      "easy_ham/01835.c8221e8dc28b9896f51c8cad173a2321\r\n",
      "easy_ham/01836.b3c961ef5ae267e9d3809233982b0b23\r\n",
      "easy_ham/01837.35d2e6dc532ce52d25be82b08b6daf5b\r\n",
      "easy_ham/01838.ca87fad0e36751e30a3595555d3200ab\r\n",
      "easy_ham/01839.cbc2edf86a3edffd90cf1150c9829396\r\n",
      "easy_ham/01840.1f9b806a13652241523473772e8bd6d7\r\n",
      "easy_ham/01841.f6e93800676ee7030137e589a2906013\r\n",
      "easy_ham/01842.87765cd89a91416e1ac34a38628be46d\r\n",
      "easy_ham/01843.ce0f26c22efed433edbce217b1e56331\r\n",
      "easy_ham/01844.291384ad2b36270505f0923d501a0c1a\r\n",
      "easy_ham/01845.7d5cdeb25bed88bfefaeb8c1e01681ca\r\n",
      "easy_ham/01846.af884c94693e5cce571396b4fd151167\r\n",
      "easy_ham/01847.82d1ad908c6b97d8c713a9633992bfa5\r\n",
      "easy_ham/01848.0d688cb288a6392e87737952a68961b7\r\n",
      "easy_ham/01849.d52088ef45a2453969e563a04df1e1e4\r\n",
      "easy_ham/01850.f789b0fdb4ed4a2407565f9525815222\r\n",
      "easy_ham/01851.7d72251b2e0ef6c5092d34b393efac00\r\n",
      "easy_ham/01852.2f84d9c30b714b8acda055bdf3585a7d\r\n",
      "easy_ham/01853.0898df4ab8739dd95d821cb6cf834083\r\n",
      "easy_ham/01854.b9d034bad2e2cae90a94cf369eb37673\r\n",
      "easy_ham/01855.19acbc78b4bb1959ace6f1ec1d6329e8\r\n",
      "easy_ham/01856.c021a63248e3e6a2e151b67689d75e13\r\n",
      "easy_ham/01857.573641361191125a643d0d6c52451e0a\r\n",
      "easy_ham/01858.c6147940a2048fd84b1d8c2d0485a9b6\r\n",
      "easy_ham/01859.8998777b348fa74fc13a7140fd95766c\r\n",
      "easy_ham/01860.e3c05c35ba29c002364a701b79ceb7d1\r\n",
      "easy_ham/01861.b9f301b256385d122143d7de7ecc711e\r\n",
      "easy_ham/01862.0f817e5ccbe32d7e7ed0886f2393b887\r\n",
      "easy_ham/01863.bd70d6cfad21b043c84dab8e1e86e2be\r\n",
      "easy_ham/01864.5c470b3dac9aa63055ed0d4557f9c43f\r\n",
      "easy_ham/01865.ce38cf9b8b0850e17b0510a181f6167d\r\n",
      "easy_ham/01866.75c5029703de73d75e5ed23b657ea052\r\n",
      "easy_ham/01867.bef318a5c37fc91ac6973482f70e50ce\r\n",
      "easy_ham/01868.387fbe2fed47c184aba7bc60bb90e6b3\r\n",
      "easy_ham/01869.1eb8e1093d75d3694e00857f680fd768\r\n",
      "easy_ham/01870.2c9f4adcd1eec7ae3607d76bbf9063bc\r\n",
      "easy_ham/01871.559182646be4765b896699c6b1036739\r\n",
      "easy_ham/01872.12ce21b8ad1ce1683ad4ada3ad4d3f8e\r\n",
      "easy_ham/01873.a6f902f85a5f8170fbe24b3da8ce78b3\r\n",
      "easy_ham/01874.e7532bf3a643c2eba1d2ff1dda98aa25\r\n",
      "easy_ham/01875.a904e15f372e7f833164f6f94e136304\r\n",
      "easy_ham/01876.2cf3694e786c36b8538d4e8e72b2b520\r\n",
      "easy_ham/01877.ef69b53341e4f02ccf01ffdf83db34fa\r\n",
      "easy_ham/01878.e825bd2722968151f439704c324ca9d9\r\n",
      "easy_ham/01879.5983208e53737f295fe86bafed730c6a\r\n",
      "easy_ham/01880.648d1b6e86c56206eb60856243321265\r\n",
      "easy_ham/01881.5fd0ccb8cf61b46dac75efd3aa4893f4\r\n",
      "easy_ham/01882.2d19f172c5d4beb01b16e4106ea6fed5\r\n",
      "easy_ham/01883.16589be1ac43846c99b29ce78cd60223\r\n",
      "easy_ham/01884.668657309015de89f9c77353a649aaa3\r\n",
      "easy_ham/01885.55d0ff99f3f0300f151c636966a077e2\r\n",
      "easy_ham/01886.a5067b050d45de749e4ffb058ebb836b\r\n",
      "easy_ham/01887.733f8aab4f2bb3d9b709acd44dc175f5\r\n",
      "easy_ham/01888.8a0b734ddcedf7c25b60250d8c7b6e11\r\n",
      "easy_ham/01889.494c3e4735873024c557ac4b0a4fae61\r\n",
      "easy_ham/01890.ca549f2cd53f42b6b70717f051f03e08\r\n",
      "easy_ham/01891.ea821f774736a6a9b155fe0dd4a53ad1\r\n",
      "easy_ham/01892.701fbf72f73f9dacf3fd176e14660a04\r\n",
      "easy_ham/01893.b4a8f702e496578a4df29d12624abb4b\r\n",
      "easy_ham/01894.a6896770e24b5211fa506b0039343769\r\n",
      "easy_ham/01895.45d546ac150b5bdfc6eee0e122aabbcb\r\n",
      "easy_ham/01896.516f258e3f8185d4a0e002a7d806bddf\r\n",
      "easy_ham/01897.c6a89cc02dd2e65063ef2f16ad080021\r\n",
      "easy_ham/01898.063ef9dcd226ad1fd43c94e2d9de4e49\r\n",
      "easy_ham/01899.c95b24588b4ed006af5332e498a23723\r\n",
      "easy_ham/01900.1b90f4154957d1860a3de19ba95ede12\r\n",
      "easy_ham/01901.b9c2a64e9531ae9f0f6aedbb42b7c1fb\r\n",
      "easy_ham/01902.7911c2c7f6b6f3ca8ecf8fc35df8aa28\r\n",
      "easy_ham/01903.7cd58b43139e430224c5de7639b0d5d7\r\n",
      "easy_ham/01904.c85458b60f9ef9b77f1f9530a7d3729e\r\n",
      "easy_ham/01905.5ef2d9dfa4dc1df5e1c2cc2f7f694092\r\n",
      "easy_ham/01906.9445c6890c7a515634bfd7f52116cb45\r\n",
      "easy_ham/01907.e3d6292e517c3efb5e11773790b9be4f\r\n",
      "easy_ham/01908.d4433993e642ce126d272930d9ce47da\r\n",
      "easy_ham/01909.46dafb96df4c8a412d5d7b1ba7469109\r\n",
      "easy_ham/01910.2eb8fda6fb32ed1a19ac7cc9a4e51f82\r\n",
      "easy_ham/01911.4b2610df15a17c72bde555e33ec43784\r\n",
      "easy_ham/01912.a26e261a1b2b9af7d0c2a4341f173786\r\n",
      "easy_ham/01913.2a83ce1d003b4e136cc6a4f35cb09b50\r\n",
      "easy_ham/01914.4d0a9a472c29ba4b5fa18e479881f627\r\n",
      "easy_ham/01915.45328e54f66be8d9049a97d4bf52ac4d\r\n",
      "easy_ham/01916.927341170e7ab60892b8ad1294be7454\r\n",
      "easy_ham/01917.5d9c51a24c9b60a4ac76d2f55364acd4\r\n",
      "easy_ham/01918.3f9c0a50f6fcfe9f048fa71f58c71760\r\n",
      "easy_ham/01919.d7184a960a5372abc840760b64476b79\r\n",
      "easy_ham/01920.cd24c8611ba6d6f47ea171fdf5907194\r\n",
      "easy_ham/01921.fcba8196561fbe679e04ee55aa5bccb8\r\n",
      "easy_ham/01922.87f1df03581a29cd517b8fd78fe73e62\r\n",
      "easy_ham/01923.6b9f0ab130fa8a9762525e7ea6d2b478\r\n",
      "easy_ham/01924.1df566db37be7bab3b91a279282a055a\r\n",
      "easy_ham/01925.bf3c999d8afa02dda7e5cbadb2590c56\r\n",
      "easy_ham/01926.a39cdccce6bf270df65526eb028cd53f\r\n",
      "easy_ham/01927.813aaa504987571f43b3eb0f264a1191\r\n",
      "easy_ham/01928.d1ee764b9abe31d0074a052066b62e81\r\n",
      "easy_ham/01929.9db22d74f8863514abb093de574529c8\r\n",
      "easy_ham/01930.4a3619ad3669bda50855cd8e3ab85cb5\r\n",
      "easy_ham/01931.95bc125f167b45a2fe51796fc69af04c\r\n",
      "easy_ham/01932.f8c1d938ebba259e2926cf4400891c86\r\n",
      "easy_ham/01933.340608a4c5e02c7f6fce00e78818da21\r\n",
      "easy_ham/01934.c78fac21c6a9fdd42667a2e35f8a4692\r\n",
      "easy_ham/01935.ee107676efc24029cdbae10a0d2fdcb9\r\n",
      "easy_ham/01936.f08c29205773f60e0c4960c32d8ca845\r\n",
      "easy_ham/01937.34432f6d48dea72a52f5feb0593ff808\r\n",
      "easy_ham/01938.da956f847b734888d96d8dd4ee736f40\r\n",
      "easy_ham/01939.189b450fa1626558188f4eea2216a77f\r\n",
      "easy_ham/01940.8cdfd0318485cb2a285f705c962b783e\r\n",
      "easy_ham/01941.37649e11410be2f2e3b9edb8753b4d8a\r\n",
      "easy_ham/01942.30343e06573f363493a13a5a2b4ebc6f\r\n",
      "easy_ham/01943.8c51a0c70d8f706da2c5435fe4f2bdd0\r\n",
      "easy_ham/01944.246605bdc72c4edf26299853775632d8\r\n",
      "easy_ham/01945.68b0cc1d272dc3bc3bffcb3112379650\r\n",
      "easy_ham/01946.c1c46e47ea231deff72265e4913d2989\r\n",
      "easy_ham/01947.1d30e15168424f7d1342c5dcd60f22b2\r\n",
      "easy_ham/01948.d51fec6f7672e603b0a3113a86869d10\r\n",
      "easy_ham/01949.bbbed2631072b12ec6ce17ee94aa0852\r\n",
      "easy_ham/01950.5861f344d1425a202572f92ba78455b1\r\n",
      "easy_ham/01951.2705d634a1fbf2b8f592c5904fb3c3e1\r\n",
      "easy_ham/01952.b1c3aefbb256d7b5ed14a7adbfe46cc7\r\n",
      "easy_ham/01953.68702f882d7ae19147b1e20ae27fe192\r\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "easy_ham/01954.1e0de194b37c10621fd49e3364fac758\r\n",
      "easy_ham/01955.9a79544ac8b1f704edf3a5279199a2b4\r\n",
      "easy_ham/01956.48e99fecde779559c37f2cbe80268a5f\r\n",
      "easy_ham/01957.cb77a3e0c65f431a0b2060fecbc77e17\r\n",
      "easy_ham/01958.1e8e2e3b7209d3f368f2ec07a6ed7d18\r\n",
      "easy_ham/01959.95ec2c4a427341dc7907c29de27eeb02\r\n",
      "easy_ham/01960.fba6095606ddf528fe030b09bc0d213d\r\n",
      "easy_ham/01961.b47390d07cd4c2dba35176e9a948bac4\r\n",
      "easy_ham/01962.0d30a20c3c442d13266e8818fdbc2e40\r\n",
      "easy_ham/01963.8e6f21d04d443ff9c7ee96c9afda33fd\r\n",
      "easy_ham/01964.1aca2f1241d31ef4b04d07804347b592\r\n",
      "easy_ham/01965.05b80e8b7ec20c70737999bdf82714ed\r\n",
      "easy_ham/01966.892057de32d635ad24f06844dea3ef71\r\n",
      "easy_ham/01967.c30def1b9cb26faec22834ab35e8a4d8\r\n",
      "easy_ham/01968.3e981a6ec4270b2d9c5ff91b412270b7\r\n",
      "easy_ham/01969.cf0d52e9e3e36aad1531882f263d2c16\r\n",
      "easy_ham/01970.953f97d05583f057ab9a56bf1e8a9087\r\n",
      "easy_ham/01971.9ad3a97c1c02d6d43eb6d36d6554187f\r\n",
      "easy_ham/01972.2cf954aa6e8e1228f1641f222aa1365c\r\n",
      "easy_ham/01973.993039d29cddde0cdf4b0d58ed71fbe5\r\n",
      "easy_ham/01974.1d45bc3954f2572bcced02004515cf9f\r\n",
      "easy_ham/01975.cf8723fe55a068c4cc86a29ba3d7a96a\r\n",
      "easy_ham/01976.36f1e6364384d6b12b89200071b5c926\r\n",
      "easy_ham/01977.ba3a34c315c74fbc8c92ec2802b59deb\r\n",
      "easy_ham/01978.f18e3f39d0279942276343a9fd0b5858\r\n",
      "easy_ham/01979.d734b8873a97f8bdd28ff533c2a57bd9\r\n",
      "easy_ham/01980.7c8a47a94e97e6e9c5c7ad7385ee932c\r\n",
      "easy_ham/01981.9490b3cdd1178076369a9687a7ba61d4\r\n",
      "easy_ham/01982.082a7fbaf9f6926f0fe7db4024f7e847\r\n",
      "easy_ham/01983.c86e755901d631e96568bd63d3d42b34\r\n",
      "easy_ham/01984.d4decf46e66a4fce3fe8fb718de0345a\r\n",
      "easy_ham/01985.6c30949152f8ef16b89a14157828f338\r\n",
      "easy_ham/01986.50558fe132d11c723dd80f7b17944d0a\r\n",
      "easy_ham/01987.5a551d9f6cf04a2c2465f59a64e5c349\r\n",
      "easy_ham/01988.28cb6159d514e801aa832a9b9e074664\r\n",
      "easy_ham/01989.6164d7ff1901c22ad3aef666d9b0e00b\r\n",
      "easy_ham/01990.39a9a025cc77060562dc4aa2558c9bfe\r\n",
      "easy_ham/01991.27c828be78e15dbf223bb3f3944508d6\r\n",
      "easy_ham/01992.a1001b981c9a668d9ecac46c889a5516\r\n",
      "easy_ham/01993.0d629f3a16f0cd287ebb51fa9b18ad30\r\n",
      "easy_ham/01994.6adf7b49957166bcd6d6bbd3715b44ca\r\n",
      "easy_ham/01995.cdffea988c8a96c8ad9246306a1bd851\r\n",
      "easy_ham/01996.042a235bff6cf2c28002f366a0014042\r\n",
      "easy_ham/01997.854ac67a4aee0e4c65f0ba7aa8602421\r\n",
      "easy_ham/01998.f090217aafda1257441170988ef77744\r\n",
      "easy_ham/01999.be500ef9ae24936ccde1ec4300fb97b8\r\n",
      "easy_ham/02000.b361c999f4744dbbdcc4b63f9136c0ec\r\n",
      "easy_ham/02001.2c618fdfdfa2ea01d0a5b6dc936942fa\r\n",
      "easy_ham/02002.9d050af76b119f481ac03fdfff6d2855\r\n",
      "easy_ham/02003.0efdf5386d93ddbff346b304c637ab35\r\n",
      "easy_ham/02004.58880d4612fa6d656058f7d919a8a931\r\n",
      "easy_ham/02005.6dcbdb5a9ca527afb89bb80e65f94fc1\r\n",
      "easy_ham/02006.e6e362eb554a8cebfec08a622aa57ade\r\n",
      "easy_ham/02007.56f76b49333a3f97e5464dd8dc0cc419\r\n",
      "easy_ham/02008.457f36e690db26cbdfcffbc4a97aaa86\r\n",
      "easy_ham/02009.905783cbb4da8e14c78b45e7e22a024c\r\n",
      "easy_ham/02010.19960a552d8fcac95ee22e40089b65d6\r\n",
      "easy_ham/02011.2ff6e35252bc54d7c4d2a88902985c24\r\n",
      "easy_ham/02012.8ae061c514b0ac3666a3c468bae38b8b\r\n",
      "easy_ham/02013.63c8067b2baa06b3d1b0e4703f242080\r\n",
      "easy_ham/02014.9bd5595bc7eb6aa723a125b1c4597af7\r\n",
      "easy_ham/02015.3eb2d99abc124ddf8e557c21412b7c1a\r\n",
      "easy_ham/02016.bee6489a5881c10f72f8fc9ed69647c7\r\n",
      "easy_ham/02017.0fa26737f69e42fbd91df35b8c40798d\r\n",
      "easy_ham/02018.da7863829eb2ffbc8cba0ba84e19ce19\r\n",
      "easy_ham/02019.be738f87dbaaa59311e56b502ed7a217\r\n",
      "easy_ham/02020.c4892988e3528bb4cd4fa0e127fb8367\r\n",
      "easy_ham/02021.8cb448c156646bcd63bd5f4d801445fb\r\n",
      "easy_ham/02022.5ecf975278edd8b82be5e9afaaf5f4ff\r\n",
      "easy_ham/02023.36162b9866a8ec72ee07e96ff71b28dc\r\n",
      "easy_ham/02024.a456c36c72668eacb428a23a0020fd77\r\n",
      "easy_ham/02025.0beab0f85f7c33fe9fd50d2006defbfc\r\n",
      "easy_ham/02026.e6e094c6110cbff0c3a55e0fc5c9273a\r\n",
      "easy_ham/02027.60b6c65b051a3172d1277cae222638c7\r\n",
      "easy_ham/02028.8bbeba8b0c9494fd378235a5ab6e0c34\r\n",
      "easy_ham/02029.d5a4d6426d7b98b1855162933e94e489\r\n",
      "easy_ham/02030.596414a1b7f0e928af1b40535a6cc0ca\r\n",
      "easy_ham/02031.b9ff23aa908548b80f2a19f81b9fa700\r\n",
      "easy_ham/02032.c9f7d8c8ebdcf626a6bbf4e2ae23a827\r\n",
      "easy_ham/02033.7e339b1a98f4c553ca9f293b32409336\r\n",
      "easy_ham/02034.bd799f09b362a83731ae6931a7916caf\r\n",
      "easy_ham/02035.842dff8f82400d04db0407a2ec98881f\r\n",
      "easy_ham/02036.ab9f23457f950a124c5b78449cc610c7\r\n",
      "easy_ham/02037.e8c4c40b39c2c650031428e8e06d9be4\r\n",
      "easy_ham/02038.66020ba7bdc7df1d4254b6371d688e14\r\n",
      "easy_ham/02039.e857d7be701dfbf786040367b1a7c4ab\r\n",
      "easy_ham/02040.fe93b48dcafdc2c4a30bd41682baa446\r\n",
      "easy_ham/02041.cc10a7838446976226cbb91b0c89ab5d\r\n",
      "easy_ham/02042.c31b1794eb5e8972e312ef4b14fe3c9f\r\n",
      "easy_ham/02043.aa852e4d083325078cad6d701ffd99f7\r\n",
      "easy_ham/02044.49050939c26d30dbc6f6c21bb5d20879\r\n",
      "easy_ham/02045.3c41ab8c1fc88e04173c456288628c63\r\n",
      "easy_ham/02046.4904dd6df6b17114aa4e41ed891d37a8\r\n",
      "easy_ham/02047.58252091629643882c4fb2e260954c60\r\n",
      "easy_ham/02048.146a986ae719349d6b6e4d5f9c0e38bd\r\n",
      "easy_ham/02049.2ce8f1e1c26f0c95f2e72853dbf11100\r\n",
      "easy_ham/02050.180c2df32d19ed66c26e0cf69df96622\r\n",
      "easy_ham/02051.58e196144807bd76d7b77d4b7efb6d32\r\n",
      "easy_ham/02052.b3ed6f4d14c22157fa06ea355abe575f\r\n",
      "easy_ham/02053.c0f3c7c8455da887dfd0dd3f5e151eef\r\n",
      "easy_ham/02054.56a00df5b128866454ef832ec5ce78a2\r\n",
      "easy_ham/02055.80f7eff41824e0337e453a988ceda994\r\n",
      "easy_ham/02056.7bc7703e40a24dda665d4ce7b0cba710\r\n",
      "easy_ham/02057.e12a3ac5c26689c7cbf57b12acf63314\r\n",
      "easy_ham/02058.75b61c2e1ca8c0db4f01c3ce78bf9334\r\n",
      "easy_ham/02059.e7cb2f48474335029d7eb951c82722f4\r\n",
      "easy_ham/02060.0b202908cd60ea1f719c700ed73f2806\r\n",
      "easy_ham/02061.22bbc22474fdf08ca2fb5d8353675730\r\n",
      "easy_ham/02062.c7e072e021caef4d69db2422f117acff\r\n",
      "easy_ham/02063.eb91377a959b437f6977f0db277f30e6\r\n",
      "easy_ham/02064.8479a2ccea9f9f503098cd53601ca0c2\r\n",
      "easy_ham/02065.4773cf538284baa6a4b0c26e41115e8e\r\n",
      "easy_ham/02066.90b20b7ff6897463b82a981713cbdef4\r\n",
      "easy_ham/02067.4d2f2b0ae64c68570f08423ed43ce845\r\n",
      "easy_ham/02068.bbd1abb5ce3c84be97f8423e631a872a\r\n",
      "easy_ham/02069.6a2d4fb29121bc81427eb1519b5fdf9c\r\n",
      "easy_ham/02070.5686ae05b8d5e6eb569995e3e4fb2751\r\n",
      "easy_ham/02071.eb5bab68ff59c5d8b3261c30e92b5cde\r\n",
      "easy_ham/02072.d62917c72ae68ea3b426ad9c063e461d\r\n",
      "easy_ham/02073.1b332bbccca72969c7af61749d0f3b4c\r\n",
      "easy_ham/02074.c21a64b241c67b1b9b647c20f9b768aa\r\n",
      "easy_ham/02075.5273c4e858a891ff02f032381abbab4b\r\n",
      "easy_ham/02076.b889755182f3dbd673ff2164775d8c61\r\n",
      "easy_ham/02077.b414e742b034b2ac1a59abf3c64b4c18\r\n",
      "easy_ham/02078.bb5e15e013281b062bbbefee2244b90e\r\n",
      "easy_ham/02079.a265ac9e0309b96f745562b578a95208\r\n",
      "easy_ham/02080.dada2901a28c2e2eb93daad554ff9e0e\r\n",
      "easy_ham/02081.c1f8bb9aaaffa5ece4200abaa1eef28e\r\n",
      "easy_ham/02082.88d2cf1c1b7a9e8fa24712699f8021d1\r\n",
      "easy_ham/02083.7f857949a544c14d1ce9083b355ab9dd\r\n",
      "easy_ham/02084.fa79aeac6edde944f05e95d07b13751b\r\n",
      "easy_ham/02085.fff553bbd7afbe7514d53ee72c3a0f96\r\n",
      "easy_ham/02086.cce6b354269ae66f536b1e04b16a4197\r\n",
      "easy_ham/02087.1d6e87f2e6e97b044d7c4955a1e394a1\r\n",
      "easy_ham/02088.17edeee5193df341ff427a8b9b20aadf\r\n",
      "easy_ham/02089.66f20c124425295959478a681acebb98\r\n",
      "easy_ham/02090.b0f0c24b38c70a02ab6cd7d3d9a5ede7\r\n",
      "easy_ham/02091.a8d680784cab21286b3061455a5417f4\r\n",
      "easy_ham/02092.8d8d4dc1b4aca7317182db0d5deb3504\r\n",
      "easy_ham/02093.469eb0b68209dad7e394d169f24f52d5\r\n",
      "easy_ham/02094.52be9f01821142f5765e27d7da4d98c2\r\n",
      "easy_ham/02095.3a693b19dba1a74951afa2302b39c23a\r\n",
      "easy_ham/02096.6666e73fdf554a7c90fe9713625939f5\r\n",
      "easy_ham/02097.7804042a511a199b02f3da79a05d54c2\r\n",
      "easy_ham/02098.96a584164de1918fe146c1ef4012182e\r\n",
      "easy_ham/02099.b813af8263b207105cc291c890dd6a4b\r\n",
      "easy_ham/02100.9e565da6180ec3bcba22c6de299c27a6\r\n",
      "easy_ham/02101.295cc5ef152533e232130931e8967fbc\r\n",
      "easy_ham/02102.1c6772318e1a478b7363393023e8615d\r\n",
      "easy_ham/02103.965d43603c70557c5b97202ad556ab1e\r\n",
      "easy_ham/02104.aecac880ad87b5a3e10b11414fe66746\r\n",
      "easy_ham/02105.4b566a220773c7dfde49b30a87949d22\r\n",
      "easy_ham/02106.32e64793fdc81898147d99f0f6088022\r\n",
      "easy_ham/02107.02e8d908f24817692efb25a72094385a\r\n",
      "easy_ham/02108.26f65a28cfd5799070536a2e9b24b62b\r\n",
      "easy_ham/02109.c30c0a19444ebb469f7985e56cd2c3e0\r\n",
      "easy_ham/02110.0d93f1c3cade1575f248f9291fb0e505\r\n",
      "easy_ham/02111.b9e939730374567a02cc9163ad2bdae9\r\n",
      "easy_ham/02112.cb5394bfccf5142a80f06383c4e8864d\r\n",
      "easy_ham/02113.9c60c7a3fdfda46f4a2946ac84a2b368\r\n",
      "easy_ham/02114.c0b6a6fc087fc1f489402941ee3ccaa2\r\n",
      "easy_ham/02115.ec06cd38c70f03bea7521625fbb3a370\r\n",
      "easy_ham/02116.ef7558c9207d8d3fd813506328130c92\r\n",
      "easy_ham/02117.5633de8a0bbffe95762840affd0986c9\r\n",
      "easy_ham/02118.bb124ff787bb569dc9f12eb6c9995ce4\r\n",
      "easy_ham/02119.b25cd2dcf356da11d164e24384634f4d\r\n",
      "easy_ham/02120.335e5984c47786e3ebf25a2b2b8df23b\r\n",
      "easy_ham/02121.a3d7ff79d23212690ebf4252a79ce4ef\r\n",
      "easy_ham/02122.22ce726bf257299808d6ee1092e1021c\r\n",
      "easy_ham/02123.aa6a294680d57c8c1841e0ffa52943ad\r\n",
      "easy_ham/02124.6bdfa74ca5ba8137a6e3cb9e239da331\r\n",
      "easy_ham/02125.65dd6c7fa2821edf108878b7d8358659\r\n",
      "easy_ham/02126.a174877fa2d5b42dc9f546fb730a1bba\r\n",
      "easy_ham/02127.ad63b18b0cad3b4fcda7e9027f962053\r\n",
      "easy_ham/02128.6145f76cb91b506940866355a81e3e05\r\n",
      "easy_ham/02129.6b9fb6fade127a4657fb25ec86f96399\r\n",
      "easy_ham/02130.88ee51a6832ac1e8177adc4421f6d519\r\n",
      "easy_ham/02131.bdbca1d0e61528e8b86d759dedc06665\r\n",
      "easy_ham/02132.e928b9a7c9ef61c237c9c4436c915883\r\n",
      "easy_ham/02133.fa79ba4d4cc50dc7a06841fac00bae2f\r\n",
      "easy_ham/02134.be73ba19e760b16a8aaf67fa400e093e\r\n",
      "easy_ham/02135.1164b8ba39eb3436bb354c2ff643c609\r\n",
      "easy_ham/02136.e5c8edd8057c6d595eb368cde9a8aa41\r\n",
      "easy_ham/02137.eeb2c9168c0f339904baf7c8099bf9c2\r\n",
      "easy_ham/02138.11d7e5296b32d42edecffd41e9ea4405\r\n",
      "easy_ham/02139.cd47d59fadf3820279deae89a3c9647b\r\n",
      "easy_ham/02140.ccabcb71ece6c0835518e4c7900ef94b\r\n",
      "easy_ham/02141.231d4ce2138a09cb98710f20f5e65765\r\n",
      "easy_ham/02142.5e6033b9cc15ca182478cf380cbb60f7\r\n",
      "easy_ham/02143.dd0f85f71161b073aa383206a584fd9e\r\n",
      "easy_ham/02144.9288d3523cb8cb036f166e3b69c7ce05\r\n",
      "easy_ham/02145.61ad4950ae2ed9433d6b7d54b6f1aea7\r\n",
      "easy_ham/02146.08b5ca9cb17ad30a0295e17560307aeb\r\n",
      "easy_ham/02147.755e772a933ae1f7a6311e10bb298532\r\n",
      "easy_ham/02148.b1943afbb4ceeb22287a67baa3ccd266\r\n",
      "easy_ham/02149.1c0281a08a6b3ae2ba66d79e3beaf032\r\n",
      "easy_ham/02150.8afb54d691650381863620864dc83f29\r\n",
      "easy_ham/02151.d9959f781f817fad004ae40eda5f7748\r\n",
      "easy_ham/02152.8df514c41920019281f8f0723dad0001\r\n",
      "easy_ham/02153.3b412c75b49b69f16d96132f9d71e434\r\n",
      "easy_ham/02154.ff5a0262e2def432790ad7c13deb190e\r\n",
      "easy_ham/02155.bda8d6fe384d01fbd2bf35694c5f8d07\r\n",
      "easy_ham/02156.74c1dcd4f27d57b0ffe636326f652c5b\r\n",
      "easy_ham/02157.931d22174434be3dd5356fb201196654\r\n",
      "easy_ham/02158.8bf79606e0b4c729519937615b0fb494\r\n",
      "easy_ham/02159.3b7200492cf429f50cf6668efb36177f\r\n",
      "easy_ham/02160.c5ef0a4f48766c7209928b8959200f2e\r\n",
      "easy_ham/02161.4b942bb106ecf89f8cec2699e8a9a7be\r\n",
      "easy_ham/02162.a1a481752dd8f6db2d81b0c27866b2e3\r\n",
      "easy_ham/02163.39e9d518b4d551f900e959eb7345fc74\r\n",
      "easy_ham/02164.9811123409bd1868ffa612e9ac926233\r\n",
      "easy_ham/02165.5a53a5143f3c5a2caa499f831f29f2a8\r\n",
      "easy_ham/02166.13587bcaeaf8c5c3c8b234e4ab90bc40\r\n",
      "easy_ham/02167.2c54db4de2163fee22c21095780fb2c8\r\n",
      "easy_ham/02168.7553183780de52538cc77ddc247af5b6\r\n",
      "easy_ham/02169.5424cc156b999457273d8f8d8f630093\r\n",
      "easy_ham/02170.0a3dd712120a37116a51102cb8d7e5f8\r\n",
      "easy_ham/02171.b9bc07d8d041e3fb2f0a75999eb36e16\r\n",
      "easy_ham/02172.f45a282de760a30c7f201e6dc79aeba5\r\n",
      "easy_ham/02173.e732f964a266e408f2ba0b5ded6f867c\r\n",
      "easy_ham/02174.972ad84526db8315392111259bd7eec1\r\n",
      "easy_ham/02175.05074ef986eed2c7c332b0cba9c6dabb\r\n",
      "easy_ham/02176.13aebc7d3e5c0db9f362f97ddcfb8bf5\r\n",
      "easy_ham/02177.271ffe8f601916de07520b23fe0d0921\r\n",
      "easy_ham/02178.efa76e272d764da2a8392d836722e5f9\r\n",
      "easy_ham/02179.1aea6799b3c33b025767ad498891bb4e\r\n",
      "easy_ham/02180.634c51a827a89348307b598dda197cdf\r\n",
      "easy_ham/02181.a7e15d16987b4db753c47d2ad7ebc84e\r\n",
      "easy_ham/02182.eca8f053ffd4f6353722c98c07ce781e\r\n",
      "easy_ham/02183.37c8e1fc380f9d2db2421ac4c1bdbe4a\r\n",
      "easy_ham/02184.63621c20176bcd2a19a94a1a99042740\r\n",
      "easy_ham/02185.cb5555815172c9f244e7e5da118fbcdc\r\n",
      "easy_ham/02186.1c49e48d3f59c54735464569429dfd1e\r\n",
      "easy_ham/02187.3f8ea19249f46d941671b62c7a43ca0b\r\n",
      "easy_ham/02188.3a31f5febb420d22b9ee986c4994591d\r\n",
      "easy_ham/02189.87c2e44a35ec0e62b20783d9a29d5c5e\r\n",
      "easy_ham/02190.92b3abc7fadd16370cbc516dcc0d0152\r\n",
      "easy_ham/02191.f0e2c0d69eb3c4571a1b656b2b787003\r\n",
      "easy_ham/02192.41f1b8c296ad29aad5d34d66834cb265\r\n",
      "easy_ham/02193.cf0b191c8de7d71019c017994531b644\r\n",
      "easy_ham/02194.169397b29153e7036c63ca030b0ebd2e\r\n",
      "easy_ham/02195.6b277d940aa10f421b1eb0aa9b540e50\r\n",
      "easy_ham/02196.9b6d21c546d5814dc10c9f87b1bfd945\r\n",
      "easy_ham/02197.8ff83816cea0884898d358cd0423b356\r\n",
      "easy_ham/02198.c08bebb7e1d24a5175846ab55fa47fd3\r\n",
      "easy_ham/02199.663c7327f5f9c7aa46d0fc56fbb68208\r\n",
      "easy_ham/02200.2f5bbdb813d3a4f97b7191e764e1ce61\r\n",
      "easy_ham/02201.1eb2f7b1a998eb4e08c50f05312b48bd\r\n",
      "easy_ham/02202.fd6cdebf0762194039aed87bb12a8cc9\r\n",
      "easy_ham/02203.b3cd1f66645417a8b3efee0c73dc38ac\r\n",
      "easy_ham/02204.ecd97a0ec1b96cb73d8a6765a6cd03cc\r\n",
      "easy_ham/02205.ecb148571da605047c076185be6a53ea\r\n",
      "easy_ham/02206.ea5ab2238a2d2a4eb62debb104235086\r\n",
      "easy_ham/02207.fd9ab7028cda31c1fb223b220113395b\r\n",
      "easy_ham/02208.b6600296e30c947432d10f7b0999638b\r\n",
      "easy_ham/02209.af015c8af7d05a011604be64d0417ed7\r\n",
      "easy_ham/02210.6af0d0f1a0499de6f7774e321080c1c7\r\n",
      "easy_ham/02211.06ce65e84569f2a40763e9c9ac2ee6cc\r\n",
      "easy_ham/02212.87cbd6ee3c8396df8af3e85edbc62a43\r\n",
      "easy_ham/02213.c2bba9fc586632714938a0bf1180b74f\r\n",
      "easy_ham/02214.e7a51ad65f79d62757fd8a468952934a\r\n",
      "easy_ham/02215.7378c7c75e977c87de39e8b48291c8b7\r\n",
      "easy_ham/02216.ca589f9f9e1aed8d827e21bacfc5f86c\r\n",
      "easy_ham/02217.480e180ae8976cf6457850fd1ec9eaee\r\n",
      "easy_ham/02218.f615f1b7360b9a22a0c9387f285a5af0\r\n",
      "easy_ham/02219.ac02d646e0a69417b46a3f0f475952f2\r\n",
      "easy_ham/02220.4280613b5d6f26a438b380b45b10c833\r\n",
      "easy_ham/02221.879d8772739a56d751f60d43900609a2\r\n",
      "easy_ham/02222.9bef51f7af05a6b348a6b696c687c23f\r\n",
      "easy_ham/02223.ceda95b7f82b5015e11a6eedcb50378b\r\n",
      "easy_ham/02224.4f3f70256587197ca97a89d947bb3059\r\n",
      "easy_ham/02225.fbb50abca97a353460a3adbfa26b0353\r\n",
      "easy_ham/02226.f0d35bc5878e743c176afbe9b51dc8d2\r\n",
      "easy_ham/02227.bc3b678dc7d0e59974fd2d2bfccfc21f\r\n",
      "easy_ham/02228.af711080d4eb57589dbdae3ebb10cd83\r\n",
      "easy_ham/02229.22705c47166ea4c8a659bb0b0853c121\r\n",
      "easy_ham/02230.83d29be67d33b60cfc25c55a8a7d2c16\r\n",
      "easy_ham/02231.f2e821bac37b113fc3e095f4f597d81d\r\n",
      "easy_ham/02232.5b851f21174e8a172cdeb2c4fac519fd\r\n",
      "easy_ham/02233.371bfe54c9b2da2ccdf0011da37af005\r\n",
      "easy_ham/02234.532c6dfa80ade100533cafbdea1fe348\r\n",
      "easy_ham/02235.d38f9dc34f5f3148e20d0405f31b29f7\r\n",
      "easy_ham/02236.46b510d2f030ddaa7bcc52ef26535bae\r\n",
      "easy_ham/02237.eb8f3fdf220396347b7d8a454fb9c330\r\n",
      "easy_ham/02238.f3ef4b4b526ba634c07afc13952005c6\r\n",
      "easy_ham/02239.ec845653f8827026a27cb4f5f1c6fb91\r\n",
      "easy_ham/02240.fe7a1b134c52afd2b9a666ee65e789cb\r\n",
      "easy_ham/02241.aaefd69aeb045921a2c82a01c13d225d\r\n",
      "easy_ham/02242.069e8b99ee8a2d62ec97d0e9d389aa5f\r\n",
      "easy_ham/02243.38fa5e851222887cd610d694989414d5\r\n",
      "easy_ham/02244.ec757949204665ad24fa1a091258fe86\r\n",
      "easy_ham/02245.665f72308396aa60a33375e5834de93c\r\n",
      "easy_ham/02246.b353269018884d01ee252bca5bd419ef\r\n",
      "easy_ham/02247.3e6230c66e51a61da5401d91d914f466\r\n",
      "easy_ham/02248.63dc24958fcab409ff3ea0484ee44c4c\r\n",
      "easy_ham/02249.69c4a67fc3122f5f47bb86de4d3c2872\r\n",
      "easy_ham/02250.f947b89c1c14ac1d0e806219ad0d2161\r\n",
      "easy_ham/02251.d49946be522e8f8b9e639efde9bbf1fd\r\n",
      "easy_ham/02252.ebbd0ad5e87fe492f43719803a2f7360\r\n",
      "easy_ham/02253.d5c5abb3f43de2d174990b4cc271ab5a\r\n",
      "easy_ham/02254.a9356b1df0e51b1825e6339f9d1f42bd\r\n",
      "easy_ham/02255.0c14a8144617b63d1f36d8e2b66f392d\r\n",
      "easy_ham/02256.85f12e332ce4720e3ee4b91ee62c5298\r\n",
      "easy_ham/02257.1a05802599dcab3a54d36deb369f8b37\r\n",
      "easy_ham/02258.30db9327f0a0591eda268a3dd46a42a5\r\n",
      "easy_ham/02259.75e1cd5cf4a8857fb04b58ff179bed51\r\n",
      "easy_ham/02260.6d015856826faa40edaba42f20a69cc5\r\n",
      "easy_ham/02261.cb19fd83782c6695c1172e21a4c72826\r\n",
      "easy_ham/02262.eb4d98f3705c995154ee6c778957e4c4\r\n",
      "easy_ham/02263.6bdea10315e48c5f22133ac71e43488b\r\n",
      "easy_ham/02264.2d1e4f4cd87e96f5ac2f24c992b59e2a\r\n",
      "easy_ham/02265.40b76de637202cfef4db6f2d48508282\r\n",
      "easy_ham/02266.dc8353bea2a93134f0e947ec60106c32\r\n",
      "easy_ham/02267.411e9ce8e8de3ee987f22ab7ce7fc008\r\n",
      "easy_ham/02268.4453eaf85c9daec0bb335986e639dbaa\r\n",
      "easy_ham/02269.ee87871a0b0364173f13977f058f3e19\r\n",
      "easy_ham/02270.860a99063549ce66ec006fa54cf23720\r\n",
      "easy_ham/02271.713bd681f26262b9af956f74fa3f5719\r\n",
      "easy_ham/02272.3f911ccf260be36f08868f4540332f6f\r\n",
      "easy_ham/02273.261b1d4fc305dcb4e604790d2e2d5bb0\r\n",
      "easy_ham/02274.d25fe5d3adc798112cd281bd89d642db\r\n",
      "easy_ham/02275.076ff76b138aa30d495a07d0fe3461bc\r\n",
      "easy_ham/02276.5f58a304eeaaffc11013d50b3752243b\r\n",
      "easy_ham/02277.f693b982e015112a922d663557266509\r\n",
      "easy_ham/02278.5681f9fd02e38391b917d4623ff9d198\r\n",
      "easy_ham/02279.4592a8960372d98328df98397554306a\r\n",
      "easy_ham/02280.db9948c9442aa9465d50aa344043ab74\r\n",
      "easy_ham/02281.0c788946658a7633490bd31043cc513e\r\n",
      "easy_ham/02282.600d0cbbcde2ef57a436ea913c7b4dd6\r\n",
      "easy_ham/02283.e7e38a2cdd5a04ea9543e8173653bd07\r\n",
      "easy_ham/02284.3bab45e6a7f377869d7856d8c1692b59\r\n",
      "easy_ham/02285.55daa852c99a6745283e6917b27e4600\r\n",
      "easy_ham/02286.a21741fc63dabc4454c8d5140d559b22\r\n",
      "easy_ham/02287.05088931220174dcef44fd30efb3616d\r\n",
      "easy_ham/02288.bea4bfd2ffe3c40c427cd9c579ea4252\r\n",
      "easy_ham/02289.06bd7baa07bfb24600299b47b78abe33\r\n",
      "easy_ham/02290.63a40c780fe1f8e771f62473dc3dce0b\r\n",
      "easy_ham/02291.c5c8900bccc84c58cfb6d73ab1b678c6\r\n",
      "easy_ham/02292.bde66349816068e3b4b5a8914e99097c\r\n",
      "easy_ham/02293.2ae2c667486323afb16d109b406b8783\r\n",
      "easy_ham/02294.93bf98f2c25739805c0e8cae23f9dc55\r\n",
      "easy_ham/02295.d6c2920e31d10893221d58aa148719c1\r\n",
      "easy_ham/02296.09d0ea0aa1638ab3e2dbbe4aae06b21b\r\n",
      "easy_ham/02297.a0f08a4cc518d9c666dffef38f4b3076\r\n",
      "easy_ham/02298.501991b65594ba4937fc54a5c23ee1c3\r\n",
      "easy_ham/02299.e0ae6c52e1cd301952051809eb5245ea\r\n",
      "easy_ham/02300.fbd28368d45456c91e57afc5b5a5817a\r\n",
      "easy_ham/02301.a12a68c684b8c32e4f93cf6628e9eb5c\r\n",
      "easy_ham/02302.6b0e60535c666317d676c81aeea21f4f\r\n",
      "easy_ham/02303.7bc2a5bbe2ab0578f966b85eabb3a35b\r\n",
      "easy_ham/02304.90b0a5f1bd3ab6a9dde682a954ec1734\r\n",
      "easy_ham/02305.7955c4d9b3bc15c0881298fd27e35889\r\n",
      "easy_ham/02306.73f5f4ae7ecc1258584e96b1138987e3\r\n",
      "easy_ham/02307.d9d5e8536e4c12d3571e099f5fec2d07\r\n",
      "easy_ham/02308.0fa0a0b2d072a7d8f863c0fe5b34045e\r\n",
      "easy_ham/02309.cb91e69b3d4d562c5f7f1402fa84f108\r\n",
      "easy_ham/02310.b23c6ea3aaef834945f3f11c155d238a\r\n",
      "easy_ham/02311.09366d71e6cc084f7a077d7df92b4287\r\n",
      "easy_ham/02312.892bf166595db14c451d16204076c24f\r\n",
      "easy_ham/02313.792888aeb3a4fdd1adcbbb094959714c\r\n",
      "easy_ham/02314.608313fbd690f2d120b68c894333a134\r\n",
      "easy_ham/02315.b64bfd78655623c6d47856cea12a9182\r\n",
      "easy_ham/02316.983d961f8f303f41897dd82ad4542f4b\r\n",
      "easy_ham/02317.942204d4fb105bda92c73930fdf9235f\r\n",
      "easy_ham/02318.48d402a51963b3fe7e43da0bd4ec8c50\r\n",
      "easy_ham/02319.59d9edb59decb975831e89c07330dbf0\r\n",
      "easy_ham/02320.9d983e803c0325063c06097d7bb4b3f1\r\n",
      "easy_ham/02321.0982ccadf7cc01460bc93bdebb833034\r\n",
      "easy_ham/02322.302cf0b8480d647482d266ecca5497b4\r\n",
      "easy_ham/02323.dbe22daff2cf3e9c7aa284ec961481c4\r\n",
      "easy_ham/02324.939312dace3fd8b6b3d2d1116cd83024\r\n",
      "easy_ham/02325.95960d8f09ba654e65217297bb9cd0c7\r\n",
      "easy_ham/02326.efbe943cacc775a6dc2b384350195fb8\r\n",
      "easy_ham/02327.32e1253fcbec3d879b9cf8acb9aee1aa\r\n",
      "easy_ham/02328.3ee8aa6fb89a74f63d2be89404554cd1\r\n",
      "easy_ham/02329.26c7e9813ea8b29dce213bc8275e2904\r\n",
      "easy_ham/02330.5c2ab6791a51f161fd09d889ad5144f3\r\n",
      "easy_ham/02331.20925f3659cfea80ba7be52b3c379524\r\n",
      "easy_ham/02332.e40c30e2449d14172a3319197b5886f7\r\n",
      "easy_ham/02333.2a59c82074b44c35e79462984c8f8d9d\r\n",
      "easy_ham/02334.742721e46b366730e9669b47f77a7f8e\r\n",
      "easy_ham/02335.1e8a1512670aba127c43ac4d297a1884\r\n",
      "easy_ham/02336.13de9eccd455085a1ff722dc09a059a3\r\n",
      "easy_ham/02337.ad6e6743b8b59611fe9a4961c3192dfc\r\n",
      "easy_ham/02338.069cf2dc77bb733ae5f864b7ad17868d\r\n",
      "easy_ham/02339.6a217c7473a881cc0d68a2c1617722e4\r\n",
      "easy_ham/02340.de68a83f900418f6cde87bdf92801f73\r\n",
      "easy_ham/02341.024003ab6c0a1f22f449b8c991d2d69c\r\n",
      "easy_ham/02342.fb90b37c6a682e01e61c9da213e727b7\r\n",
      "easy_ham/02343.5e52d740e7107ba7278b6d8451c2e181\r\n",
      "easy_ham/02344.9fc799c5b2dcdbc98f22ad3d6cb15c17\r\n",
      "easy_ham/02345.52eedf6f431a61908c62a4d561e655fe\r\n",
      "easy_ham/02346.2fb10027326d7f45655131a42b2fac69\r\n",
      "easy_ham/02347.db1c7895dd0bb6691993728cbc54423e\r\n",
      "easy_ham/02348.3391838baa191517da63530666cc516c\r\n",
      "easy_ham/02349.2043804e03b68a6d09f3a08e6a9ec7d6\r\n",
      "easy_ham/02350.b8ed9b115e8d8e0fb8db75b855d184c3\r\n",
      "easy_ham/02351.d6b3bc2bb32bd4a790e07be3bc9c8bb0\r\n",
      "easy_ham/02352.7e2d173161b2e106f6ebf8bdce836b82\r\n",
      "easy_ham/02353.d1d5be2d594526feaefe01119c9b114e\r\n",
      "easy_ham/02354.3be731874b373f98e66b3254f75a30b6\r\n",
      "easy_ham/02355.72b763dd3d17e12d274177c333863200\r\n",
      "easy_ham/02356.e517c740ad66697bba95a671d902563f\r\n",
      "easy_ham/02357.8bb1da478aac76b57282a9305b11c81a\r\n",
      "easy_ham/02358.1a83ca0239ea10a6b2b19e5b3ef8a01a\r\n",
      "easy_ham/02359.63b4bf64205944352697f4dd2a731c77\r\n",
      "easy_ham/02360.e0e26457785f0c6b622dd5b94996ced9\r\n",
      "easy_ham/02361.68fa77659ad7611f8bcad48d030a3039\r\n",
      "easy_ham/02362.00b2a07a8d70813c728bd210ee511a0f\r\n",
      "easy_ham/02363.bbded22e51204b9d7cd1a7e2df26efc3\r\n",
      "easy_ham/02364.30b936d4dfbe3edf7fdadf0a0c1ffd10\r\n",
      "easy_ham/02365.e74194f171d02137cba0548d118aed05\r\n",
      "easy_ham/02366.27ba8f494336f24905ffd95e1b139438\r\n",
      "easy_ham/02367.d5ef41d805a4ae9381ae279bbfbce1a8\r\n",
      "easy_ham/02368.e7f41e5cdd25ad10fba7c09915e39e25\r\n",
      "easy_ham/02369.c227dfdc5a8086022f67503580b48b96\r\n",
      "easy_ham/02370.7d8fb2144e17272cb6984c42af313d9c\r\n",
      "easy_ham/02371.32a223c606465d39cb1788f4dde71017\r\n",
      "easy_ham/02372.ba6a7288c11b60bd92e3245c76652846\r\n",
      "easy_ham/02373.45f4057eab005d140507e72867f7a3c0\r\n",
      "easy_ham/02374.71b4f1f5c95ebd79a8ce656bb350282b\r\n",
      "easy_ham/02375.edeb9041e87f72ee99fa802021017fc2\r\n",
      "easy_ham/02376.413750be8a48807a2f7235dd48867fe9\r\n",
      "easy_ham/02377.7dcfe4965c5a7dda43574d0f74d29cff\r\n",
      "easy_ham/02378.ff357ba03232ac47ae4cbdf1a770cfc4\r\n",
      "easy_ham/02379.dc53ca4837452561724dbf9afd8a52b9\r\n",
      "easy_ham/02380.25e823fa7a52cdd64be4b53caf862f34\r\n",
      "easy_ham/02381.e00a6c4a6d57003d10e0df8dc65e1b8b\r\n",
      "easy_ham/02382.eb2484cdedd309cd6d94fdc9731ef5c5\r\n",
      "easy_ham/02383.833224f74156975eb4364e6a4ddf9a0a\r\n",
      "easy_ham/02384.1833d9d553ee4c2bf37bfedb952a1424\r\n",
      "easy_ham/02385.f62055b86361f86a511971dfcbe54fd6\r\n",
      "easy_ham/02386.50c399343f4145ea32f5c5e6828ce2bb\r\n",
      "easy_ham/02387.9d5f4f48c229943053ee40235b3fd75c\r\n",
      "easy_ham/02388.065b9450504ae5c247c966660fd297e1\r\n",
      "easy_ham/02389.bf7ec2ae6243dab5dfc26c3f31c25b2a\r\n",
      "easy_ham/02390.e9c19167c2abb222ddb6ecd1ec91a048\r\n",
      "easy_ham/02391.96819f50982c2bbe2b1bcb5ac241d2a9\r\n",
      "easy_ham/02392.5cfa16e5b6c7712e109a845b8fed4949\r\n",
      "easy_ham/02393.fd8a3a8ebc19951bcfb868ead80f0a49\r\n",
      "easy_ham/02394.be97a45948bd954bae8fe8489de926f0\r\n",
      "easy_ham/02395.ff44e9fcba3b3fb6541d320cde0831a1\r\n",
      "easy_ham/02396.0a7da4e5438d7316dd2fa1cf838dce13\r\n",
      "easy_ham/02397.87db84626f7e5927b6fabc96e6be2b2e\r\n",
      "easy_ham/02398.799b8be8a8ee865c6dfd22989e77a7c0\r\n",
      "easy_ham/02399.80c1a552b08b3c77ded87e0b3de97c8e\r\n",
      "easy_ham/02400.e033408c1d071abb62c3a1322a87bd67\r\n",
      "easy_ham/02401.015271d0ec5160083028b8644b9d8e55\r\n",
      "easy_ham/02402.7f699b32ac5965e5086d82b4199ba461\r\n",
      "easy_ham/02403.e2243f5db10d146f2b44dbb87159cc88\r\n",
      "easy_ham/02404.da865baa8492a392d7a5a035f0d3b7a0\r\n",
      "easy_ham/02405.09deeb2c650f3f44789439c91e2d0a62\r\n",
      "easy_ham/02406.7d974783ba62923eef75300a9420a42e\r\n",
      "easy_ham/02407.204ec9176022e4c98300ba4f7c02cb7b\r\n",
      "easy_ham/02408.782df84d9981b7c54dc46f5cd5695969\r\n",
      "easy_ham/02409.2685d37952e55aa12a8dd07dc11c24b8\r\n",
      "easy_ham/02410.1e210a6beee21bbc102e8a45e80e7f2a\r\n",
      "easy_ham/02411.cb3baadc8219b02864983eef1fc2785e\r\n",
      "easy_ham/02412.23b29d8b8bea2c522888d2344a6b971b\r\n",
      "easy_ham/02413.097c8ce1cfe27aa9d219e7bba451b36f\r\n",
      "easy_ham/02414.7f6f9056fa659fb7a11febc394974506\r\n",
      "easy_ham/02415.0d9e7688dc9d051d9493f809b64821a1\r\n",
      "easy_ham/02416.d382623221b581302dce05f3ade9573e\r\n",
      "easy_ham/02417.0a5253a87a7a62db85836c45d2446c18\r\n",
      "easy_ham/02418.a437a22a14db25e4a04a3940407084c0\r\n",
      "easy_ham/02419.ade095af23802012668f4ec856bf7e63\r\n",
      "easy_ham/02420.8189d37102e8813fe966be2840346b27\r\n",
      "easy_ham/02421.c01ed1383a70703fb52cda0db36734a4\r\n",
      "easy_ham/02422.cdeb9f1dc58b063c7d8b14e1f5cd66d3\r\n",
      "easy_ham/02423.1dc909c6b3be62619e6679bb3fec1ab0\r\n",
      "easy_ham/02424.3f022ffe6f06ab63fe087756835a6315\r\n",
      "easy_ham/02425.f6091f9f9b3594f56f1f9430b9d9e6c7\r\n",
      "easy_ham/02426.d591c3ee3150dcbd9da22a4ed8f69c75\r\n",
      "easy_ham/02427.ee2da8686c5acea975b56ce32314b622\r\n",
      "easy_ham/02428.f441443c176dbaf533553dd0f4940085\r\n",
      "easy_ham/02429.d93428d69b44bb6ca23611fe03328455\r\n",
      "easy_ham/02430.785209e091fddfe4bce68a4bd348f088\r\n",
      "easy_ham/02431.00d4789f409f10d1047e13e6f9138282\r\n",
      "easy_ham/02432.529ee53cd95ce5c419495625a6727f1e\r\n",
      "easy_ham/02433.9cfb47708291604f2c38393706175160\r\n",
      "easy_ham/02434.37126367f2a918fead5ff8ea834cc334\r\n",
      "easy_ham/02435.0dcf87932640d0341c61495eefe7f88f\r\n",
      "easy_ham/02436.5821586f609075c777d251052f6534fe\r\n",
      "easy_ham/02437.6b2d91957a295729c0c65d48eee31ec3\r\n",
      "easy_ham/02438.46704858cc30f315ab2c937257bdf43b\r\n",
      "easy_ham/02439.e0ab144da5d5f95e6accf8d8a84f5fd1\r\n",
      "easy_ham/02440.cab44b8904a9df823667f58f5a018d85\r\n",
      "easy_ham/02441.231d03774c8f1725c43fdc85fed114ef\r\n",
      "easy_ham/02442.ebce98dea2d472fbdc7682664984af1a\r\n",
      "easy_ham/02443.867bca40d0f04d5d12b1866ce890c6cd\r\n",
      "easy_ham/02444.5fd7d2baf5c7b8866a9a51a4a3dbaf2e\r\n",
      "easy_ham/02445.c8fd8c92ab5a91bbf5e94e5277a47863\r\n",
      "easy_ham/02446.00be6d27ed9c7ded51a87830b09b1eb4\r\n",
      "easy_ham/02447.5ecaa423bfa4ab050e5b9a0a34f6191f\r\n",
      "easy_ham/02448.1daa1a47414fb57c4456af88204d029f\r\n",
      "easy_ham/02449.7b52df455e5abff6fae35979800a27c0\r\n",
      "easy_ham/02450.326fa2bec3901e1f7fe78693c0e76bce\r\n",
      "easy_ham/02451.2d85b62408d45e219d34e55a1439f795\r\n",
      "easy_ham/02452.22e8f668f27122f74442cd887a02be07\r\n",
      "easy_ham/02453.ca217660d72de334fd254a8ef39ff7d2\r\n",
      "easy_ham/02454.7015a418cb0c3ca707b8b63e267bc6a0\r\n",
      "easy_ham/02455.8cc0169c74f4414a3be8a09dd7417450\r\n",
      "easy_ham/02456.2d80a710374d58fdaec212af6d791179\r\n",
      "easy_ham/02457.b9ce53f6744f6deb11a365882297639d\r\n",
      "easy_ham/02458.fd912fbe64911a9d4549de2df559a5bf\r\n",
      "easy_ham/02459.e4b0d8c4b8389ac7b907935718f694c9\r\n",
      "easy_ham/02460.553f4ad4ee6fe63fb789337ab097ab97\r\n",
      "easy_ham/02461.a1007afeb8f2a233e221a320d856ec81\r\n",
      "easy_ham/02462.4f93bc374730a117b103d5c3a2d699f6\r\n",
      "easy_ham/02463.4e629845ecd2756eb5f2d77868a58535\r\n",
      "easy_ham/02464.95f59bae730edc01ce4f88d98791ffca\r\n",
      "easy_ham/02465.ec5094d26877bc1fd048d57c0ad42aad\r\n",
      "easy_ham/02466.b71ae3ebfc7860ad17eabdf70410279a\r\n",
      "easy_ham/02467.b05b3925df99da2a9426f07833ce5a9d\r\n",
      "easy_ham/02468.3ac182b2833f74c850d4bcaf63fdd347\r\n",
      "easy_ham/02469.901d2dc268a72e42497dac1ea80d861d\r\n",
      "easy_ham/02470.b68fe61c2cd92ceff2ab3e473fd7da0f\r\n",
      "easy_ham/02471.18281d43dc0775e915267c2ea5170f1f\r\n",
      "easy_ham/02472.5c879dd55c3d4171e1787e8529bbd7e1\r\n",
      "easy_ham/02473.207afa13ad7d745dfd1344f84531ac16\r\n",
      "easy_ham/02474.c76ffef81a2529389e6c3bbb172184d7\r\n",
      "easy_ham/02475.9277ee243e3f51fa53ed6be55798d360\r\n",
      "easy_ham/02476.de1d459426662492dd1235046b504c3d\r\n",
      "easy_ham/02477.07b2069e9827cfd6f97d07eea2913d57\r\n",
      "easy_ham/02478.40723f38488bddaf5a24ef2a91679c75\r\n",
      "easy_ham/02479.14365bcad3a60fcf24c5c1813f6291fb\r\n",
      "easy_ham/02480.72714df60c9be29d6f7985c777cbfc13\r\n",
      "easy_ham/02481.176b368fe4b90682f33647d65a8b97a3\r\n",
      "easy_ham/02482.35c166ec6a85e108ad693ea43329762f\r\n",
      "easy_ham/02483.ab1bee02c10ddecc0e86c39eaebc2996\r\n",
      "easy_ham/02484.32a0bca2600788be144b93cae341efbf\r\n",
      "easy_ham/02485.ba9aebbdbec0d9fecec595eeebe5db87\r\n",
      "easy_ham/02486.bdf90e871b673fd14f47f3fe36622742\r\n",
      "easy_ham/02487.c2e725d509201dc30debb7bd94d07f5e\r\n",
      "easy_ham/02488.68fed64ff8169f1505b74080bb7b6158\r\n",
      "easy_ham/02489.85c20a6f9d75714d9f44398baeddd416\r\n",
      "easy_ham/02490.7be0f683db6994ddd8445cdcc2eb5042\r\n",
      "easy_ham/02491.c26245be2a5096fa86647d594561c511\r\n",
      "easy_ham/02492.6aede44f654a1bbc60c95c7dd770e624\r\n",
      "easy_ham/02493.f9f2870094430b7db8b0c1052b302cf1\r\n",
      "easy_ham/02494.a14f2d3a9bef3f59aa419b03aee8f871\r\n",
      "easy_ham/02495.5064946e77b3046873da91fc47656465\r\n",
      "easy_ham/02496.aae0c81581895acfe65323f344340856\r\n",
      "easy_ham/02497.60497db0a06c2132ec2374b2898084d3\r\n",
      "easy_ham/02498.09835f512f156da210efb99fcc523e21\r\n",
      "easy_ham/02499.b4af165650f138b10f9941f6cc5bce3c\r\n",
      "easy_ham/02500.05b3496ce7bca306bed0805425ec8621\r\n",
      "easy_ham/00070.c62a036deb1de40aa32cabc761b0861c\r\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hard_ham/\n",
      "hard_ham/00001.7c7d6921e671bbe18ebb5f893cd9bb35\n",
      "hard_ham/00002.ca96f74042d05c1a1d29ca30467cfcd5\n",
      "hard_ham/00003.268fd170a3fc73bee2739d8204856a53\n",
      "hard_ham/00004.68819fc91d34c82433074d7bd3127dcc\n",
      "hard_ham/00151.b352916ecff2b0ba1140d6898d789235\n",
      "hard_ham/00006.3409dec8ca4fcf2d6e0582554473b5c9\n",
      "hard_ham/00007.d24e99a602ee7fb442714c0d448cd08e\n",
      "hard_ham/00008.b42457819236bee543bebffb61b91e44\n",
      "hard_ham/00009.ddea79a02a9978cb3dafef3c05ff37a6\n",
      "hard_ham/00010.e82bd1f5f7eae426682a7f8e4cbf1ae6\n",
      "hard_ham/00011.acdfa5be40e7b6c3ad3df28c63670c7c\n",
      "hard_ham/00012.58a866f18474d94989984958e1789df4\n",
      "hard_ham/00013.15135df1ed8198dbea3fcd0cb8d071ae\n",
      "hard_ham/00014.a1f7ca2723b9e4060e7c73b6e1fed642\n",
      "hard_ham/00015.ada83ed8f5e09b7dd5b268dafb0d7e8d\n",
      "hard_ham/00016.47e87c7e7f6c78738ad4fb654dbdaaac\n",
      "hard_ham/00017.840244edb8cc88aba7129296ea536212\n",
      "hard_ham/00018.75bf8472753f24aa22df72c7301e07ec\n",
      "hard_ham/00019.e35a7a6a1a6bdd0d2e164db2f6a0e4ef\n",
      "hard_ham/00020.eca3ca2c144cd6ceaf677f3d8b7b0eed\n",
      "hard_ham/00021.1707ccb203e1a39f5167f1c0d65cc235\n",
      "hard_ham/00022.66e4bce429ab25c5d2c7e8a1a38838a0\n",
      "hard_ham/00023.fdefc991ac9ee6ab05fe5035b74cef1d\n",
      "hard_ham/00024.9d2b87b00039e2527adfebd188dd3e98\n",
      "hard_ham/00025.c27f4dd57c84c01305bd30bdee96810b\n",
      "hard_ham/00026.bb0f14a06b51317f3fc7854cdaae5cdb\n",
      "hard_ham/00027.87ab6708d16f330c0cb84c42a2adf154\n",
      "hard_ham/00028.13ae4e6472d6f2ded79066b8a7472a27\n",
      "hard_ham/00029.844ef4d2066aab3fdf93692142d5911f\n",
      "hard_ham/00030.81e02cde7ddb4986b99b38a31ef8cf9a\n",
      "hard_ham/00031.2ca10bdfae710ae978fe69ac84d9e98c\n",
      "hard_ham/00032.f84b348f70e22edf30de5cc219e50e36\n",
      "hard_ham/00033.a09f363a94e0c632227ab453b9fd4908\n",
      "hard_ham/00034.a3365d4376445f183171dad145d0b82d\n",
      "hard_ham/00035.a0e0e8cdca0b8352a9e9c2c81e5d5cd7\n",
      "hard_ham/00036.b2641f0e9ff64695cf368088640bee0c\n",
      "hard_ham/00037.55830ddeb2e48be48787c1fb1656ee47\n",
      "hard_ham/00038.a5f3ff0736ac35b3102c6712ffed9a60\n",
      "hard_ham/00039.b2b936a8501444b213f61f9ff193b480\n",
      "hard_ham/00040.78ac9f85875ccded71e3bbb55a7e6ac1\n",
      "hard_ham/00041.aee0699a14f472a43d9a9d178aa21d70\n",
      "hard_ham/00042.5b7f2a0e87c853e8c8e13d556c1320d2\n",
      "hard_ham/00043.d8d12ae6c64ff65812f48641822d4892\n",
      "hard_ham/00044.b2f03a4d512deb2c4702a3bd60a4fd88\n",
      "hard_ham/00045.f1d1f852b14ac9cc7b8af57fed17e1dc\n",
      "hard_ham/00046.026e41e68016ebba835a855d4e2af80f\n",
      "hard_ham/00047.e16f5f2d37964469a4bea8d6028b2acc\n",
      "hard_ham/00048.edce23084d9ebd5cd49924ba4bd2c344\n",
      "hard_ham/00049.7ed9039cd4c9cb59c4be39fdeaca0c64\n",
      "hard_ham/00050.22f61c80e6b78b95140773a3ef3848eb\n",
      "hard_ham/00051.2dbf15ab121393e6ea3e30a8a12fa23b\n",
      "hard_ham/00052.706355b468fdd6ec4a291c1cef07436f\n",
      "hard_ham/00053.64ab5b8544333b7c16af8c87b5ebe800\n",
      "hard_ham/00054.7e71da5e65cb85d5c483c3de59a5d63b\n",
      "hard_ham/00055.d4984b38068ffd0b982eb1e5c117512f\n",
      "hard_ham/00056.c17c95457d7524edd8a72b6de455c4d2\n",
      "hard_ham/00057.ccb4ce3e080b3a2957b7b257d85b850c\n",
      "hard_ham/00058.1af25be2ce8df45186febc96c29c6109\n",
      "hard_ham/00059.ad3ed6777e73773ebd7ee5455e6a43e3\n",
      "hard_ham/00060.bb5f0a4bb14bf8126f7024c538c22c92\n",
      "hard_ham/00061.ced4949974bf2c9bb387310f53172c9b\n",
      "hard_ham/00062.5eb057b09783a140a81fd95ed583f60d\n",
      "hard_ham/00063.70680acb99a7bb45b2194c228388ed43\n",
      "hard_ham/00064.a80b45bb0339ed948bbbd968c074c60e\n",
      "hard_ham/00065.84b8fba96e680358bbd2c961fe356982\n",
      "hard_ham/00066.a1470588fa7acf8f1ceb4b58f067682f\n",
      "hard_ham/00067.78f9a9d537907424c503f4d29a2c24b4\n",
      "hard_ham/00068.9fad29898f9de2de79401e3112c4f4f6\n",
      "hard_ham/00069.fde06e5843b931e8deedd526033cf45a\n",
      "hard_ham/00070.a6fc1e36f88c0bd0e0749274082938fc\n",
      "hard_ham/00071.c101f559f8fb74cad5caf665a3713c34\n",
      "hard_ham/00072.7fdfa76485745886daefc536dc734132\n",
      "hard_ham/00073.4bd106f62a13d9071a638228a7189862\n",
      "hard_ham/00074.c6f6a8cef7af2b318f769fc4633aa68d\n",
      "hard_ham/00075.7e1dad2c4dde79ba419379fcad78f2ca\n",
      "hard_ham/00076.5775c01eef4784032d58e85f76c541da\n",
      "hard_ham/00077.5bb73a24591aea238ff4c466aa16c6a5\n",
      "hard_ham/00078.dc9b31aab52ac120742e5b9cc792897d\n",
      "hard_ham/00079.83c5af8611aed78fc3490033e2ae255d\n",
      "hard_ham/00080.338dc467b34650c3fb2deebfb49c7279\n",
      "hard_ham/00081.a50816e80775062cf2b291e66137d01b\n",
      "hard_ham/00082.a405e76faf9463d464229306b1e0c93f\n",
      "hard_ham/00083.5c1fe69b6ebb360baac59ddca2b9bda0\n",
      "hard_ham/00084.b69a7b9d49f4fef05e0cd50c667f43cc\n",
      "hard_ham/cmds\n",
      "hard_ham/00085.661f10298bde7a7c873f9d90fc343d4d\n",
      "hard_ham/00086.5c80a9cdcc27b05861d4ccef262ddab7\n",
      "hard_ham/00087.4563348fbfa23de502fee878d59ec671\n",
      "hard_ham/00088.1f7a2bd2452833d69c069ea025e5a3da\n",
      "hard_ham/00089.db1c07c19e44a56e1a4d7b858ff2ef5e\n",
      "hard_ham/00090.1c7c81d87c6d0824a52bebe66f186330\n",
      "hard_ham/00091.7c3181e801c15b857b81100fba6f0519\n",
      "hard_ham/00092.dea3df11dafb2cdd838b42fc3b9ead09\n",
      "hard_ham/00093.d3befc62e479414b36e08add1a79bed1\n",
      "hard_ham/00094.2775efe4f46c64a5ec4af86872a1548f\n",
      "hard_ham/00095.8649aca72a33fe998c9b95ad00dc4d7f\n",
      "hard_ham/00096.bfde9cb2286020360aea7e6e5dcbb39e\n",
      "hard_ham/00097.90200a177414673b08df827239a0b9dc\n",
      "hard_ham/00098.1dcbcaac22d03392c7bcfb4e86bc3c39\n",
      "hard_ham/00099.83f69964f7132d2c244a3374b94c285e\n",
      "hard_ham/00100.78af3dc4c39277a6e1893f287cc2771f\n",
      "hard_ham/00101.35e2f90cbe45708b1c1dcb606b554ca7\n",
      "hard_ham/00102.10533c2a8486368eea6acd0d07549f3b\n",
      "hard_ham/00103.3c2ed4232a349875b6ba4d78a9a7eb08\n",
      "hard_ham/00104.75eda98a9139049e191d3cfa09860c9d\n",
      "hard_ham/00105.e036059691d419bf35813576e85aecce\n",
      "hard_ham/00106.8325a1afdd64c2945889fc4b0e80d363\n",
      "hard_ham/00107.88cccf3d99a841ce92bdff029e137ed9\n",
      "hard_ham/00108.c616dad1b875643b5f48452beadf54b0\n",
      "hard_ham/00109.869c6cf86d562eed3692f760e9320cc0\n",
      "hard_ham/00110.77ac47048cafa2fe2587182f6d6b19d2\n",
      "hard_ham/00111.9b8da30db6709b590398fe8923a7180c\n",
      "hard_ham/00112.3851987ee7827b01ddb89bb99999adc4\n",
      "hard_ham/00113.1d37bdbcad4975b5012cc6d87a048ecf\n",
      "hard_ham/00114.b9a6a48a7c95e5d57507e4f8de05c8de\n",
      "hard_ham/00115.951fbc0e7de3d8ae828928279e43175c\n",
      "hard_ham/00116.28d07fa9ce0ad698cf6d7ccf1cb7e605\n",
      "hard_ham/00117.cf6312eae6441d25bef2ecfc39cc4acb\n",
      "hard_ham/00118.afcf98c4f10a53e86d033ddf95660b5d\n",
      "hard_ham/00119.4cb9c1c20358b4c2a6df2cdc5670fe62\n",
      "hard_ham/00120.4614aadda75cb2e069a6c22cabc5aea0\n",
      "hard_ham/00121.92d8827f2a5d552697f3bd261e6c0399\n",
      "hard_ham/00122.c0299a711b7392c9e93da37cce2fdc90\n",
      "hard_ham/00123.d9456f172d3424987c46cb49b7b6b012\n",
      "hard_ham/00124.ac778f6679d31ae64aae6fdb88327fbb\n",
      "hard_ham/00125.ae44df3c54c4ab59e4b0f1f63550f582\n",
      "hard_ham/00126.4b3874844ccb78cd7ca2cd03876124b0\n",
      "hard_ham/00127.ab907b37736fd663c0db15b5575cc416\n",
      "hard_ham/00128.d93c580cbc23b080e501f3ea11dbaa5e\n",
      "hard_ham/00129.084838d544f87b7ec7446ca4fc0052fa\n",
      "hard_ham/00130.f1caab154ed658777c7c75bef652fba2\n",
      "hard_ham/00131.fea96653807a20ab7a910705f7adc6c0\n",
      "hard_ham/00132.bf2db722d16c3cece885fc6bf30b717e\n",
      "hard_ham/00133.3e322807150a5e6584ba59accf6b05f4\n",
      "hard_ham/00134.7abef045b7561e7ebb07de92e969bb9b\n",
      "hard_ham/00135.fc6adca276535ab323a5afc4cec23256\n",
      "hard_ham/00136.5a3b167888ad2dddf950359e492b953c\n",
      "hard_ham/00137.30e6f75738b0cbad4f91da9590d7af0b\n",
      "hard_ham/00138.1bf66894faa2d923b2a673a016dc6afd\n",
      "hard_ham/00139.8164b7e486cc17d8f2c921f99e05ed10\n",
      "hard_ham/00140.1064ebb32a5625a958a6e38ffe9e061c\n",
      "hard_ham/00141.aed2892e7c6b98bbd7612722841db8db\n",
      "hard_ham/00142.867eadc733e247d4ca299af0526e4e17\n",
      "hard_ham/00143.582f03016b3c094e7d0635328d1a27bc\n",
      "hard_ham/00144.02ec2c8f4d1c6b004c9eba1bf124f8e3\n",
      "hard_ham/00145.add788f54fc2fddd54a58292cc485df3\n",
      "hard_ham/00146.d0be2bddfe040fcd582b9cffe3116cb9\n",
      "hard_ham/00147.1ebc575c928ad6e96d625bda16fa71ec\n",
      "hard_ham/00148.6a591b7b90744a8a411dd6f8c0e73ca6\n",
      "hard_ham/00149.f6fddcb1750a61e5e085e22a4fa08912\n",
      "hard_ham/00150.6757acfba013e1e9b138e2530101c9b8\n",
      "hard_ham/00153.ed096ffdeb400b9697bb01c41814f7e6\n",
      "hard_ham/00152.651a40f1c0b2ba19122eccebccbae788\n",
      "hard_ham/00154.c3c99795c6f5d902ce025522136f8cd3\n",
      "hard_ham/00157.431059ab68cc59ab6c09cb5cf454652c\n",
      "hard_ham/00155.b84fe135fb77395651a5b88a1f808cf9\n",
      "hard_ham/00156.71dbfb9d9c57413a67cd865d58c776de\n",
      "hard_ham/00160.0f0cc01d1f3ec5eff12ca6ee90ea9841\n",
      "hard_ham/00158.8042a8d7b2a93ebdee1df8239cfea2b0\n",
      "hard_ham/00159.4ebed46c00f57c37a36d66184a08052c\n",
      "hard_ham/00162.cef6a9e09dce1854e04dfb65cd040f6d\n",
      "hard_ham/00161.786d4f37f37d9043eb4fc2d3521b78b4\n",
      "hard_ham/00163.9deb0d7d80f1ca7ad32c158ad63e65ca\n",
      "hard_ham/00171.1690d6d03d44bf0eca7db6fdeb0fd5b7\n",
      "hard_ham/00164.081ef32a8401f8fe6d48bfe2064cf172\n",
      "hard_ham/00165.4e1923f1c9091dc00d79dfe004eedf26\n",
      "hard_ham/00166.3f2f67be8df73f6566634579b2a4a5a6\n",
      "hard_ham/00167.728c686d0128f4d677a5658d865e6159\n",
      "hard_ham/00168.f8f56df10d37e1b1a50747cf9708e8b4\n",
      "hard_ham/00169.251360b0bc97db8a080cc122ce0428fe\n",
      "hard_ham/00170.1a9e4779117adf05e9690401ab6bc6cb\n",
      "hard_ham/00172.872f136246d263a0a84b926277d26262\n",
      "hard_ham/00173.493449c83919771888e79bea2f0b4ac2\n",
      "hard_ham/00174.62cbd01979122b7c30b5eb301b834db2\n",
      "hard_ham/00175.9836fe00dafac45b3ad3f454ac7e8ee3\n",
      "hard_ham/00179.e07465b40c68c228dfb7133d8788e5cf\n",
      "hard_ham/00176.de59e6073d714bb1e1d2e9e8a45dd4c9\n",
      "hard_ham/00177.81236553338cae51575b54c6a07426f9\n",
      "hard_ham/00178.c5cd59a6164b565d92a6861f6491cac4\n",
      "hard_ham/00180.c48e764a71e8baa907f4f623cbbf9b80\n",
      "hard_ham/00181.01c5d96083c6e7770b1704791cf4bb3e\n",
      "hard_ham/00182.faa5af3977c98a99ae796d3e56e830be\n",
      "hard_ham/00184.a4d52c736c7e7a0d16c28f06964d6853\n",
      "hard_ham/00183.a008f2e258860eff155bb06a065f7d56\n",
      "hard_ham/00186.fe677caf46d7739f8b560388e1cdbbe2\n",
      "hard_ham/00185.b30a53aad9d675993a9cec62cf515f2a\n",
      "hard_ham/00187.cc3d499cfabdc2d517c1ff46e9fa1fdf\n",
      "hard_ham/00191.5fd77d5b5c491cd7d2eaa004e78f5075\n",
      "hard_ham/00188.ca158386faba622ccc6513fb41f10c5f\n",
      "hard_ham/00189.c69e4af5bfa5a1bcb403eefe112e5e45\n",
      "hard_ham/00190.df7dad2aae44ed8fda1db31c0b65534d\n",
      "hard_ham/00213.a4b9270a1dba3202064d9f743e265686\n",
      "hard_ham/00192.660d3367a86966f1a2a38d328215c905\n",
      "hard_ham/00193.0ec2d3762629686bdebde22f730a15e9\n",
      "hard_ham/00194.c7439a37e68aa99a7fb9242d46f02666\n",
      "hard_ham/00195.892bab5152116f1fb3f1f0660135f193\n",
      "hard_ham/00196.a1dbbf4dd324bb585342320e1ca42e2f\n",
      "hard_ham/00197.c7483488867fe74e7444441283549ae8\n",
      "hard_ham/00198.9b71c90c298d453025eae7bbcc46018b\n",
      "hard_ham/00199.a69d994a7a76f49be4f4e8b839adc00a\n",
      "hard_ham/00200.a255046d0e3434e840e71179b89f2c6f\n",
      "hard_ham/00201.04e4c8ef93080eea4b11213262ece700\n",
      "hard_ham/00202.8482d07f3281465b273327bb83bd9a39\n",
      "hard_ham/00203.f60fed4761dba24a8e626e8280d53191\n",
      "hard_ham/00204.3f44646104dbe9da75d726e4e283b7fb\n",
      "hard_ham/00205.bd40fad9d7f6867e5567ee7ac1452de5\n",
      "hard_ham/00206.50203232b4a56887be213f8d9a5f6e4f\n",
      "hard_ham/00207.3220a87d3a67fa61c448256e39017ea5\n",
      "hard_ham/00208.818667cfa44cba08793363ad0c1d3199\n",
      "hard_ham/00209.ea2b5d16e8491f2cd718e004db246a40\n",
      "hard_ham/00210.79fd0e04bf1db9acf7fcfa18898b2fe3\n",
      "hard_ham/00211.1ca67c3677fa0051ccfa27c756d32b5a\n",
      "hard_ham/00212.1459a647a827cc74ab6821fb2e9c8c93\n",
      "hard_ham/00220.11f0abf371588687744d151b46903087\n",
      "hard_ham/00214.94d0d7dd09e7b4926f56071a11a2f984\n",
      "hard_ham/00215.c81a55d190a825940310844263fd11e1\n",
      "hard_ham/00216.c9852e64c18b291305ab7831c12c579d\n",
      "hard_ham/00217.32dec0aaa44802e2bfa553ddce8f10d1\n",
      "hard_ham/00218.c8c8534c14d8e1b43c43a7565a16f28a\n",
      "hard_ham/00219.bb4a484a40986c42d278eae309558892\n",
      "hard_ham/00221.a381aa8211652ea0b51cee1f2d261fce\n",
      "hard_ham/00227.7850f16f65811d6ca49bace718c34cb8\n",
      "hard_ham/00222.57ad2fdad6b9fceaf7058603664df7e2\n",
      "hard_ham/00223.14b06feeb8b03fed4e272140b8ed95f0\n",
      "hard_ham/00224.0b10471bd4bcd9b5aad01f0431f72d9f\n",
      "hard_ham/00225.95a159ed59772e97b38119d58b57b059\n",
      "hard_ham/00226.54521695be23019d664e33a1a7753355\n",
      "hard_ham/00230.244a63cd74c81123ef26129453e32c95\n",
      "hard_ham/00228.0eaef7857bbbf3ebf5edbbdae2b30493\n",
      "hard_ham/00229.0870e13cd0b783d3d0b32826fa06bef3\n",
      "hard_ham/00231.d01a3572441f108064892b75423f1efc\n",
      "hard_ham/00232.3e89eaf26e6614545afbfc5d4ce13a44\n",
      "hard_ham/00233.3731b99b0fb04bcf461d098d0570ea36\n",
      "hard_ham/00234.12555461ce0bc373baab8daf9280d4ca\n",
      "hard_ham/00235.942d5701daf62963c60e4a22ac76203b\n",
      "hard_ham/00236.cd8041108e1741110843e3b38d47ff91\n",
      "hard_ham/00237.2ed2cce324d7ce55d991022301ab5923\n",
      "hard_ham/00238.9dbdc03f5f3de9747872088766e3af89\n",
      "hard_ham/00239.b34c7d6ba5ea27164994dd139371f5d7\n",
      "hard_ham/00240.8623673c2a6f2cde10ab31423f708feb\n",
      "hard_ham/00241.4e5262894127344225abfc680c35e3d3\n",
      "hard_ham/00242.fc258e3fb7c6c86571243691e28c1921\n",
      "hard_ham/00243.3bcfd197aa4187ca654e9b874d9c7833\n",
      "hard_ham/00244.6b536755550a406301a4dbd482341125\n",
      "hard_ham/00245.ad6a6e01bee8f1d84541fb127a86e31f\n",
      "hard_ham/00246.fdaacadac7143848978ea0af07eed070\n",
      "hard_ham/00247.42534d5df0700cb2adf240556c539947\n",
      "hard_ham/00248.9599b06d2d2c08b57ff1de06316d66c0\n",
      "hard_ham/00249.b9183324a9726e8b6c8779045a921243\n",
      "hard_ham/00250.c7603b27a45284d12b49adf767b2b6fa\n",
      "hard_ham/00005.34bcaad58ad5f598f5d6af8cfa0c0465\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "spam/\n",
      "spam/00001.7848dde101aa985090474a91ec93fcf0\n",
      "spam/00002.d94f1b97e48ed3b553b3508d116e6a09\n",
      "spam/00003.2ee33bc6eacdb11f38d052c44819ba6c\n",
      "spam/00004.eac8de8d759b7e74154f142194282724\n",
      "spam/00005.57696a39d7d84318ce497886896bf90d\n",
      "spam/00006.5ab5620d3d7c6c0db76234556a16f6c1\n",
      "spam/00007.d8521faf753ff9ee989122f6816f87d7\n",
      "spam/00008.dfd941deb10f5eed78b1594b131c9266\n",
      "spam/00009.027bf6e0b0c4ab34db3ce0ea4bf2edab\n",
      "spam/00010.445affef4c70feec58f9198cfbc22997\n",
      "spam/00011.61816b9ad167657773a427d890d0468e\n",
      "spam/00012.381e4f512915109ba1e0853a7a8407b2\n",
      "spam/00013.d3f0b591a65f116ea5d9d4ad919f83aa\n",
      "spam/00014.7d38c46424f24fc8012ac15a95a2ac14\n",
      "spam/00015.048434ab64c86cf890eda1326a5643f5\n",
      "spam/00016.67fb281761ca1051a22ec3f21917e7c0\n",
      "spam/00017.1a938ecddd047b93cbd7ed92c241e6d1\n",
      "spam/00018.5b2765c42b7648d41c93b9b27140b23a\n",
      "spam/00019.bbc97ad616ffd06e93ce0f821ca8c381\n",
      "spam/00020.29725cf331fc21e18a1809e7d8b27332\n",
      "spam/00021.effe1449462a9d7ad7af0f1c94b1a237\n",
      "spam/00022.8203cdf03888f656dc0381701148f73d\n",
      "spam/00023.b6d27c684f5fc803cfa1060adb2d0805\n",
      "spam/00024.6b5437b14d403176c3f046c871b5b52f\n",
      "spam/00025.619ab8051359048795e3cd09e82ad1a0\n",
      "spam/00026.da18dbed27ae933172f7a70f860c6ad0\n",
      "spam/00027.d1d0f97e096fe08fc80a4939355759e7\n",
      "spam/00028.ace98eff213f4e6314b5571aece625e1\n",
      "spam/00029.de865ad8d5ad0df985ae2f72388befba\n",
      "spam/00030.0c9cdd9d4025bd55dac02719ec8d29dc\n",
      "spam/00031.a78bb452b3a7376202b5e62a81530449\n",
      "spam/00032.7b07a09236ce9feb12d80197144d3206\n",
      "spam/00033.9babb58d9298daa2963d4f514193d7d6\n",
      "spam/00034.8e582263070076dfe6000411d9b13ce6\n",
      "spam/00035.7ce3307b56dd90453027a6630179282e\n",
      "spam/00036.256602e2cb5a5b373bdd1fb631d9f452\n",
      "spam/00037.21cc985cc36d931916863aed24de8c27\n",
      "spam/00038.8d93819b95ff90bf2e2b141c2909bfc9\n",
      "spam/00039.889d785885f092c269741b11f2124dce\n",
      "spam/00040.949a3d300eadb91d8745f1c1dab51133\n",
      "spam/00041.f1b3402799046db3c1f143a911dc085d\n",
      "spam/00042.3e934ba4075f82283d755174d2642b76\n",
      "spam/00043.548c447db5d9ba3f5546de96baa9b0e6\n",
      "spam/00044.9eece8e53a8982c26558b9eb38230bb8\n",
      "spam/00045.7282c2c4e009744f2f3450d370009235\n",
      "spam/00046.e0fd04360622dbe9250380447f6465cc\n",
      "spam/00047.0d7a240951e460b5884a8886ee64a8c3\n",
      "spam/00048.8a64080dbd9d868358a22b655fb1b1cd\n",
      "spam/00049.09e42d433e0661f264a25c7d4ed6e3ea\n",
      "spam/00050.45de99e8c120fddafe7c89fb3de1c14f\n",
      "spam/00051.fd20658f0e586d1f27f9396401f4981c\n",
      "spam/00052.edb775ef7470f35cd593d07e5a0466a8\n",
      "spam/00053.d88d8b162ca1b7108221fb338cd7d0a5\n",
      "spam/00054.62863160db27f89df8c73275b6dae134\n",
      "spam/00055.58adfd0c60ebc04370658a76b9352aa1\n",
      "spam/00056.c56d61cadd81b4ade0030c8dee384704\n",
      "spam/00057.0a2e17bde9485e999ac2259df38528e2\n",
      "spam/00058.64bb1902c4e561fb3e521a6dbf8625be\n",
      "spam/00059.dc5b9ea22c6848c97871f0d9576cc931\n",
      "spam/00060.ec71d52a6f585ace52f4a2a2be2adfce\n",
      "spam/00061.bec763248306fb3228141491856ed216\n",
      "spam/00062.3019eac14dfe3c503c03e25e70e63091\n",
      "spam/00063.2334fb4e465fc61e8406c75918ff72ed\n",
      "spam/00064.65b95365450ebe5eef61e7f1c60edc5e\n",
      "spam/00065.6203de135559b319326445aafd68dbca\n",
      "spam/00066.6afbb1258bcf3e4d59d53c847a84e469\n",
      "spam/00067.ec108870b01dc3ccb8fabc5def869ca5\n",
      "spam/00068.d10af636a6082d5172ceb34a944486e6\n",
      "spam/00069.066b1a012235d062a5da73eead4a6b35\n",
      "spam/00070.ab34b6c044a55bef3d6c1f64b7521773\n",
      "spam/00071.4b7e06d97286ec97820a0f8725878126\n",
      "spam/00072.d519a73b92f487519c2bc5ba45f5eb2c\n",
      "spam/00073.8dcd40346d48c69a9e075e935395e96d\n",
      "spam/00074.51aab41b27a9ba7736803318a2e4c8de\n",
      "spam/00075.28a918cd03a0ef5aa2f1e0551a798108\n",
      "spam/00076.066bf704d9c4a3cf45da5ac7a6b684f8\n",
      "spam/00077.c85b7442247d61308f15d86aa125ec28\n",
      "spam/00078.6944f51ce9c0586d8f9137d2d2207df0\n",
      "spam/00079.cc3fa7d977a44a09d450dde5db161c37\n",
      "spam/00080.5a7386cb47846dfef68429241ad80354\n",
      "spam/00081.123b29a781b2e8c83763e5d440e672a3\n",
      "spam/00082.0341a767bbaca01fd89b6236ef681257\n",
      "spam/00083.c1891c507954e5b75b72b16712e799bf\n",
      "spam/00084.a9f5b3a9b7feb7070f25ae76320c8ec6\n",
      "spam/cmds\n",
      "spam/00085.f63a9484ac582233db057dbb45dc0eaf\n",
      "spam/00086.9c945bb90f76a8b76331599106c28429\n",
      "spam/00087.f09438ca6392721e63696f4f753effbb\n",
      "spam/00088.1673f91313df07da1a18b2fc458dd4c4\n",
      "spam/00089.7e7baae6ef4a8fb945d7b3fe551329fe\n",
      "spam/00090.52630c4c07cd069c7bc7658c1a7a7253\n",
      "spam/00091.bcaf9648660ba372bc4d542aa06456ad\n",
      "spam/00092.8ca54ce0c31e6149b5ef05c0108743be\n",
      "spam/00093.ca4edc32d2ff8e1dbb5f9c0b15ec435b\n",
      "spam/00094.7f704c47988221c18cb6a620409442b8\n",
      "spam/00095.17594a58d6736a8f6a1990b0b92090cd\n",
      "spam/00096.a791864be5f1205bf2cea0adf241b25a\n",
      "spam/00097.013347cc91e7d0915074dccb0428883f\n",
      "spam/00098.f1f1a3bd3ec32d8e967fba2a7a03e1e5\n",
      "spam/00099.d41a21dc96bb3c3342292f7c9fa4db1e\n",
      "spam/00100.81611d62ec1f172be947fda4af7caa2c\n",
      "spam/00101.5a24bf3ba3962442179b1a0325a1d1cb\n",
      "spam/00102.fb09d2f978a271fba5a3ffc172003ed9\n",
      "spam/00103.2eef38789b4ecce796e7e8dbe718e3d2\n",
      "spam/00104.04d165183bb8feab0956362c70591b3d\n",
      "spam/00105.00951a21b8464f4eb4e106d6b14c68b6\n",
      "spam/00106.f20a99365b7016f8e9dcd8620b472e74\n",
      "spam/00107.e6cd2d9f49514710dc85db0fef5b8726\n",
      "spam/00108.ce25a55c6b4cc9bcd32ed090ee20785a\n",
      "spam/00109.eda1664dd3b3c31b67e5cd04553b6546\n",
      "spam/00110.f3c4ebe14b439420b53212332326181f\n",
      "spam/00111.ae6aba48f8aa83849be067076eea8ce5\n",
      "spam/00112.be81f2f6f7940a9403c9809b4a9e243a\n",
      "spam/00113.eebc11982ccc4730fb8759f94400ce19\n",
      "spam/00114.e337195587d1dbb42e8a2b693e9fc938\n",
      "spam/00115.c97af50ef7ccd816f95bbdc6f4d226b2\n",
      "spam/00116.29e39a0064e2714681726ac28ff3fdef\n",
      "spam/00117.b3ceb6525a1dc935463f3e3080110039\n",
      "spam/00118.b31615605a37b4878bd1de4f829c89cb\n",
      "spam/00119.7bd666ac52f079fb3b5ff0be83b55286\n",
      "spam/00120.58579af867ff9a702cff23e7b8818a59\n",
      "spam/00121.bf18a63d6e7d40409f8b722036eadd82\n",
      "spam/00122.98bcaad36eb81e75911371f841f28dfc\n",
      "spam/00123.a5ee0040ec9a30b3f32f61e547fa5f8f\n",
      "spam/00124.db848e36f1b4c2705cbc16ef33a302d4\n",
      "spam/00125.120d27c936362896c00a3db9d3a4571e\n",
      "spam/00126.e98e1ba87a38e0cceeb55f3b86dbd4dd\n",
      "spam/00127.3500d109361b544b0937523adb763588\n",
      "spam/00128.721b6b20d5834d490662e2ae8c5c0684\n",
      "spam/00129.1080cea3a532759b015dc071d033749d\n",
      "spam/00130.c8128e89eff5b0e61aa864ebfd96afba\n",
      "spam/00131.d955acc659fb151479460f9dd2f87efe\n",
      "spam/00132.0ead3e293c6c41cbffb69670e8b85ae7\n",
      "spam/00133.17dccf2499a4245b83890e0784c43499\n",
      "spam/00134.9f41f4111a33dc1efca04de72e1a105a\n",
      "spam/00135.00e388e3b23df6278a8845047ca25160\n",
      "spam/00136.faa39d8e816c70f23b4bb8758d8a74f0\n",
      "spam/00137.09969121c8540730f1020b5a700b4c42\n",
      "spam/00138.c15973a4d40bed4333079296be2522ca\n",
      "spam/00139.b2a205ac25d7d907cdfb3f865dbae1ae\n",
      "spam/00140.eba666846fa0a138a90aeef51a627022\n",
      "spam/00141.c30e993ea9a98743b0a98733bdfba8c2\n",
      "spam/00142.eddc7114a8566cbf83fa8210bf0d3603\n",
      "spam/00143.13c0751d4b9f10098bb3ac85a435d884\n",
      "spam/00144.4eeba2f228a8658e0d2e3a64764f4f31\n",
      "spam/00145.0ec326fee0570953d684e40edd3fa7b8\n",
      "spam/00146.e9b64856c0cd982a64f47c9ab9084287\n",
      "spam/00147.1782d51354c31ea53db25ea927d5c51d\n",
      "spam/00148.21c30154aa358d903c10c5d8a3ef6ffd\n",
      "spam/00149.c07359393107925a86798dd72d6a56b3\n",
      "spam/00150.f97c73fa56460a6afc6d9418ad76b5b5\n",
      "spam/00151.34bbdbf089edc6f58080753a166a3cfc\n",
      "spam/00152.8ed8aaed94054e507af5b9c760dd7be6\n",
      "spam/00153.6a5ffe584834ea334041ab958cadcadb\n",
      "spam/00154.b6c448ccff434e2dbe2c7c200a36aa31\n",
      "spam/00155.1c37ce73590cc67186717a491ed0db5f\n",
      "spam/00156.0b541afe96820e3bb8f900b565608269\n",
      "spam/00157.52b0a260de7c64f539b0e5d16198b5bf\n",
      "spam/00158.9c8bf53ed738031b4bfab819c4b3ef13\n",
      "spam/00159.b16f070a576c2eb1533aa9e2cf8e6b77\n",
      "spam/00160.cec5f611ae665ff0add6c4928d47f2be\n",
      "spam/00161.ae33257753c9bdaaadc9221347868496\n",
      "spam/00162.6d0397cc491b214db1e84e19bb49177a\n",
      "spam/00163.244a217b150d2129cbdc52b96d992382\n",
      "spam/00164.8536500ed9cadc8397a63b697d043c0b\n",
      "spam/00165.45db168e8e1a78a66972b9f50c47b6dc\n",
      "spam/00166.1b7ca83ece36a955e80c7f32efe5fd3d\n",
      "spam/00167.af33a21e8b279ee28d5e70a6ef1dc86a\n",
      "spam/00168.7422ce438a3d745e2cafb7430e5ddb0f\n",
      "spam/00169.86721d6b50e889ed39c7d302adb2a5ab\n",
      "spam/00170.33a973aa9bb7d122bdfbd96d44332996\n",
      "spam/00171.08c5c55e9c2b4062344655e9ee32b979\n",
      "spam/00172.7fe063c5f90c46934dc79a83d9fdabfe\n",
      "spam/00173.e10eb62e2c7808674c43d6a5e9e08a1c\n",
      "spam/00174.516721408a0d043ffc5258ecc49e907a\n",
      "spam/00175.e672ac062c93c15915d4d264c4282b47\n",
      "spam/00176.79f82496c612ea28f45f13ca5c47f8c2\n",
      "spam/00177.56ed33af0cb1d0f700cc2d26a866870b\n",
      "spam/00178.cdecf0f56ddc0bf61e922a131dc806c2\n",
      "spam/00179.2174c80cb3eff623dfc991e51a53eb99\n",
      "spam/00180.13a95a2542a0fd01ff24303561cca949\n",
      "spam/00181.a9ce64eb710cb3f00a7d7db7911291ab\n",
      "spam/00182.1b9ba0f95506a6f2bf256f40fad0687d\n",
      "spam/00183.38d9e73b56e7a59ca1472e08076a9b71\n",
      "spam/00184.ead42d7ed872c504c79928a5f0a2b2eb\n",
      "spam/00185.8ca19012fa3f2a906f23c3b41f11ffed\n",
      "spam/00186.a66b4fc4ab114c9cb37e1a31d1ea1aeb\n",
      "spam/00187.efd97ab2034b3384606e21db00014ecb\n",
      "spam/00188.3d145a97a4ccf05a36a1f2795b4c331d\n",
      "spam/00189.58d4489891c5ab450678438eb8cc4a3e\n",
      "spam/00190.dbaebac8c91d57cf7c9b9a431606ce54\n",
      "spam/00191.9ff80a41f015b7a6c409732e41c0df07\n",
      "spam/00192.e5a6bb15ae1e965f3b823c75e435651a\n",
      "spam/00193.c04ef77bc3dbaa5762760a6ea138df0e\n",
      "spam/00194.767c323b4ae7a4909397e42cbd0c56a4\n",
      "spam/00195.0a543c2780491168160570bb6708af86\n",
      "spam/00196.dd21040c7757d477c967ae71b537810e\n",
      "spam/00197.5a921df53d215a60d557c68754559e93\n",
      "spam/00198.aad7df5b8be674a0ce09c8040ef53f1e\n",
      "spam/00199.9be6cec49c53210152780926cdeb59ff\n",
      "spam/00200.bacd4b2168049778b480367ca670254f\n",
      "spam/00201.00020fc9911604f6cae7ae0f598ad29d\n",
      "spam/00202.d5b52386f66bd36cd1508319c82cf671\n",
      "spam/00203.3956f8506171ffd90a0060cafad4fdea\n",
      "spam/00204.a008813ddeb2d5febd1fc676c07e9760\n",
      "spam/00205.312e72065386636132fa6c4a1fde871e\n",
      "spam/00206.0c8362d7e86ddcaf39829800ac40e2ca\n",
      "spam/00207.0b71ac81a360455c1514f5872564b1e1\n",
      "spam/00208.369921416af87a0b70f133632131b184\n",
      "spam/00209.5276f967533f2ce0209c1eff631a86ff\n",
      "spam/00210.050ffd105bd4e006771ee63cabc59978\n",
      "spam/00211.d976c6049e8448e7c407c124b580e0ba\n",
      "spam/00212.a9947ad74a529a35d11538e1df60cd73\n",
      "spam/00213.8c42a1c257aa30ff3b3ba668cca59408\n",
      "spam/00214.1367039e50dc6b7adb0f2aa8aba83216\n",
      "spam/00215.f571ecd203e8d39296419bffc47e4a6a\n",
      "spam/00216.89c1ede0b81fb09f7334f47a5183410a\n",
      "spam/00217.43b4ef3d9c56cf42be9c37b546a19e78\n",
      "spam/00218.917ed95f5c90c1d9d15d2528b0bd1e79\n",
      "spam/00219.eaf6c0ff67706c784f67f5c1225028a1\n",
      "spam/00220.cf7d03e161582887dc589229e2896e26\n",
      "spam/00221.c4dfeecf0cacc9469540337f5baf69db\n",
      "spam/00222.77293b7002c5749b9d31a99b2f4e0366\n",
      "spam/00223.349b9b0748ee72bad60729ffaae2cc00\n",
      "spam/00224.0654fe0af51e1dcefa0eb66eb932f55f\n",
      "spam/00225.b1ca16fa2be1be1d68f5e3bf2603f3cb\n",
      "spam/00226.e0e2704cde3bbd561a98042f4a3baf5f\n",
      "spam/00227.1171cc6d8c586141b4110a2abdccba00\n",
      "spam/00228.cf58326ab05a757c7e759acc8d6b360d\n",
      "spam/00229.4c37dd3d98b8d6fb2694b6f83061ca5a\n",
      "spam/00230.214f8d9a756aee75e292056c1f65a005\n",
      "spam/00231.77a5d20da55f185c1bb7a3949332d364\n",
      "spam/00232.2d55046b9cf0b192ad6332545ef2a334\n",
      "spam/00233.a268478ca6f03604012ffff8dd3de396\n",
      "spam/00234.6b386bd178f4ae52c67b6c6d15ece489\n",
      "spam/00235.45b5f386cf62b5865d9d4440d8b78aab\n",
      "spam/00236.2772a068fff32e2f8d7f8a94bd9280cd\n",
      "spam/00237.9cee6fd8bdd653d21d92158e702adf50\n",
      "spam/00238.e3e16467d10137fa9a99b1701d76ae94\n",
      "spam/00239.2f1370f9cba5ab21297eadb2af40b051\n",
      "spam/00240.2ff7f745285653a238214d975859406b\n",
      "spam/00241.c28ade5771085a8fddd054a219566b7c\n",
      "spam/00242.e030c8b1f053037aeffb062f3a34b523\n",
      "spam/00243.c6e70273fe1cf9e56e26bb6bbeef415d\n",
      "spam/00244.5cac9708afd7f9f00e9bf64eeb127f0a\n",
      "spam/00245.f129d5e7df2eebd03948bb4f33fa7107\n",
      "spam/00246.4dc5830a5a3e1fda805613b61822bac8\n",
      "spam/00247.4f7c67c9792706fa90fe218d4b092b7a\n",
      "spam/00248.b243bca51ee69d6e428ca2f45f0fe41b\n",
      "spam/00249.5f45607c1bffe89f60ba1ec9f878039a\n",
      "spam/00250.32279787338af8a5de4cfbc0b837718e\n",
      "spam/00251.6b4b7e79e1706156839a00817d774e37\n",
      "spam/00252.7e355e0c5fd1de609684544262435579\n",
      "spam/00253.83b95b05e275286eddcf557ea581e754\n",
      "spam/00254.e3e30f2b37ef8db36aa652bb3e563b61\n",
      "spam/00255.aeff2fdf2ba6b8b49686df3575859a48\n",
      "spam/00256.edd9bfb44729edf3c4f177814fd8c9e1\n",
      "spam/00257.5c8ef87f8b11d2515df71a7fe46a70b6\n",
      "spam/00258.4af5bde7fabd4e797b85cf95bcbbb45a\n",
      "spam/00259.7b838a90b63541213eff9099e1a1aa3c\n",
      "spam/00260.c75ce8b8d8bfc55723426979d260bf61\n",
      "spam/00261.12b64e557e52daf5fc5a52e47df2f4e3\n",
      "spam/00262.678598cbe253f19239da03b65dac7392\n",
      "spam/00263.13fc73e09ae15e0023bdb13d0a010f2d\n",
      "spam/00264.02b614f34aa0d5970959123b9386b285\n",
      "spam/00265.d2acd28cf29d90c9b7a1297b219187b3\n",
      "spam/00266.3cf1dcf8df07100b1530493e11f80a25\n",
      "spam/00267.ef433fb350170f28a1567cbc24900e53\n",
      "spam/00268.9b64189b6da55d1e0a30026ca73eb0da\n",
      "spam/00269.e85c3ef79a5cf21ee1ef7b8df17760e1\n",
      "spam/00270.5dcd9ce3be2992222b9038d7bf75a23a\n",
      "spam/00271.85110ef4815c81ccea879857b0b062ed\n",
      "spam/00272.8353b9140b08dab4be0e8ce53f09172b\n",
      "spam/00273.0c7d73771d79e84e2aab8c909c5bb210\n",
      "spam/00274.ecb5ce751d8768ef609c171b84ca07a9\n",
      "spam/00275.4675c4cce2bf27adaafeef693d562f8b\n",
      "spam/00276.a6e447390e371ddba7cee092bb0ec98f\n",
      "spam/00277.64128ce1653bc4e1bde9ffe2f83db557\n",
      "spam/00278.b62c5fc23a2f87760696cb9fa51f073c\n",
      "spam/00279.1d58a13e343c1e53aca2ed2121a3f815\n",
      "spam/00280.026da2bd191f11081b8d8428134b0c66\n",
      "spam/00281.db28f3aab77ff478279d8de20d572b42\n",
      "spam/00282.0e230e05877f40a522bfb93aa3e314f3\n",
      "spam/00283.e8e42ee52f919afd2a453983f1256b1d\n",
      "spam/00284.4cdf4c9e9404c79c85ab5ac12ce39e85\n",
      "spam/00285.8a06c91fcdf4a1ae8ca928f3ef3feecb\n",
      "spam/00286.efd0b8f0c9c779b7a0ad93505c9b0bae\n",
      "spam/00287.b0495a4dbdff36654c3b3ee2f92bdbf3\n",
      "spam/00288.8c8bc71976c3b67d900ebd8eeab8a0f5\n",
      "spam/00289.61a681a72c71512f115ad65033acc7c9\n",
      "spam/00290.eb053a191b7509a9399aa16717630414\n",
      "spam/00291.7aa227e74e89bdd529a3875459d0d5a2\n",
      "spam/00292.dbf78a2aaa230d288eb80ab843804252\n",
      "spam/00293.f4e9fd5549f9063ad5559c094edf08f2\n",
      "spam/00294.df27a988d82cc82296e33e6d727ac47e\n",
      "spam/00295.b028688ce4ea3693f4ed591b8ca3f72e\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "spam/00296.0087354f4bb7c4e756124632a4a7e80a\n",
      "spam/00297.3350c2dbbb0272c27b2c7773d7012356\n",
      "spam/00298.90b548a0816ca0783f012bb9c69166cc\n",
      "spam/00299.f786faed64bef7134e52fafa17ea861f\n",
      "spam/00300.834f370a21ca4f1774d5724b5443411c\n",
      "spam/00301.68fe7955b96d085360ca916289e8e716\n",
      "spam/00302.544366fa4cd0f5d210dd8443a1c2c95a\n",
      "spam/00303.22239f1393297a691eb5df3dfe7a5001\n",
      "spam/00304.ed5fbfc3e6f2be662f29f43f172a1fb3\n",
      "spam/00305.f80c21904d6d4f6facd036450a588b0d\n",
      "spam/00306.729a42414b91e9b2bddf273c514c50d7\n",
      "spam/00307.7ed50c6d80c6e37c8cc1b132f4a19e4d\n",
      "spam/00308.c80d7cb2a6981efac408b429d42d2b89\n",
      "spam/00309.d9efb4713f45f4e1237d3f9b757d0916\n",
      "spam/00310.3f652995aadb0bf696dd10c89ce30afc\n",
      "spam/00311.9797029f3ee441b00f3b7521e573cb96\n",
      "spam/00312.75c839d7d4f6da9e860a11b617904fb5\n",
      "spam/00313.fab744bfd5a128fca39b69df9811c086\n",
      "spam/00314.8f7993db02bde4d724e1eff9d2d35db1\n",
      "spam/00315.0ee82a2e087ffcf6efbd30b36499ead6\n",
      "spam/00316.311d11f764c6e452b2f0208b53b94ea2\n",
      "spam/00317.22fe43af6f4c707c4f1bdc56af959a8e\n",
      "spam/00318.7ce7e3cbbf4fa9c30a67b7ecdda2342e\n",
      "spam/00319.a99dff9c010e00ec182ed5701556d330\n",
      "spam/00320.20dcbb5b047b8e2f212ee78267ee27ad\n",
      "spam/00321.22ec127de780c31da00ae5e1c1aa32e4\n",
      "spam/00322.7d39d31fb7aad32c15dff84c14019b8c\n",
      "spam/00323.9e36bf05304c99f2133a4c03c49533a9\n",
      "spam/00324.6f320a8c6b5f8e4bc47d475b3d4e86ef\n",
      "spam/00325.58d1a52f435030dc38568bc12a3d76a2\n",
      "spam/00326.5ec68244bb085cb140deb79563abd7b3\n",
      "spam/00327.7f21bc8575786a0e00341a6407b9f286\n",
      "spam/00328.73c1a9f83d3b1247522c26eb6d74c215\n",
      "spam/00329.af4af411fb1268d1461b29fa2d2145a3\n",
      "spam/00330.c5f7346dec1e6fe6ed324d8e78a2b46e\n",
      "spam/00331.a61788d316e7393c8bbf8ee19b24c713\n",
      "spam/00332.580b62752adefb845db173e375271cb5\n",
      "spam/00333.4bb36a535cb3d738f30f985f1e10a786\n",
      "spam/00334.a1038f98abb76b403d068afb57bfb290\n",
      "spam/00335.f71c6e9b23487811a44e6aeaa50e73a5\n",
      "spam/00336.92409253178027f58e2c072a7e82791e\n",
      "spam/00337.813498483bc80a24c002e6e7e8e0f2cb\n",
      "spam/00338.a595ffbb6cbcf3a5058293051ebaabf4\n",
      "spam/00339.16bd110d8aa11e7d9398287c27b1b389\n",
      "spam/00340.520783fd73bb73df88d6effd04e1f55d\n",
      "spam/00341.99b463b92346291f5848137f4a253966\n",
      "spam/00342.0dab365fab3be83284b08ac5783335da\n",
      "spam/00343.37d895b3a54847548875136ad6b0192d\n",
      "spam/00344.17882edad13c2c761e6d8d99eef5a346\n",
      "spam/00345.613b3c2aeac033eebb379c91b8ce9fba\n",
      "spam/00346.1ae83883f566cdf6ff18958a33a215b3\n",
      "spam/00347.0958e79c14164f0f902d863f41156c0b\n",
      "spam/00348.1948d1e6b724e8abf4b8f0fc024ac627\n",
      "spam/00349.dd7982f40576ff4897c18efc813e38bf\n",
      "spam/00350.c2658f17a328efdf045b38ab38db472f\n",
      "spam/00351.fd1b8a6cd42e81125fb38c2660cd9317\n",
      "spam/00352.19a8ba03f566612e0b9e124609d9dbd0\n",
      "spam/00353.464ef65be6651440e15675faeb15a7ca\n",
      "spam/00354.dca4b8984863a76ffd01a33888498288\n",
      "spam/00355.e10c2eba9316a09e612e6675ce339d5e\n",
      "spam/00356.ea7eb32330fa6bf65270023c0d99e2c5\n",
      "spam/00357.b523d4209d633d6fdf86b93bc19e3aa2\n",
      "spam/00358.2cf55d91739f3530d1f4bc8bc9bc0b12\n",
      "spam/00359.4ab70de20a198b736ed01940c9745384\n",
      "spam/00360.3c1e6c84cb93d024c1f1aa85cd56ac9c\n",
      "spam/00361.e91ac048b0ede961d3f51009eee1c620\n",
      "spam/00362.be7a346be8746732d4dc27bc549d7441\n",
      "spam/00363.e6935b8f87c5984a5c6f6656afa1afb4\n",
      "spam/00364.11dba84b95e0471927d1ebc8ff0017ef\n",
      "spam/00365.da6795d02b44e4d5e168d62718f3e7c9\n",
      "spam/00366.f0bfcc3c84da11ae1154c6c593362f69\n",
      "spam/00367.9688cdee9dfe720c297672c8f60d998f\n",
      "spam/00368.2c1ab4bc7f408e0fcb22dca9b2d5a113\n",
      "spam/00369.845eeb9573484bd88a6a6224c7068d81\n",
      "spam/00370.549e569ab1b84fb13a4ea7d61f98f86d\n",
      "spam/00371.3bc80f63aa7c64a56eb77fc82ce22e7f\n",
      "spam/00372.4ebcb6306af1946c3ff1b2bc933e1203\n",
      "spam/00373.ebe8670ac56b04125c25100a36ab0510\n",
      "spam/00374.8942e17f10389fe620e1e96cba52c9aa\n",
      "spam/00375.1130c29a255fa277c5acbee4d08edacd\n",
      "spam/00376.f4ed5f002f9b6b320a67f1da9cacbe72\n",
      "spam/00377.e30c013b7392bf14f132258aa82b1b25\n",
      "spam/00378.143069173c8ee0047916f124032367d1\n",
      "spam/00379.f04dedf09dce65a80fbe1fd831abefd0\n",
      "spam/00380.a262abe251ca7cc3026e4e146d9cf817\n",
      "spam/00381.7d436777379ad18167e4614190b206cf\n",
      "spam/00382.98464d934c8402ef42e6dbdb07b18a65\n",
      "spam/00383.1aa9a8211d1de540d6e3852e230e5a9d\n",
      "spam/00384.2054d62f06fd10e4018a43e156b32acf\n",
      "spam/00385.51089b24dee5a89d38ee1b505b470c68\n",
      "spam/00386.6074f269f0bd1aec1546f9e654e8fcfe\n",
      "spam/00387.8562ea27520ea0fa6030679792f2fb72\n",
      "spam/00388.53eae0055e66fcb7194f9cca080fdefe\n",
      "spam/00389.6222f886a2658f890c49f1853beea193\n",
      "spam/00390.ce19abc8034db9e6b435d494a91db87a\n",
      "spam/00391.e2c76e9dc5ef65b90275138f73eb475b\n",
      "spam/00392.ffefdd973d6b1bf1243937030e3bd07f\n",
      "spam/00393.13d4d84cb98ea19954f895c629520bf8\n",
      "spam/00394.cca39f925676ecca947eaed2b600fe70\n",
      "spam/00395.f9df5b3574ef5ba6143c08a1fa301886\n",
      "spam/00396.6fc0d31374c02ec5614f503a09a37211\n",
      "spam/00397.1a99f98a5b996f99f3661e9609782932\n",
      "spam/00398.1939605e3c713ff2ef852b1fbf10b0bb\n",
      "spam/00399.cd1239166aa4d43f7c3127c3b48b3f18\n",
      "spam/00400.cc74b7994a7282f32ee2a3b7e3634d31\n",
      "spam/00401.309e29417819ce39d8599047d50933cc\n",
      "spam/00402.9fd8762dd436ec868d4c22a17d8ccc3d\n",
      "spam/00403.46d0face754b6bb7dce8b3ea560f75fb\n",
      "spam/00404.b4bbecbee92f735a845f589582e7695d\n",
      "spam/00405.3163fff27ff95b91afd656f0025c6a83\n",
      "spam/00406.05e2214fea602970426862295f9b4a2e\n",
      "spam/00407.7a447442b07fa08de0b69e907ce3ca53\n",
      "spam/00408.22230b84aee00e439ae1938e025d5005\n",
      "spam/00409.e59f63e813b6766a9a4ddf0790634ca3\n",
      "spam/00410.b3134c2bf520f95f9b90d4aef4fdd683\n",
      "spam/00411.fae7b15cc1f966d92c2cedc872893268\n",
      "spam/00412.700e6d74e5f886eb75017714a6aeb735\n",
      "spam/00413.28e8cb47d7429bf78c711079da50fcd4\n",
      "spam/00414.b2312673ca5358901c801eb44c00e310\n",
      "spam/00415.6faccf48ec514344fc850e8b3c154528\n",
      "spam/00416.bff1badad869f205fdb54f311f060734\n",
      "spam/00417.7b196fd20fd308e0afa9032ccb02474b\n",
      "spam/00418.6321175c76411371c109eafc99563d2c\n",
      "spam/00419.141092086514a246ff2ff8d4bc523400\n",
      "spam/00420.e208f7d65551c01efaa3b4ee4bc4df3c\n",
      "spam/00421.ca2fe949a956845a9ba81c649a7db6c0\n",
      "spam/00422.7d5baf3fe64de8647b41aeb820ada876\n",
      "spam/00423.bee32224fd8c9c8c06e2099d9c2adccd\n",
      "spam/00424.9acca894169b3162d76ebddb69097f3c\n",
      "spam/00425.1434e0ab4e5235b64825b4c2a0999d76\n",
      "spam/00426.36b36cbe96efe9001c4d80363ea7ed4e\n",
      "spam/00427.fa1252c91a3b89bb64bc2bc217725e26\n",
      "spam/00428.a7bbcb15affd49a93d516d5ed5700d66\n",
      "spam/00429.0061e48e64f9ce93ffae69bba9151357\n",
      "spam/00430.d2179c2841013fea688db8bbcf60b3b0\n",
      "spam/00431.12b2043fed99f1202eb0677969d1a61e\n",
      "spam/00432.40ceb2dcb26e292ea6fd8669dfc9b4c5\n",
      "spam/00433.8ac2ba68fca4bccc0856abe31002a8e9\n",
      "spam/00434.8507c67a652e01636df9b92a0a397193\n",
      "spam/00435.69467ebbdbdd2d891624bf8fccda579f\n",
      "spam/00436.4ef1bd17d9202e4229485da7a47afd6c\n",
      "spam/00437.defdb75139dbe5cdd027cbab9f704a27\n",
      "spam/00438.41295e1df4b651b7611316331b8468e4\n",
      "spam/00439.6f4246a5e3336b6ecb5624e209e0b59f\n",
      "spam/00440.647d9eb44fd0cb069ea92be204966a8e\n",
      "spam/00441.77768298934252b2fa200e7d9482993b\n",
      "spam/00442.6a4db031f5561b90c04bb3d3aee31e85\n",
      "spam/00443.cac50573829d4df1111b6ead28212e73\n",
      "spam/00444.33afc8c1f9cea3100ca8502e8a785259\n",
      "spam/00445.94d3ccfafc541255ff46625091d333e4\n",
      "spam/00446.a54877313142d56c24d499d761c48fb1\n",
      "spam/00447.bd5eb01e94f6d127465bf325513b2516\n",
      "spam/00448.a6ac96e93ef03ec1a638c577c6940f5e\n",
      "spam/00449.7d33f465cb813806296901ee541841d6\n",
      "spam/00450.93d3d59fcdd0f8fda9ef4678535182e8\n",
      "spam/00451.5af88ff99e71a8984ac293c250b37d34\n",
      "spam/00452.ed43fc952c31c82aa29646edfbecb03f\n",
      "spam/00453.456abc0bc83034492888f63725796d5b\n",
      "spam/00454.1bb460b3ade9801644e4eb60e18d1f8d\n",
      "spam/00455.c48d026b0aae9a1a14e9ab1193a2a5f3\n",
      "spam/00456.b700dd37219f192d25cfc87f5c97a86d\n",
      "spam/00457.f8db516c753eff2c82cfb89b33bd2620\n",
      "spam/00458.62211764fde0dd7128ea4146268b40dd\n",
      "spam/00459.e71f7a769d6b09c6d75bfbe8711dbbbe\n",
      "spam/00460.8996dc28ab56dd7b6f35b956deceaf22\n",
      "spam/00461.1a27d007492d1c665d07db820b7dc3b8\n",
      "spam/00462.868771c8074e480f540a1d2e6a5ac7cb\n",
      "spam/00463.45bff4629688e8031231a8b64a4eef06\n",
      "spam/00464.8240aba24840864cb7439fc03f94ef6e\n",
      "spam/00465.ca5d79d0e5dadee322c117789196ebb4\n",
      "spam/00466.ecb11c98ec4511b5422b20476d935bd1\n",
      "spam/00467.5b733c506b7165424a0d4a298e67970f\n",
      "spam/00468.77534696791a755fb0fb8be8c2704ed8\n",
      "spam/00469.ee3b2f31459cc2ec43ae7cae00d40cf6\n",
      "spam/00470.32f31d3d1598f840a6471fa25332336d\n",
      "spam/00471.fc87286572c99b7a554dc8c86f34506c\n",
      "spam/00472.713268dfca421e165c1ac59bab045e00\n",
      "spam/00473.7086ec944a1245a002b04547a433c887\n",
      "spam/00474.30772a1ac9e824976fc6676844d68b76\n",
      "spam/00475.71f75afb1960d619af86e1c64dcb11fc\n",
      "spam/00476.af3a29817853a5c56bae5257c2d4b742\n",
      "spam/00477.24ef7a042f97482f884387c75249380c\n",
      "spam/00478.6c50ff18ef92c52a3342f1c9f090740b\n",
      "spam/00479.a2cd6780001042d8203b05a6ab0f34ac\n",
      "spam/00480.a5931465ca6f5b22eff24943b5c8b17d\n",
      "spam/00481.5c95b526e965fa325044123c4ce29c1f\n",
      "spam/00482.980c7ceb9333bc5027cd8d1d360a8c6f\n",
      "spam/00483.50c5dda7dd4710798c15a85ade6e9f93\n",
      "spam/00484.a34bda1ad8a88b5b21b13b8ad05d0dd3\n",
      "spam/00485.a5d28b804adbceff7fd75ed9fc8138bb\n",
      "spam/00486.c0a2036a3da75d6d5ac6d19ab4b3d6ec\n",
      "spam/00487.139a2f4e8edbbdd64441536308169d74\n",
      "spam/00488.29e96da757cc5566c848833e26abdd65\n",
      "spam/00489.023c1d77de9365cad956a4c9118aee4b\n",
      "spam/00491.28cb63173ed4740180e45e6248db5584\n",
      "spam/00492.73db79fb9ad03aff1e08deb73b83203c\n",
      "spam/00493.1c5f59825f7a246187c137614fb1ea82\n",
      "spam/00494.fd2efa67e63247ee89cdcf3a6fe7906d\n",
      "spam/00495.e22a609b7dc412c120d09e11544c67fb\n",
      "spam/00496.1a37de098f6c8847c3c7839d73cc7106\n",
      "spam/00497.ebf699da617b11135f3aa9173b9781b9\n",
      "spam/00498.48c3098854d339353f1a28a13b196017\n",
      "spam/00499.988506a852cf86b396771a8bdc8cf839\n",
      "spam/00500.85b72f09f6778a085dc8b6821965a76f\n",
      "spam/00490.f0020a3ea5546c122f688b39f4380c95\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "spam_2/\r\n",
      "spam_2/00001.317e78fa8ee2f54cd4890fdc09ba8176\r\n",
      "spam_2/00002.9438920e9a55591b18e60d1ed37d992b\r\n",
      "spam_2/00003.590eff932f8704d8b0fcbe69d023b54d\r\n",
      "spam_2/00004.bdcc075fa4beb5157b5dd6cd41d8887b\r\n",
      "spam_2/00005.ed0aba4d386c5e62bc737cf3f0ed9589\r\n",
      "spam_2/00006.3ca1f399ccda5d897fecb8c57669a283\r\n",
      "spam_2/00151.6abbf42bc1bfb6c36b749372da0cffae\r\n",
      "spam_2/00008.ccf927a6aec028f5472ca7b9db9eee20\r\n",
      "spam_2/00009.1e1a8cb4b57532ab38aa23287523659d\r\n",
      "spam_2/00010.2558d935f6439cb40d3acb8b8569aa9b\r\n",
      "spam_2/00011.bd8c904d9f7b161a813d222230214d50\r\n",
      "spam_2/00012.cb9c9f2a25196f5b16512338625a85b4\r\n",
      "spam_2/00013.372ec9dc663418ca71f7d880a76f117a\r\n",
      "spam_2/00014.13574737e55e51fe6737a475b88b5052\r\n",
      "spam_2/00015.206d5a5d1d34272ae32fc286788fdf55\r\n",
      "spam_2/00016.4fb07c8dff1a5a2b4889dc5024c55023\r\n",
      "spam_2/00017.6430f3b8dedf51ba3c3fcb9304e722e7\r\n",
      "spam_2/00018.336cb9e7b0358594cf002e7bf669eaf5\r\n",
      "spam_2/00019.86ce6f6c2e9f4ae0415860fecdf055db\r\n",
      "spam_2/00020.7d36d16fd2be07c4f6a5616590cdea07\r\n",
      "spam_2/cmds\r\n",
      "spam_2/00021.07d9ab534bbfba9020145659008a3a14\r\n",
      "spam_2/00022.be66c630a142f0d862c2294a2d911ce1\r\n",
      "spam_2/00023.5bec0fc32cfc42c9cc5c941d94258567\r\n",
      "spam_2/00024.621bea2c6e0ebb2eb7ac00a38dfe6b00\r\n",
      "spam_2/00025.9054470cb5193db2955a4d4a003698d6\r\n",
      "spam_2/00026.c62c9f08db4ee1b99626dbae575008fe\r\n",
      "spam_2/00027.b7b61e4624a29097cf55b578089c6110\r\n",
      "spam_2/00028.60393e49c90f750226bee6381eb3e69d\r\n",
      "spam_2/00029.cc0c62b49c1df0ad08ae49a7e1904531\r\n",
      "spam_2/00030.b360f27c098b3ab5cff96433e7963d4a\r\n",
      "spam_2/00031.e50cc5af8bd1131521b551713370a4b1\r\n",
      "spam_2/00032.3b93a3c65e0a2454fc9646ce01363938\r\n",
      "spam_2/00033.53ab3a0f8862eb0c12fa6eb3d04badbb\r\n",
      "spam_2/00034.cac95512308c52cfba33258e46feff97\r\n",
      "spam_2/00035.bd7183c238b884a153ad4888fbee9bf6\r\n",
      "spam_2/00036.5b5e714c8d5b1050a392e55c42070f2c\r\n",
      "spam_2/00037.c7f0ce13d4cad8202f3d1a02b5cc5a1d\r\n",
      "spam_2/00038.906d76babc3d78d6294c71b1b52d4d7f\r\n",
      "spam_2/00039.1295593cb1da98e80123f333def0b8dd\r\n",
      "spam_2/00040.d9570705b90532c2702859569bf4d01c\r\n",
      "spam_2/00041.1b8dedcc43e75c0f4cd5e0d12c4eea8b\r\n",
      "spam_2/00042.534ed9af47ca4349d84bc574a4306284\r\n",
      "spam_2/00043.9331daf0bd865aa657cb02cbcd06173b\r\n",
      "spam_2/00044.9f8c4b9ae007c6ded3d57476082bf2b2\r\n",
      "spam_2/00045.c1a84780700090224ce6ab0014b20183\r\n",
      "spam_2/00046.96a19afe71cd6f1f14c96293557a49ff\r\n",
      "spam_2/00047.3c90d41f59137916d6b80e6f8e16ccba\r\n",
      "spam_2/00048.91474353d7616d0df44b0fb04e2899ff\r\n",
      "spam_2/00049.83a0ff17486ed3866aeed9f45f5b3389\r\n",
      "spam_2/00050.bdb8b228ff67fd4a61f8b0c8e81240c9\r\n",
      "spam_2/00051.8b17ce16ace4d5845e2299c0123e1f14\r\n",
      "spam_2/00052.44ec0206d8bc46f371f73d15709fdeea\r\n",
      "spam_2/00053.6e5c80e892cad9c9e6b04abe49a9031e\r\n",
      "spam_2/00054.58b5d10599e5e7c98ce1498f2ba3e42c\r\n",
      "spam_2/00055.0b668beca14ab545bd39f17dbe20775c\r\n",
      "spam_2/00056.64a6ee24c0b7bf8bdba8340f0a3aafda\r\n",
      "spam_2/00057.01c83e8ad13d3f438c105ebc31808aa4\r\n",
      "spam_2/00058.00878d47d9a07c1c6f9c5a8593db7f55\r\n",
      "spam_2/00059.d7351d4fe66fb96d83ffb65b4a60b3cc\r\n",
      "spam_2/00060.639a625d0a724d7411e1d5e2e7cb2bc3\r\n",
      "spam_2/00061.4b25d456df484b9f7e01c59983591def\r\n",
      "spam_2/00062.6a56c37b8db0cbfb57a99b32ad60b4d2\r\n",
      "spam_2/00063.98dc120045d9b6c675c286524bf893ba\r\n",
      "spam_2/00064.839dfb3973ed439e19c1ca77cffdab3d\r\n",
      "spam_2/00065.9c8ae6822b427f2dbee5339d561a2888\r\n",
      "spam_2/00066.af6bf70ea68b499585a72bdd7d6dd931\r\n",
      "spam_2/00067.bf32243a9444bba9cba8582fef3d949e\r\n",
      "spam_2/00068.2999b3d00828ac3fbd6a7cd27a6c6321\r\n",
      "spam_2/00069.27497d5d2f92837805b67e2bf31dfc71\r\n",
      "spam_2/00070.598f33a87fd0df81c691f9109fc2378a\r\n",
      "spam_2/00071.11f438a86f442fd5a0772eb3908c12b4\r\n",
      "spam_2/00072.eb147f0714c89bf35a0ab1852890555d\r\n",
      "spam_2/00073.fa47879bac3adc4b716130566ee0a2a6\r\n",
      "spam_2/00074.f7cfc6a5142e788004e0cff70e3a36c0\r\n",
      "spam_2/00075.f1c6bf042cf0ed13452e4a15929db8cd\r\n",
      "spam_2/00076.7d4561ac3b877bbd9fd64d1cb433cb54\r\n",
      "spam_2/00077.6e13224e39fae4b94bcbe0f5ae9f4939\r\n",
      "spam_2/00078.f318607d8f4699d51f456fea10838c5a\r\n",
      "spam_2/00079.7a1b9cd54acec8774ef833df17206630\r\n",
      "spam_2/00080.2dda9e4297c6b66bff478c9d2d3756f1\r\n",
      "spam_2/00081.4c7fbdca38b8def54e276e75ec56682e\r\n",
      "spam_2/00082.92b519133440f8e9e972978e7b82e25e\r\n",
      "spam_2/00083.1aead789d4b4c7022c51bc632e4f2445\r\n",
      "spam_2/00084.eab3c85ce1b86d404296fc9d490d30dc\r\n",
      "spam_2/00085.ae2bf18f9dd33e3d80d11eda4c0be41d\r\n",
      "spam_2/00086.5ddcb4859b292c984d1db6aeade5ac04\r\n",
      "spam_2/00087.c6bf843edd1028fd09bb46d88bf97699\r\n",
      "spam_2/00088.34ca147ca21f4b3e966fe58bc054aaf6\r\n",
      "spam_2/00089.1235261e1b2063edce03a18d06c11474\r\n",
      "spam_2/00090.c82f6c8ce0db12e42a24fb2808974628\r\n",
      "spam_2/00091.7b4331237cddd30e9fa27b99af25bf3c\r\n",
      "spam_2/00092.ba043c4ba04c2d06714e43caa42cc078\r\n",
      "spam_2/00093.f0f5881aff74fafe925b36649298a0aa\r\n",
      "spam_2/00094.c3a37a3a866ce9583f51293a5e7b6f4e\r\n",
      "spam_2/00095.bee28d9bf506043611e140c673fe41f4\r\n",
      "spam_2/00096.39bffb55f064f907234c6b3d82fc3b4c\r\n",
      "spam_2/00097.555911ef896c1f57a6232120685b01e7\r\n",
      "spam_2/00098.842b0baaa0f03e439ec3a13ad5556e8c\r\n",
      "spam_2/00099.328fbebf5170afdd863e431d90ea90f5\r\n",
      "spam_2/00100.f18596df33992ee2af3e79f71f092e69\r\n",
      "spam_2/00101.1eefdf65cf34445662c1d308ef78d103\r\n",
      "spam_2/00102.706dc065aaf3946565c4897163a16a33\r\n",
      "spam_2/00103.3fb0c1ebdfc0eb5952bf0f57e635c270\r\n",
      "spam_2/00104.67ea4a37ac02d37f4baa7631ba17a824\r\n",
      "spam_2/00105.d8f25617befc5289aa4ed9602457050b\r\n",
      "spam_2/00106.09988f439b8547dc90efb1530c02329b\r\n",
      "spam_2/00107.49ebea517b7fe4f1bdf574dc3a125a70\r\n",
      "spam_2/00108.813fc6306b631b5c58ecfc26caf3a8dc\r\n",
      "spam_2/00109.17824b03f1b16c199abc7f4d7c35e4eb\r\n",
      "spam_2/00110.6a98310639f4d8f87cabd99ce4155c77\r\n",
      "spam_2/00111.029924c0533dcbc837512cce0792a18b\r\n",
      "spam_2/00112.e4952a7d270c78cd6bba9d4f6add13f2\r\n",
      "spam_2/00113.0449844c534e41730bb7a0ab513580e9\r\n",
      "spam_2/00114.68b089e3ca8128bb8d11f4f8bc592764\r\n",
      "spam_2/00115.ea1a875067c4c0b710f5f4c951335723\r\n",
      "spam_2/00116.8a15129846b680f8539fd703d8743b67\r\n",
      "spam_2/00117.9f0ba9c35b1fe59307e32b7c2c0d4e61\r\n",
      "spam_2/00118.141d803810acd9d4fc23db103dddfcd9\r\n",
      "spam_2/00119.010f7f583440f966e427436c31738466\r\n",
      "spam_2/00120.b6b2f20782980f83878f075f29d7c517\r\n",
      "spam_2/00121.9fdf867ef2120e98641128801454aa72\r\n",
      "spam_2/00122.4a2f67839c81141a1075745a66c907bb\r\n",
      "spam_2/00123.18a793261cf7719497e17412345945d6\r\n",
      "spam_2/00124.e757f78e3a015f784045f87c81e9ce87\r\n",
      "spam_2/00125.ea96729a0da6d9025d5178f2d6916e42\r\n",
      "spam_2/00126.d6d2197becfb17af452e9117a5f4c947\r\n",
      "spam_2/00127.17d8ae11fb73ed829ae89847f2c1e9e5\r\n",
      "spam_2/00128.102ef1e6b36b8307faecd1f2d04cdbde\r\n",
      "spam_2/00129.21a35c2fe21ec4c85d22d2eb5b9f9584\r\n",
      "spam_2/00130.1ad579dc65cd646549fe87f565bdec5c\r\n",
      "spam_2/00131.faf572e5916abbdb3d6ee9671339e047\r\n",
      "spam_2/00132.9a7cc8c762a4901f2b899d722b5f4731\r\n",
      "spam_2/00133.7dbf2e71621f92eada31cc655ff12fd3\r\n",
      "spam_2/00134.651c69499f4c81f5049c03f9c0c71b44\r\n",
      "spam_2/00135.9996d6845094dcec94b55eb1a828c7c4\r\n",
      "spam_2/00136.870132877ae18f6129c09da3a4d077af\r\n",
      "spam_2/00137.17860a4d8ca9d8d813cc0eb0dfd51e45\r\n",
      "spam_2/00138.acef24ad51f98e3192d5a0348543f02f\r\n",
      "spam_2/00139.cee7452bc16a8e26ea1ad841321c95ce\r\n",
      "spam_2/00140.f690cb156c0b1223e763ab3c0b340c57\r\n",
      "spam_2/00141.29b1847b5d4131c536a812cdc88326eb\r\n",
      "spam_2/00142.141444128e16c8ae1631c27821debc9b\r\n",
      "spam_2/00143.95e60a4160434f341761931c65844a38\r\n",
      "spam_2/00144.a439c28b51d6b53f4fbf3bf427b55ed2\r\n",
      "spam_2/00145.b6788a48c1eace0b7c34ff7de32766f6\r\n",
      "spam_2/00146.058bab11f76dd7ff40c941d6cc36cc3a\r\n",
      "spam_2/00147.9d7a9ea1fdef9c2161dba859250d2c19\r\n",
      "spam_2/00148.a645e3b8823445737c97057e59ea0d0c\r\n",
      "spam_2/00149.1589b074a69ebc09012d1f6d7ba4c75f\r\n",
      "spam_2/00150.957bb781217f762dc9999e7a90130c92\r\n",
      "spam_2/00158.58aea46256aaaa23787ec2acdcd31073\r\n",
      "spam_2/00152.a9f16de7f087215259a15322961bf9c0\r\n",
      "spam_2/00153.d20d157c684520f1c3aa8f270f753785\r\n",
      "spam_2/00154.fb13b55bdbb01e81ac9b8ee6f13948d5\r\n",
      "spam_2/00155.b043f6801a72ada945205709c44c8ac4\r\n",
      "spam_2/00156.ccb4ccdec1949b9510ab71d05122de3f\r\n",
      "spam_2/00157.eab255ce291e88fbee46f3f0c564ddf3\r\n",
      "spam_2/00172.0935a6d0aef9a3d6d64e07e3f6c453ec\r\n",
      "spam_2/00159.6b641c70d79fd5a69b84a94b4e88150a\r\n",
      "spam_2/00160.66e11a17d619ce33d5a455a87015ee25\r\n",
      "spam_2/00161.37836bbc77bdab253f914d7a5233badb\r\n",
      "spam_2/00162.b5ae5521352c9bba7bf635c1766d4a75\r\n",
      "spam_2/00163.2ceade6f8b0c1c342f5f95d57ac551f5\r\n",
      "spam_2/00164.272880ebd1f1f93cf0cd9800842a24bd\r\n",
      "spam_2/00165.3a37220d69b5b8332ee4270f0121dfe9\r\n",
      "spam_2/00166.806d5398d7a37c080641a2d62e2d2b94\r\n",
      "spam_2/00167.c37f166df54b89ce15059415cfbe12c3\r\n",
      "spam_2/00168.a9dd80bb0934b67fd00b4f0a99966369\r\n",
      "spam_2/00169.86268e75abd1bd4bda4d6c129681df34\r\n",
      "spam_2/00170.5e4c7668564952d8bfbf106d32fa9e5e\r\n",
      "spam_2/00171.8d972e393ba7c05bfcbf55b3591ce5f3\r\n",
      "spam_2/00175.931897f329f7ed0aee7df9f5d0626359\r\n",
      "spam_2/00173.6f5baeeaeb9b1c1ac4b9527e948828db\r\n",
      "spam_2/00174.94a8f3a8826ff937c38640422784ce86\r\n",
      "spam_2/00180.751cb63992e172566b3a296d970c425d\r\n",
      "spam_2/00176.644d65f0ab0d19f706a493bd5c3dc5df\r\n",
      "spam_2/00177.581a22999fd636e541e4e4864baf947f\r\n",
      "spam_2/00178.2dbe6aa90dc38758c946170ff92ec8e8\r\n",
      "spam_2/00179.ef2f7cf60806a96b59f4477b025580ee\r\n",
      "spam_2/00181.8f8c7074d957952981b3d7bc188eb1a0\r\n",
      "spam_2/00183.47b495fc7ebd7807affa6425de6419b3\r\n",
      "spam_2/00182.5561cb1b6f968e83afabe21d7a28bb37\r\n",
      "spam_2/00184.b4c342594f571eeb609a47b313ac35fe\r\n",
      "spam_2/00185.3bc6159431883bb008a8cf973facadb3\r\n",
      "spam_2/00186.614733215984b78299813313394a4ed3\r\n",
      "spam_2/00187.3fb9a7078bff0530ea52484a32c5d7e0\r\n",
      "spam_2/00188.b12197b37ceb97fa0cd802566c1e08db\r\n",
      "spam_2/00189.074fe7fad584aa9243fadc6d16f8c186\r\n",
      "spam_2/00190.ee2ea200e7efa602221c6492f9d9d8c0\r\n",
      "spam_2/00191.514dbda1bd10302e5c1d269837df0c66\r\n",
      "spam_2/00195.aeb47d08c2d537c24ada260804b7a171\r\n",
      "spam_2/00192.f2c49e0edfc9d9c861da1e6368cb7d12\r\n",
      "spam_2/00193.d68a324fdbe164f166b58e7852903065\r\n",
      "spam_2/00194.91b4c441362e802a64154349c6451b7c\r\n",
      "spam_2/00196.2e07e36c1285ba9187f8168c77d813f7\r\n",
      "spam_2/00197.d77321043295f3683060dcb2bdb8b822\r\n",
      "spam_2/00198.150ad975a44e356b479b88d8b57edc40\r\n",
      "spam_2/00204.4cf15f97b8ea08bfafab7d5091b8fbe7\r\n",
      "spam_2/00199.3536ffa9d7e1b912f6fc649d779cfe5d\r\n",
      "spam_2/00200.2fcabc2b58baa0ebc051e3ea3dfafd8f\r\n",
      "spam_2/00201.e74734c7cd89b7c55989d585f72b358a\r\n",
      "spam_2/00202.e57a96cc553ecba5064d023695a0f385\r\n",
      "spam_2/00203.5d5cdf03bd9362584adaf6be372d0ba1\r\n",
      "spam_2/00206.434bca9a9918edbdb04b93f6618adf90\r\n",
      "spam_2/00205.ee9ba1e4fc09cb436f0d0983ecef87cf\r\n",
      "spam_2/00574.66c2cbfe0151a4a658cec4e67d6cab14\r\n",
      "spam_2/00207.47d129a97b8ce8572c9efb4c18a74192\r\n",
      "spam_2/00208.c9e30fc9044cdc50682c2e2d2be4c466\r\n",
      "spam_2/00209.983df148f8b7d7e5d678f1ea6297cad1\r\n",
      "spam_2/00210.2942a339c3792a1010d024e6d6ba032e\r\n",
      "spam_2/00211.4a52fb081c7087c4a82402342751e755\r\n",
      "spam_2/00212.87d0c89c4f341d1580908678bf916213\r\n",
      "spam_2/00213.b85553a858843eabb7752c6d15aaba5a\r\n",
      "spam_2/00214.39bd955c9db013255c326dbcbb4f2f86\r\n",
      "spam_2/00215.0378888fa9823523e61a6b922a4e3b55\r\n",
      "spam_2/00216.c07de35b7e7f659e3c0c071b30053afa\r\n",
      "spam_2/00217.f56a722e95d0b6ea580f1b4e9e2e013a\r\n",
      "spam_2/00218.e921fa1953a3abd17be5099b06444522\r\n",
      "spam_2/00219.b1e53bdc90b763f8073f3270e3f6e811\r\n",
      "spam_2/00220.b599bb1ef610ba40d9becc965c0c0da3\r\n",
      "spam_2/00221.775c9348b935d966a9afec954f1e9c27\r\n",
      "spam_2/00222.3ac65af6304056a15115076b1bcc8f69\r\n",
      "spam_2/00223.b2ab59fb979b4e3d266f15a580d86619\r\n",
      "spam_2/00224.1b3430b101a8a8b22493c4948fcbe9cc\r\n",
      "spam_2/00225.a4a58f288601a7e965b358c6e7c6741f\r\n",
      "spam_2/00226.bd5d6adde04612587537df13d7f81196\r\n",
      "spam_2/00227.a2dc608fa0cf81c35ea9f658b24a9004\r\n",
      "spam_2/00228.238a0547cbbd70a024d7d4376707f201\r\n",
      "spam_2/00229.272500ea65aafe8d05061d11f1164832\r\n",
      "spam_2/00230.681e0e97f93d59676937c4223c93da93\r\n",
      "spam_2/00231.8c72952de376293bc38d30834c0bb580\r\n",
      "spam_2/00232.b5eb658434a4099746a0977a0e6cd084\r\n",
      "spam_2/00233.3c32285387ebc0675adb029b9e20e581\r\n",
      "spam_2/00234.64c94421011e896adab852386cd314d8\r\n",
      "spam_2/00235.749db1b61dbea4257300c71c9220a4e8\r\n",
      "spam_2/00236.a46588c69d43e80c618038b95eff2893\r\n",
      "spam_2/00237.0faf46ae2bfab24f0464c4a1a0425659\r\n",
      "spam_2/00238.1bc0944812aa14bc789ff565710dc0b5\r\n",
      "spam_2/00239.91d2d5c0e8827c4a42cb24733a0859fa\r\n",
      "spam_2/00240.48e29876af05d3b43e0b6a510a8fc837\r\n",
      "spam_2/00241.490af8faa6e4b94e0affed327e670dae\r\n",
      "spam_2/00242.745749df8cd0da174fd64afc55db4222\r\n",
      "spam_2/00243.2fa7ea5c308d2d572c7e8efc679bb6a9\r\n",
      "spam_2/00244.934aa46481d9503c1fd02a964e19de24\r\n",
      "spam_2/00245.9d608575062cc3d6368078006d20f61b\r\n",
      "spam_2/00246.d314e68151f961425104dbe6a4e3bc9a\r\n",
      "spam_2/00247.df14a81cd82cf37e4a125dba41ca21e1\r\n",
      "spam_2/00248.2212008dd1bd6e4d2326d8c6ce81d01a\r\n",
      "spam_2/00249.b6cad7860d56d8265155580a7c80457d\r\n",
      "spam_2/00250.ae302eda2386979f6ac6bfff9e9f7137\r\n",
      "spam_2/00251.2ca1d22841d472917231911f63572dfd\r\n",
      "spam_2/00252.3b352c8a7266026be4f1c1ba89690cfc\r\n",
      "spam_2/00253.bd8e0dd85f0f848be89aadbf6d6364dc\r\n",
      "spam_2/00254.9810c685fa8fd2953b0c07ba7900605f\r\n",
      "spam_2/00255.f66ad62d19d3e76217eff77eff4eeea2\r\n",
      "spam_2/00256.ea7bc226396ae0cc08004265b5c2eb02\r\n",
      "spam_2/00257.96e9617c812f9d9a8ec77c9008e1e960\r\n",
      "spam_2/00258.eb914ca569df16b9e969cc1ff646033f\r\n",
      "spam_2/00259.c5dcbd525138d61d828298225a61aeab\r\n",
      "spam_2/00260.49cb520f5d726da6f1ec32d0e4d2e38f\r\n",
      "spam_2/00261.e679a9947bd481d47fb1a3d83b482fd5\r\n",
      "spam_2/00262.12fb50ad3782b7b356672a246f4902a6\r\n",
      "spam_2/00263.32b258c4cc08d235b2ca36fc16074f08\r\n",
      "spam_2/00264.8fae38cbbed6a43b40e83aa8496018e4\r\n",
      "spam_2/00265.2b8a59870ad8576be65a7654da7fe1bb\r\n",
      "spam_2/00266.12e00174bc1346952a8ba2c430e48bf6\r\n",
      "spam_2/00267.15fd4bd56e4a0466d3031f8f16803c8e\r\n",
      "spam_2/00268.a9bc047709bc6362328d3b72998956f2\r\n",
      "spam_2/00269.456d57b46b4c84fe5057b5cc63620057\r\n",
      "spam_2/00270.1ee4eb635731c5a022fb060bc8cd26e0\r\n",
      "spam_2/00271.7105f4998a88cbf4036403f61ba60d65\r\n",
      "spam_2/00272.ff93eff2b9f05ba28efa69d72d78ede2\r\n",
      "spam_2/00273.c832f32bbe447980ad0095b772343563\r\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "spam_2/00274.192bd3848a65302344dff2d7c0d3f08a\r\n",
      "spam_2/00275.87c74dc27e397ccd3b2b581bbefef515\r\n",
      "spam_2/00276.a8792b1d4591c269b9234f3a39f846d8\r\n",
      "spam_2/00277.feeedd0a9e052b05e350e93ff7889f0a\r\n",
      "spam_2/00278.72994f6280bfb4ecaad81592dc31f0d3\r\n",
      "spam_2/00279.d3516102dd7d49480923c6cf3252a216\r\n",
      "spam_2/00280.3432009813aa8a8683c72ad31ce7e0e0\r\n",
      "spam_2/00281.d5147756d766fba6dbc649f786e38bc2\r\n",
      "spam_2/00282.262dbcdc9fb22384ac5b6fc159aba4cb\r\n",
      "spam_2/00283.8654c24a39f2557b8d4b1aa35b95482d\r\n",
      "spam_2/00284.227c1ebb961320cd2086d904d698c49b\r\n",
      "spam_2/00285.0a23190ebe54452ab48f8fc1e20402f5\r\n",
      "spam_2/00286.bb7afce31a747b70cf516e4ef174fd8f\r\n",
      "spam_2/00287.0d310db88577f69e8c345671d9a8416c\r\n",
      "spam_2/00288.e1f7256dd7c447815e6693fd8efea6c9\r\n",
      "spam_2/00289.ce923605b55bfa316d567763565e6bc9\r\n",
      "spam_2/00290.010f9e1b74276ee0a2414699df272efe\r\n",
      "spam_2/00291.5dba829583f0af4826b27f24f2d1d150\r\n",
      "spam_2/00292.b90f1e0d4436fdbf91d909812648900d\r\n",
      "spam_2/00293.2503973d5b437aa173b6dd97e6f14202\r\n",
      "spam_2/00294.497c7a26968a921c6345a525a2c87496\r\n",
      "spam_2/00295.567c57d64a8f338d16d5047e533a1155\r\n",
      "spam_2/00296.85aa16f800e0aaf8755cdf23d7e035ff\r\n",
      "spam_2/00297.6278795e285879c8623bf7ec329b966e\r\n",
      "spam_2/00298.792592957289d30448ca3c68b301c896\r\n",
      "spam_2/00299.ec4bd0c57a7bf6a5616beb2897aaed7b\r\n",
      "spam_2/00300.6ca4fee75f6afbd00581ceec6cf14fac\r\n",
      "spam_2/00301.3b6fa92db458408d9468360fc034d280\r\n",
      "spam_2/00302.7f695c69d4cbe06e91cddd2ca7cddf33\r\n",
      "spam_2/00303.7d749e4a46ceb169ea1af5b9e5ab39a9\r\n",
      "spam_2/00304.fedb2050801439ca46d1d82d10e8e9e2\r\n",
      "spam_2/00305.1f2a712e25638b0a4868155b37022cf1\r\n",
      "spam_2/00306.9e12acdecaf3825733a1aadc2455b166\r\n",
      "spam_2/00307.79b64580c5c605583aec7b7a4f8679c0\r\n",
      "spam_2/00308.fc90f8aab51648329b9e705c9021b204\r\n",
      "spam_2/00309.514ba73d47cc5668a2afdef0a25b400c\r\n",
      "spam_2/00310.dd799961317914374088b04cc0fb1b85\r\n",
      "spam_2/00311.176626eb0ec0de8f451a079083104975\r\n",
      "spam_2/00312.5034fee7d265abd7a4194e9300de24bf\r\n",
      "spam_2/00313.4363902393c0037670bc9483d19dc551\r\n",
      "spam_2/00314.ce1926a9815415807e51b80930bffdb8\r\n",
      "spam_2/00315.81905f8867f52179286a6a5bdd1483fa\r\n",
      "spam_2/00316.6127940652124130611907ee0c20ab5e\r\n",
      "spam_2/00317.902b19a36e88cd3ad096e736ff8c81a5\r\n",
      "spam_2/00318.8487006b2a3599ba69edefe8b9cc98d5\r\n",
      "spam_2/00319.2702ee4100f722328afc52a1a6f1dc26\r\n",
      "spam_2/00320.a4e760741d537aef50c4c0b950329225\r\n",
      "spam_2/00321.00c19304d06d2e9fd068873434f1297e\r\n",
      "spam_2/00322.9c67ae5dc3348e9a0b9a61a408c3f44e\r\n",
      "spam_2/00323.ca6d475963aec4ab799b22805c4b0282\r\n",
      "spam_2/00324.272b1fb3642d24e21dac949444b21e65\r\n",
      "spam_2/00325.7e5ac4e91fba8111cce0e8dcc721912c\r\n",
      "spam_2/00326.1e5d428b26e2e648a7560a38380cab1f\r\n",
      "spam_2/00327.1f6320c5ad43180ccad57610c646c6a3\r\n",
      "spam_2/00328.47ba83d868220761b2ff71ce39d91a37\r\n",
      "spam_2/00329.47e3728483bdcad34227e601eb348836\r\n",
      "spam_2/00330.97460a01c80eb8ef3958118baf379c93\r\n",
      "spam_2/00331.263b0f2df840360cb4b1ee9016c79d84\r\n",
      "spam_2/00332.2b6d5012de45ae27edbda7f94c54636e\r\n",
      "spam_2/00333.050a95c5ed10d1e01e5da42d27d087bd\r\n",
      "spam_2/00334.f487a87d551c524250c3eccbda6020da\r\n",
      "spam_2/00335.52db5097040b2b36c0d19047c5617621\r\n",
      "spam_2/00336.b937e6ad1deae309e248580a6fec85d8\r\n",
      "spam_2/00337.dfbe7fc9aaf905bd538635d72cbba975\r\n",
      "spam_2/00338.5f65cc2aed42a1472d2c279f925da35a\r\n",
      "spam_2/00339.5982235f90972c2cf5ecaaf775dace46\r\n",
      "spam_2/00340.582105f82cc7d1d35e09aacc413853c1\r\n",
      "spam_2/00341.523b18faf8eb7b835457f2a0797e034f\r\n",
      "spam_2/00342.847c675d7a39e5e6ecce8387350790ae\r\n",
      "spam_2/00343.c84d94ad804925c271bb15b979e11dc7\r\n",
      "spam_2/00344.e6463530b23a12554d2e6f0e08ae10a7\r\n",
      "spam_2/00345.53eb1900901ea7c0b512d555e919b881\r\n",
      "spam_2/00346.d93a823fb3350a5da8f0c612ce1156cd\r\n",
      "spam_2/00347.fd43a734c2e77abee0ca8c508afce993\r\n",
      "spam_2/00348.eca7fae585d64d16cbb1f6f512d0c761\r\n",
      "spam_2/00349.742d50a3bcbd3a3a60a0bd42cc2b97be\r\n",
      "spam_2/00350.7a772c64c6a4131bcff6e19336b28b77\r\n",
      "spam_2/00351.44bc5f6d0afcb67a469191ef2a38fea7\r\n",
      "spam_2/00352.206639789c6ba89977375c62856f20fc\r\n",
      "spam_2/00353.8d9f21930310041d8a0e17b0494e3a4a\r\n",
      "spam_2/00354.c1b5e9322256bc530d08aa0c232abcef\r\n",
      "spam_2/00355.ada725cd0b7f67b279b6d616045d7e84\r\n",
      "spam_2/00356.6420c49ea8ad1c5e4120606f97b60e1e\r\n",
      "spam_2/00357.049b1dd678979ce56f10dfa9632127a3\r\n",
      "spam_2/00358.ccfcaa5984dc5db979ba41e0fcee87c3\r\n",
      "spam_2/00359.90bec90ebeaf05f024f48594e7d7b0d5\r\n",
      "spam_2/00360.814557087d32334a92357de3b50ee814\r\n",
      "spam_2/00361.59907896afb539ce9bc9c6e74c439206\r\n",
      "spam_2/00362.73409498731cffe86816918aae62cbbb\r\n",
      "spam_2/00363.ed86759dd8ad582066e4db3af6a99fc1\r\n",
      "spam_2/00364.48aa56553a1b8c2e4b638e0f46a7fc1f\r\n",
      "spam_2/00365.b95733057a51e3571746739a620c0e14\r\n",
      "spam_2/00366.d0ae92900c398d9adf1dd68d35350a21\r\n",
      "spam_2/00367.61bd750eb4ea17d10cc4aaeef1885fcf\r\n",
      "spam_2/00368.64d7f78532bf9b4cd41c8f5bc526af6a\r\n",
      "spam_2/00369.ea45bbb3d5cc26da35f7980fcc5ef49a\r\n",
      "spam_2/00370.abd27ca9728627f8f0f83934ea7520d0\r\n",
      "spam_2/00371.a1bca8c3fae1f6cbcebd205bf5db6ada\r\n",
      "spam_2/00372.859cab3c4ee323a06adcd41f8c604fa7\r\n",
      "spam_2/00373.a2e4ba80486fdff8084086d447e01d17\r\n",
      "spam_2/00374.b174d1e94449f519f3ceba87e7cefea7\r\n",
      "spam_2/00375.687dc7464b4c4fa822ee453b9ef352df\r\n",
      "spam_2/00376.8d9a34535bac5fbccdbb8ea5392c82d8\r\n",
      "spam_2/00377.8568faed5f5f8cd3fb0956786da98a1a\r\n",
      "spam_2/00378.958f8c0f9d486c1e18f835ab65664b4d\r\n",
      "spam_2/00379.b2ab58d60315cdc423cd8640466092ed\r\n",
      "spam_2/00380.717154ebf88ae594956736cc50bdeaf4\r\n",
      "spam_2/00381.004cefb51e415fe5c45a3a97091bf978\r\n",
      "spam_2/00382.2e6245e7b689da67dc8cf1a600d804fa\r\n",
      "spam_2/00383.14f8e467cb84b977c33f422d7d1691e6\r\n",
      "spam_2/00384.ffe5f36fc3c40673d4313db5e579e33d\r\n",
      "spam_2/00385.2017c0f15243b44ef7d52ca0a5f1ecaa\r\n",
      "spam_2/00386.c5a6044254345320c345761dadbea419\r\n",
      "spam_2/00387.557966123e4eca02241d2865d521b987\r\n",
      "spam_2/00388.a884c42d4423d7e4718db0145b3b9d9b\r\n",
      "spam_2/00389.a4504d4c023b095c4907db14c65ea28f\r\n",
      "spam_2/00390.ccb6ba541b35f5e9e443a53049cd70d3\r\n",
      "spam_2/00391.6086519216f6de15fecaeffdb51ff3a7\r\n",
      "spam_2/00392.f494d12cb0d5daaead0e7f10f8afaef1\r\n",
      "spam_2/00393.85c9cd10122736d443e69db6fce3ad3f\r\n",
      "spam_2/00394.0e95ef1fe71d6bbf6867df86c862d15a\r\n",
      "spam_2/00395.74aee42fac915ca758047506ec59a21f\r\n",
      "spam_2/00396.bb9671c94f0061c7f2a74cde8a507c1f\r\n",
      "spam_2/00397.dc85d97361fbed3637f8db56d4c9c92d\r\n",
      "spam_2/00398.64f68a9650595170b0e10cc493020a0a\r\n",
      "spam_2/00399.b5a16f11e0f6bc8898caef8d9ba3e9a8\r\n",
      "spam_2/00400.9360c6d3f34caf75a4c5439852153b71\r\n",
      "spam_2/00401.31d8ded049967dc48ebb564288733e81\r\n",
      "spam_2/00402.3cb789dea6bc3f321cc15730f3048ff2\r\n",
      "spam_2/00403.90a79abcb32065d5381a74a84da2e6bd\r\n",
      "spam_2/00404.deea51c7b46665faf98fe6c5b5f88810\r\n",
      "spam_2/00405.39099b2d9fc7da44f0bd7c5d68c06ca6\r\n",
      "spam_2/00406.3d607f39292bdf8e71094426cc02a90d\r\n",
      "spam_2/00407.7dcebe4c50bb22e0719a05ac6cc0e574\r\n",
      "spam_2/00408.78e871a38b048989b9949716e3fc7575\r\n",
      "spam_2/00409.1faf0d6f87e8b70f0bb05b9040d56fca\r\n",
      "spam_2/00410.fb7b31cdd9d053f8b446da7ce89383fa\r\n",
      "spam_2/00411.e606c6408dbcda1a60be16896197bace\r\n",
      "spam_2/00412.2498d35d4ac806f77e31a17839d5c4c2\r\n",
      "spam_2/00413.11d008b916ea6fd996dee9a08670655e\r\n",
      "spam_2/00414.583be7dd0ab2492309a3fbd7960e90be\r\n",
      "spam_2/00415.4af357c0282481dba8f1765f0bf09c09\r\n",
      "spam_2/00416.7fa9ccac275fe2d97517554ecde57fbe\r\n",
      "spam_2/00417.715ee099f76e69edbeb5604a82a532b4\r\n",
      "spam_2/00418.16b11d584531ea6f8e334bf92e5560ec\r\n",
      "spam_2/00419.ed8fc5e3278d344ba897c8e9614acb38\r\n",
      "spam_2/00420.cf4550c21f1afd532c171e6e3e10f135\r\n",
      "spam_2/00421.540f120cafbc8a068fcc7f8a372a37b8\r\n",
      "spam_2/00422.bdbc5ccdcc5058dcb4808fbdbaceffeb\r\n",
      "spam_2/00423.41a02b6bb464b0bd04ac8a40e6001c3e\r\n",
      "spam_2/00424.762694cd4e29f39d544e03cd3c974a25\r\n",
      "spam_2/00425.529f44cda59588d37959083c93a79764\r\n",
      "spam_2/00426.c743511223777504c01a35f90914b230\r\n",
      "spam_2/00427.c3d316b9e7fefe87329d31b09c1601fe\r\n",
      "spam_2/00428.5fe2c974b49315a6fbf9f3b09b47f030\r\n",
      "spam_2/00429.8f4c7360f2629f5017e7a485e74b3862\r\n",
      "spam_2/00430.d3915a3e7a9cbd8f9a7e6221eb40253d\r\n",
      "spam_2/00431.c6a126091c0bcbc44e58e238ca4d02c6\r\n",
      "spam_2/00432.d0728a14791872b0fdbba5d730bb1426\r\n",
      "spam_2/00433.e23d484b63694062d857aa6fc4fd6276\r\n",
      "spam_2/00434.73574ecf7afcf2aef7fe6c3ff5158596\r\n",
      "spam_2/00435.5fcb8673ad1922e806a0505769985c69\r\n",
      "spam_2/00436.9fc1d953c6a282c5b66e4ed1cf1b866f\r\n",
      "spam_2/00437.a88b8673cb52537e09bc37a163c1635f\r\n",
      "spam_2/00438.cf76c0c71830d5e8ddec01a597f149a5\r\n",
      "spam_2/00439.eacffbae5543e6be58178c0d3eb95041\r\n",
      "spam_2/00440.cefb7176fea7baf69c5e9d8b2f1a2b54\r\n",
      "spam_2/00441.3b9c3055e08bda4c0f7eea43749e324c\r\n",
      "spam_2/00442.0b77138b3a011a8bbaa1f7b915bfee9b\r\n",
      "spam_2/00443.70c948096c848777e165daacad17ce78\r\n",
      "spam_2/00444.2657e8ab181a4ba04b6515d5c379b9f0\r\n",
      "spam_2/00445.a5edbd936b830407d1a56b31ff3b82c0\r\n",
      "spam_2/00446.dbbe3d81a19420ba8c135ac7f044319c\r\n",
      "spam_2/00447.32e588c3a1d8888d737f360f825713b8\r\n",
      "spam_2/00448.65d06c45ea553e3fddf51645ae6b07f0\r\n",
      "spam_2/00449.c498bdd182edba9e9ba725c5a5a1f06b\r\n",
      "spam_2/00450.acfa2d7f64e43ef04600e30fdecff8ec\r\n",
      "spam_2/00451.bbff6de62f0340d64a044870dbedafba\r\n",
      "spam_2/00452.f13574a4582c94daf2bd6668c1683eed\r\n",
      "spam_2/00453.7ff1db57e1e39cb658661ef45b83a715\r\n",
      "spam_2/00454.ca6a81a702d62c23bc184a37a1cdb926\r\n",
      "spam_2/00455.8ccdcb205b6f8c3958bb3b2d39edca46\r\n",
      "spam_2/00456.c680a0c7d8d8d91bf3fb9f77ce6541b0\r\n",
      "spam_2/00457.f4325a4aa30dce61bf6c442b887733dd\r\n",
      "spam_2/00458.49467dba97d6ac2825c533df9a7a5017\r\n",
      "spam_2/00459.2c2341d0342bfedc94464025126bedc6\r\n",
      "spam_2/00460.407cd7d4ce577b1474eba6dd35a15081\r\n",
      "spam_2/00461.57e0fe5d31215393d7cf4e377e330082\r\n",
      "spam_2/00462.d0ca75a85184ca9843d1dffdc8c98855\r\n",
      "spam_2/00463.0bc4e08af0529dd773d9f10f922547db\r\n",
      "spam_2/00464.d2f719c667d192af860572b1c858cc11\r\n",
      "spam_2/00465.81b738fc646c03b1db38a456cd087ad7\r\n",
      "spam_2/00466.936900f20aa2c6aa724d2f6d6af53b9b\r\n",
      "spam_2/00467.3748c927c32a9c4e8988dad52a843b5c\r\n",
      "spam_2/00468.fb2222cc49228bd3dac5481e670f208f\r\n",
      "spam_2/00469.d2c0c55b686454f38eee312c5e190816\r\n",
      "spam_2/00470.68eed3d237f85b225b1ad31bceac203a\r\n",
      "spam_2/00471.df77fa930951f79466c195052ff56816\r\n",
      "spam_2/00472.3c51cf86307bc98c54d856887a81e9ac\r\n",
      "spam_2/00473.594d47d74b993e949b2b472af3430aed\r\n",
      "spam_2/00474.c1835a35419f2bbdccbabfd8547faf4a\r\n",
      "spam_2/00475.3d497c7d96c51986316db566756ff35a\r\n",
      "spam_2/00476.38e32c20c334317781e90c3e6754fbe9\r\n",
      "spam_2/00477.3691f298683e5b8687bc05a891512864\r\n",
      "spam_2/00478.a4d1f3bcbb571f1c3809bf47cb5ee57f\r\n",
      "spam_2/00479.84c58aa8adff520d7f58dfde02c1cf10\r\n",
      "spam_2/00480.682829ef5c1f1639f0a060190c5d4b33\r\n",
      "spam_2/00481.b6fbd76bcc24999350ae6a3188f3809f\r\n",
      "spam_2/00482.f839ea522f1ee459661a6b2fbd71e823\r\n",
      "spam_2/00483.e583ffb0efd3958cdef2e9f3b043ef0d\r\n",
      "spam_2/00484.602c7afb217663a43dd5fa24d97d1ca4\r\n",
      "spam_2/00485.94b2cb3aa454e6f6701c42cb1fd35ffe\r\n",
      "spam_2/00486.7f5cde6ad9f34dcbe56a1fd73138b351\r\n",
      "spam_2/00487.edd96ac74c081d65c2106cf51daab9d7\r\n",
      "spam_2/00488.e88c2c87a3b72ab47b6420b61279242e\r\n",
      "spam_2/00490.09cc8eacfd07338802c3ea0e7f07fe26\r\n",
      "spam_2/00491.008606ae6538b605f82b61913814d3dd\r\n",
      "spam_2/00492.3052cad36d423e60195ce706c7bc0e6f\r\n",
      "spam_2/00493.a80f4bf204e9111b0dd1d14bf393b754\r\n",
      "spam_2/00494.6d13d2217c5cc00c26b72d97c7fe6014\r\n",
      "spam_2/00495.88a3a957082447d2e6cad8c9cb18b3b7\r\n",
      "spam_2/00496.acf53035be6cb4c667fd342551c5d467\r\n",
      "spam_2/00497.353a61b265f11dd0bae116c0149abbe1\r\n",
      "spam_2/00498.7f293b818e2e46d3a8bad44eda672947\r\n",
      "spam_2/00499.257302b8f6056eb85e0daa37bfcd2c68\r\n",
      "spam_2/00500.87320162ab5b79f67978406cf909c3d1\r\n",
      "spam_2/00501.32679091b0520132ad888ef3b134ce48\r\n",
      "spam_2/00502.0a4d33a87be5e0ac475c75e1ea9962be\r\n",
      "spam_2/00503.4b7a98571703ac6770713c31b431b274\r\n",
      "spam_2/00504.0a250a54cc14771c55105d9cfdf39151\r\n",
      "spam_2/00505.d4fa302630b3e58461b644f7b3e11d82\r\n",
      "spam_2/00506.85af6cd716febc6265ac7b362a4a1da6\r\n",
      "spam_2/00507.f60aebf11f7c66427490b14ff65f4c90\r\n",
      "spam_2/00508.a5b222ad6078c7242f6c73333e009d98\r\n",
      "spam_2/00509.385c788f39e46a86be4c6af8679a0c80\r\n",
      "spam_2/00510.ce04ead27e498e82285ea6dbb0837c13\r\n",
      "spam_2/00511.7a9009733666ca7ab0325e44e17bf584\r\n",
      "spam_2/00512.8a8d03da14819f83a8936f224cd9c9cc\r\n",
      "spam_2/00513.08c05933ceb2092de8a4866b91d6f274\r\n",
      "spam_2/00514.5c15464cb782de5ddab0408af5888805\r\n",
      "spam_2/00515.89787cdc87d6fe15af713a5e960c1e05\r\n",
      "spam_2/00516.36cd648f23e91a831256f8ef32823573\r\n",
      "spam_2/00517.08bde5f35a9480cf76111e2e3ed57cca\r\n",
      "spam_2/00518.3b454f92294b060a41b0771941394bd3\r\n",
      "spam_2/00519.f189e2f1541968e48de6ebd9db23b35d\r\n",
      "spam_2/00520.892a859ed7b0c96d56ae83e4f6ee6b11\r\n",
      "spam_2/00521.70417de823222858b4100b6030a64168\r\n",
      "spam_2/00522.3c781aa53f7de37cf33e2205faac7143\r\n",
      "spam_2/00523.8dad1340c87f606b1f0696df64d9063c\r\n",
      "spam_2/00524.640f4413fd9d75339aba617157a43d5e\r\n",
      "spam_2/00525.979fd0c4cc9c0f2495c564c5501a46ed\r\n",
      "spam_2/00526.9a55d84e77b13b309a15ccce04901f94\r\n",
      "spam_2/00527.692952717b3f63cd2964ff2ff73ed91d\r\n",
      "spam_2/00528.a7b02c9abd9fb303615a956bbc4af548\r\n",
      "spam_2/00530.7495e8bd02e1dccfea08502d0e406e5d\r\n",
      "spam_2/00531.f3fffa4504c7009a03dd0d44a4562a84\r\n",
      "spam_2/00532.f9e75080635b69a666e530fb8aa46a57\r\n",
      "spam_2/00533.4bf72df6acf3c08c213584469484b0ed\r\n",
      "spam_2/00534.d17efd4b5f7baa6cf83684fef7cee08a\r\n",
      "spam_2/00535.6f0720362e104f169c08308d82a8c804\r\n",
      "spam_2/00536.196dbf0abb48ceeeedb3a9172823702c\r\n",
      "spam_2/00537.c61f1e424853d045bd87415405cf8cfe\r\n",
      "spam_2/00538.46858b6122a85685022250db2f25b32a\r\n",
      "spam_2/00539.6e6f7b032b644f9b1355f46d20944350\r\n",
      "spam_2/00540.d66cdfb53617f2192367e7f327a018c7\r\n",
      "spam_2/00541.b3145925dccfa163547afa1299e61807\r\n",
      "spam_2/00542.0cfed7997e72ff1084860d1d04dd9126\r\n",
      "spam_2/00543.e69bd0a0effd4a12537fb358d79ea337\r\n",
      "spam_2/00544.b40f8f2923fe96b02cd7c46fef0adea0\r\n",
      "spam_2/00545.296b31ed5391f5e3674c734171643f45\r\n",
      "spam_2/00546.86d0c1b7a2080d8b2068935ab83cab03\r\n",
      "spam_2/00547.8519a982bb78c6994959d9a4b3d4c9a3\r\n",
      "spam_2/00548.f4dde895ab6df412dbd309ebe3cf1533\r\n",
      "spam_2/00549.7520259c1001cefa09ddd6aaef814287\r\n",
      "spam_2/00550.f7e75438e70eb4222c1a93fd190c8ce1\r\n",
      "spam_2/00551.26fe48f617edc23fa5053460d6bc7196\r\n",
      "spam_2/00552.877d8dbff829787aa8349b433a8421f0\r\n",
      "spam_2/00553.4e22bb923ee41a61d04f8b275157366b\r\n",
      "spam_2/00554.c325ab7400fb7e3f053ed0cac4ed7545\r\n",
      "spam_2/00555.75544646fbe1fd3cb3717fb02a72e824\r\n",
      "spam_2/00556.098b57f5108ba34d21825f176e492786\r\n",
      "spam_2/00557.01f1bd4d6e5236e78268f10a498c4aba\r\n",
      "spam_2/00558.dcb747a55d9b7d4f9ca6c66717bd36c7\r\n",
      "spam_2/00559.f134a8ef403b9c3cc92f44a808a97403\r\n",
      "spam_2/00560.dfc4142bdb51d4ac3f9a3460c9254a18\r\n",
      "spam_2/00561.c1919574614e88fbabbfb266153560f2\r\n",
      "spam_2/00562.09f8bb89193c2c5b8e8722ea0aa170a9\r\n",
      "spam_2/00564.f041f313512dbafd79a80c565452c0ee\r\n",
      "spam_2/00565.a1a4b8367b5c7f5e865df0539b52969a\r\n",
      "spam_2/00566.9b3e6f0ed54a232fcf6533c75d5c218e\r\n",
      "spam_2/00567.9a792928197fff7a7a38aee412bf4a07\r\n",
      "spam_2/00568.9099cfcce869f4ecf337fc666f04c11d\r\n",
      "spam_2/00569.369bb86b7ae4572b2eba48e0b8daf0ea\r\n",
      "spam_2/00570.cc1a4d6cf41350cf10e2b588dacb2dff\r\n",
      "spam_2/00571.55308502c471ca21f3ce1aa0782fdba6\r\n",
      "spam_2/00572.4657e353354321dfd7c39c6a07a90452\r\n",
      "spam_2/00573.f33cc9f9253eda8eceaa7ace8f1a0f50\r\n",
      "spam_2/00612.cd362b97ee34d41e72a66ed5199dd62e\r\n",
      "spam_2/00575.cbefce767b904bb435fd9162d7165e9e\r\n",
      "spam_2/00576.0debec20687a7f7f2b58995db7604023\r\n",
      "spam_2/00577.0b1933615cd59d8348c899158d25f252\r\n",
      "spam_2/00578.c65d716f2fe3db8abc5deb3cbc35029c\r\n",
      "spam_2/00579.d94454f0e596c00bf22ce1f315427143\r\n",
      "spam_2/00580.c3b23134b4767f5e796d0df997fede33\r\n",
      "spam_2/00581.aacb2f971955bb5688c298776996bd64\r\n",
      "spam_2/00582.2db3b12f1cbf87ef3a64d26c35561a5b\r\n",
      "spam_2/00583.b780ea187746d4722e9a684fe34f0cc9\r\n",
      "spam_2/00584.0f2dbef1c4238beb69443e0273484d76\r\n",
      "spam_2/00585.0cc56d33bcfde91ab75bf202e4684c4a\r\n",
      "spam_2/00586.6ffe1b192d01dc82c33e866ddabd2a79\r\n",
      "spam_2/00587.582e355efbb36f9a0d55997e093626ba\r\n",
      "spam_2/00588.44b644374b89ba4885f91f0ed836e622\r\n",
      "spam_2/00589.0dd634d12e5f4538e6fe74841ee0b603\r\n",
      "spam_2/00590.7a27fe75bf73486c1c1913f87aaddb4d\r\n",
      "spam_2/00591.962cc31322a42abd7ca205b62c56438e\r\n",
      "spam_2/00592.8da31ade2e259569f9741cca3d98d952\r\n",
      "spam_2/00593.b0c2ee36cf966faf1b5239df81ec1f8d\r\n",
      "spam_2/00594.3381bb07fec959ae2285b219cc18eb62\r\n",
      "spam_2/00595.11ff52fbcc4dfc5ddd499c27746b2c8b\r\n",
      "spam_2/00596.8be778a774ce76c30a7a42a07979bdbe\r\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "spam_2/00597.77c914c24bd38a4cfa7ef06aae438d17\r\n",
      "spam_2/00598.55751466eb0cbc307da570a603daa3d6\r\n",
      "spam_2/00599.d6d6a2edd58fa7dd6b18787e9867984b\r\n",
      "spam_2/00600.d113e8e0ac2d8d42f500f4faef61061b\r\n",
      "spam_2/00602.8b839b13833d7ca3abd6f6179ccc0286\r\n",
      "spam_2/00603.c76054a8ff1b75fb722602e567d2e7e1\r\n",
      "spam_2/00604.3dcf5f835dacff5d4a32a24eba31cbd2\r\n",
      "spam_2/00605.8a2e83e442d0052a2b2e9cff1ef0793c\r\n",
      "spam_2/00606.f078f6f48ae2e41f553882449f2aa613\r\n",
      "spam_2/00607.b5726a2ac74956ab9af0901379cdca5c\r\n",
      "spam_2/00608.bf7d77ef4f28552278f78a5aef71f0cf\r\n",
      "spam_2/00609.4dfe7912017772587dc62fecc3cf6553\r\n",
      "spam_2/00610.d78eda68ed03fa6890077bd4b805e16d\r\n",
      "spam_2/00611.58f9a1db64c83da2bfd3b1acf8d38338\r\n",
      "spam_2/00640.564b03520087bb4595384ae024ceb929\r\n",
      "spam_2/00613.047cf0bcc74950bd9e1eaf8d336c385c\r\n",
      "spam_2/00614.974cdf353242f9286fbcc34673d9f28a\r\n",
      "spam_2/00615.e47bff6118d4ff6d98581fa6f40ab871\r\n",
      "spam_2/00616.1e86f2d3478f10a3a413844bba74f450\r\n",
      "spam_2/00617.f2097d6448725c371fd5f4154184ad3c\r\n",
      "spam_2/00618.3407355607b3c336ddee20b1435abf01\r\n",
      "spam_2/00619.8b327d9ed6741fb05ac4a180a5f776c6\r\n",
      "spam_2/00620.488299bafd542cdfa1a1fb98f00e6441\r\n",
      "spam_2/00621.170007c3357c44b6a794ea3f6ee0ac73\r\n",
      "spam_2/00622.7c8edc50203f6a2dc87e97e9eefddce7\r\n",
      "spam_2/00623.f80874598b1a22fbaa5d979d14d8ca2e\r\n",
      "spam_2/00624.ac49070506c194c1fad5953ccd32731b\r\n",
      "spam_2/00625.e5b3f8bf55addb5884293af0826a7b33\r\n",
      "spam_2/00626.68be744b78b4378b5cbe8eb68f8a76e3\r\n",
      "spam_2/00627.4e9619c454da17a27d4a66c87583dd49\r\n",
      "spam_2/00628.c8b4109860178c05436e1e855ba2e9bf\r\n",
      "spam_2/00629.5feadfcb7530c08a54c98178600b2f70\r\n",
      "spam_2/00630.ece73cd5ba46bf19ac2ceb9d7e21cea1\r\n",
      "spam_2/00631.5b4f290bc474889ff457b314996553b1\r\n",
      "spam_2/00632.f90d0f620d4a4c4976e1c5884333f329\r\n",
      "spam_2/00633.60e6bd78b497893f8b33650bd1c2c0b0\r\n",
      "spam_2/00634.c37efb809c3c54c2d9661063e7b72f5b\r\n",
      "spam_2/00635.f144125beb9621e7a73d1a2eadce7e06\r\n",
      "spam_2/00636.ebef15c1828cb8d8bfc0e8b0ae5505c8\r\n",
      "spam_2/00637.29a22c81a2a36a70c4a9d9ec2c1a2844\r\n",
      "spam_2/00638.ae5006a001e88e8cd956b7a142e41984\r\n",
      "spam_2/00639.d528429f61fab2c81e093851be84a31d\r\n",
      "spam_2/00641.b3c1c440f7940c86ab5d1e4f9fa3518b\r\n",
      "spam_2/00724.edc5a3ce2ea91fedbf00aa0c30459a87\r\n",
      "spam_2/00642.f213f657ab630999a8d34c26060d79fc\r\n",
      "spam_2/00643.d177c04238b4299813b7d8cca9fb2f18\r\n",
      "spam_2/00644.0f0a6c387d64887571426d7e28367947\r\n",
      "spam_2/00645.dd7d8ec1eb687c5966c516b720fcc3d5\r\n",
      "spam_2/00646.c04903867557fb7a1fefb25c08cdc112\r\n",
      "spam_2/00647.b0b1e3fce3450265e0e307a459ec4da6\r\n",
      "spam_2/00648.fa4e260a3fadd4ddb60a9ce8c3d7dd36\r\n",
      "spam_2/00649.f2906445faa39d4fa49b944a6729eef9\r\n",
      "spam_2/00650.f2fae77b8a66055149c5b899e9815c2a\r\n",
      "spam_2/00651.91e7858a180e7fa136c544c56e525b60\r\n",
      "spam_2/00652.b8c5d053737017caa4c2d29c4e690573\r\n",
      "spam_2/00653.dcb006e0c0aaa7aa3e5bd7cb3d444f23\r\n",
      "spam_2/00654.65f25e01ad743dc13b1aaa366ffc6868\r\n",
      "spam_2/00655.db3781e31126e0d5dc09de092da8a2f0\r\n",
      "spam_2/00656.01241a0a9af570787841694e9781a5b6\r\n",
      "spam_2/00657.7e326e955029c898a6ddf27e3c79cdf0\r\n",
      "spam_2/00658.2324b3351e766248275bace98fd3c7b3\r\n",
      "spam_2/00659.668ba8daca71e86de0ee5e412b177015\r\n",
      "spam_2/00660.549ceaa9ca634dcdd5b6b86af193d3f1\r\n",
      "spam_2/00661.770f57d3856c84420410ee98751340f2\r\n",
      "spam_2/00662.58b714e07ae476b3d66fc7ff828a066e\r\n",
      "spam_2/00663.4baa9521293a04306b038be1f65d4471\r\n",
      "spam_2/00664.c4f198903588cdc4af385772bb580d90\r\n",
      "spam_2/00665.86f20f73c5ac6205b5b79f3877638ee5\r\n",
      "spam_2/00666.5461a90607998eba2c7d16b38b873ec1\r\n",
      "spam_2/00667.6bf743b1b5bdfe9340d438c0661e4bff\r\n",
      "spam_2/00668.a28b3329f4c8fe4b0761a214362ed3f9\r\n",
      "spam_2/00669.790cde659c7d18535eb46cfa4398458d\r\n",
      "spam_2/00670.a3175dd0b4a1e1a26822c5fee6d6837b\r\n",
      "spam_2/00671.2f0813fb11358b8355a6202a8e7082e8\r\n",
      "spam_2/00672.d6ee6301b06bfa5afedd54a1bdd08abe\r\n",
      "spam_2/00673.89b0df1a8a6e1a95c48f1f63e48648f4\r\n",
      "spam_2/00674.e67bea8d6a30cd45e1efc5bc5dbf8b57\r\n",
      "spam_2/00675.233738762477d382d3954e043f866842\r\n",
      "spam_2/00676.db7b2b22e127c1a69e369bc62f7fcedb\r\n",
      "spam_2/00677.e0d5d8da6dcaeba7ba6e2cff4569c72f\r\n",
      "spam_2/00678.7c54f6e0fac3e7d26a9513d2c60e2b98\r\n",
      "spam_2/00679.a0ad2b887acad77749720b6004a17f13\r\n",
      "spam_2/00680.e8df67f239cb166c5a8a78401eeeb1ba\r\n",
      "spam_2/00681.7a1b4ce11890cd701aaa16b22fc9bb38\r\n",
      "spam_2/00682.0160e510bf19faa60f78d415d4b9a3ee\r\n",
      "spam_2/00683.41038a20d4763e8042a811a03612bae4\r\n",
      "spam_2/00684.ac796b7588e9ca61a66ccbca7a90a796\r\n",
      "spam_2/00685.1371a47585f33a9b808d68b024c7101b\r\n",
      "spam_2/00686.6dfe6229007c1215d41277fa66f80e66\r\n",
      "spam_2/00687.52860b94e6aec19d0286673d705facfe\r\n",
      "spam_2/00688.9a0a9490593c7e2c9500d06bb9386819\r\n",
      "spam_2/00689.bc5bea61b7d13a69aba26169afe99d1e\r\n",
      "spam_2/00690.5dd358321ab2f5139ccf636223251d1f\r\n",
      "spam_2/00691.3fc62f976ac2502a426d132d165dde1c\r\n",
      "spam_2/00692.e886bd6ece727e1c1fdbae4dc4b60bb5\r\n",
      "spam_2/00693.6afadd2f5d9b7fd80f4e710589b4187c\r\n",
      "spam_2/00694.3aca5f2a3d0d2ccbc47ef868eb051abd\r\n",
      "spam_2/00695.f79afe1f94217d0a2e6f983caf011b49\r\n",
      "spam_2/00696.91e6adc3241e8ea45f9d9670ad74df0e\r\n",
      "spam_2/00697.2d221d167d2814a6a6bc7a74b65bcb0e\r\n",
      "spam_2/00698.d754f7a62c2f8ce3f331e59ee0978205\r\n",
      "spam_2/00699.46c52d8e3b9db13ea2e9816f1c919961\r\n",
      "spam_2/00700.e9dbef7f0ce0dadccc9050b5e3a5709b\r\n",
      "spam_2/00701.ea27d8eea96c7d361ea78613d0a3c481\r\n",
      "spam_2/00702.ac95bc3f1e8943dd03fc78bebc0925ac\r\n",
      "spam_2/00703.9fd09a1270c8dab92ec5802e917178aa\r\n",
      "spam_2/00704.30306e2e506ca198fe8dea2b3c11346a\r\n",
      "spam_2/00705.df125edb37f19c87784942c7b2b164a1\r\n",
      "spam_2/00706.5116018237368c3633823b2d24f8ac86\r\n",
      "spam_2/00707.c863801ca5be49e90ee68ab449ba5a84\r\n",
      "spam_2/00708.89f1f9108884517148fdbd744e18ec1e\r\n",
      "spam_2/00709.59ca382f87c5eacb934430e28cd98d98\r\n",
      "spam_2/00710.64d9eb4c4a7b8c33ebcdb279e0c96d05\r\n",
      "spam_2/00711.75e5cd5b1ad023e0b50175e4dc5c781e\r\n",
      "spam_2/00712.8c3eca8af0dc686116aa7ea07fe3fa8f\r\n",
      "spam_2/00713.8d1b1c5afc226377ec951564ad402b9c\r\n",
      "spam_2/00714.cd13d8db12cc1f661d6b2eb6fcbb5156\r\n",
      "spam_2/00715.ba1f144e98b423e35e3a61d464274732\r\n",
      "spam_2/00716.125a0992aa9fd11f5e7a8fa5a93a048e\r\n",
      "spam_2/00717.835c303709346693354e01b242ff22da\r\n",
      "spam_2/00718.2495a50c4eab3755f338b5fe589dd52d\r\n",
      "spam_2/00719.bf9933750646983c4ae5f98b6f06ec41\r\n",
      "spam_2/00720.da36f270fb9706505280338d9c22e80f\r\n",
      "spam_2/00721.09d243c9c4da88c5f517003d26196aaa\r\n",
      "spam_2/00722.1ec5e1f05520ad5119de960f77f965d1\r\n",
      "spam_2/00723.7d2f1e26ae8cbab862459e33db405be1\r\n",
      "spam_2/00737.af5f503fe444ae773bfeb4652d122349\r\n",
      "spam_2/00725.260c7aa4ae8ce594c0c671b2611d313d\r\n",
      "spam_2/00726.26fb8f2aeedad636c461a560247d4f46\r\n",
      "spam_2/00727.45ac8c0efbb22514a075b99e1c57422e\r\n",
      "spam_2/00728.6337ac1dd7bf9fa481c30c7cd01b496c\r\n",
      "spam_2/00729.b4b709ee7cb85908bdec0b050a11e518\r\n",
      "spam_2/00730.0082840b49157df044b094b1a0461063\r\n",
      "spam_2/00731.f62550b637d55a42158889ef47fcab7e\r\n",
      "spam_2/00732.bc344aaabb0aae7f3e1600f2d72c2232\r\n",
      "spam_2/00733.095d8b33e938efa091f1771c622986c9\r\n",
      "spam_2/00734.0c1975b8c2b17fd6c665827706f89eaf\r\n",
      "spam_2/00735.474fd4bc103225c72fd82d88bba48e56\r\n",
      "spam_2/00736.5bbe6ad663aa598a1b4a6d2d5f3ff0cc\r\n",
      "spam_2/00744.87dbfd6aeffb9dac274a89aa3df7e768\r\n",
      "spam_2/00738.10deb784a63c0bdc5e78b019720f3e9f\r\n",
      "spam_2/00739.150e80f7508e247fa15d43697e80ed30\r\n",
      "spam_2/00740.ce4777381c2bc6bee30bef6bd274233f\r\n",
      "spam_2/00741.00c61b5577b6fa232434c2ae62d52394\r\n",
      "spam_2/00742.2700b00dc2dcc121ee0a1322040de188\r\n",
      "spam_2/00743.7889a6b188891a33c088f3d29d48251a\r\n",
      "spam_2/01022.55c9eda45ef3de55b8c27c214a1fc305\r\n",
      "spam_2/00745.a0f2c78f1a75fe880532f0c432aa12d2\r\n",
      "spam_2/00746.f0fce8c4c17e53a0fe837a8c6cfe03c6\r\n",
      "spam_2/00747.801e88bae96047fb00593129ad02fdca\r\n",
      "spam_2/00748.2b1fcd8621caf857e9ec0b08555ae5db\r\n",
      "spam_2/00749.9887b1d7cb21083c777b0623cfdb02af\r\n",
      "spam_2/00750.dfc392478300e11189d61d29bed9cecc\r\n",
      "spam_2/00751.3158a29a29997cc16a69497399d90ca2\r\n",
      "spam_2/00752.c0892cd4ffff618e689dec28f2f4695e\r\n",
      "spam_2/00753.c3032ff8329006ec6b39b6c821185b1c\r\n",
      "spam_2/00754.9922dfbaee98abc6e1a3a00909a8d24e\r\n",
      "spam_2/00755.4280e5603d66801661cbd0fe0b33eec8\r\n",
      "spam_2/00756.b68f9bcfd782a01a2ece132eccdcbbe9\r\n",
      "spam_2/00757.c2da75286819a139e27438ca5c5ba762\r\n",
      "spam_2/00758.13f37fcfbc515a7f7de269852fb7b842\r\n",
      "spam_2/00759.23e678ecd735ad618ad151d311c81070\r\n",
      "spam_2/00760.254b8986f3d7b6cbda1cc7ce16860e6c\r\n",
      "spam_2/00761.00d729b279723c9ae9d8f09e171db301\r\n",
      "spam_2/00762.e31568dff471c947d42869ae2f8f0779\r\n",
      "spam_2/00763.868a503063713b62fd5325513ba29761\r\n",
      "spam_2/00764.d81e084a6940b58fa3deabed038a7b9e\r\n",
      "spam_2/00765.cfd85d27a812054ddd5ee1fc7d881557\r\n",
      "spam_2/00766.ff1f266127aebe1fd285b9a211f34723\r\n",
      "spam_2/00767.6dc9c38495942ab7a08e9317d14eb77e\r\n",
      "spam_2/00768.9900419b1120aac5256e7b1ba0de2b1f\r\n",
      "spam_2/00769.b4477686a6ab2b52370e3f671ce9a016\r\n",
      "spam_2/00770.d68f06d3996c8876e17a45b3ec3a89b5\r\n",
      "spam_2/00771.e33fd0de6b6c763a697a4fba307091d0\r\n",
      "spam_2/00772.deb64399accba9b54b5f10ae57c7bbb5\r\n",
      "spam_2/00773.1ef75674804a6206f957afddcb5ed0c1\r\n",
      "spam_2/00774.bb00990ae11efeabd677cc2935f2281f\r\n",
      "spam_2/00775.f83fab6722ac0be1f4231f8fb3845007\r\n",
      "spam_2/00776.22f3f3942932c3d3b6e254bcab9673d1\r\n",
      "spam_2/00777.284d3dc66b4f1bdedb5a5eba41d18d14\r\n",
      "spam_2/00778.90e72cda6e62435fc03e4d91bbf78ca9\r\n",
      "spam_2/00779.cfeedd9839de273525bae85b56ebf146\r\n",
      "spam_2/00780.9bba1736be4e930c0cb2dbc9e6cd1222\r\n",
      "spam_2/00781.8657bfadc87dd7fbcb174982f2c9d34e\r\n",
      "spam_2/00782.1a0cff70694be0ab6f02dbee8b5b482e\r\n",
      "spam_2/00783.a1d194b912e784ca6c4068b14791180f\r\n",
      "spam_2/00784.daac746f35f3bc27817777fa48673781\r\n",
      "spam_2/00785.262ba178488e58bbea695befb45b05e2\r\n",
      "spam_2/00786.9b3de440d6969c3b911fc3ece3e155d2\r\n",
      "spam_2/00787.6ac0d6fe5aa9e89ee18e98ed8a556895\r\n",
      "spam_2/00788.b98a23c07d59156d172683fc29b80661\r\n",
      "spam_2/00789.ffe4e3c5dc50f5a9ac33a653b5f8b566\r\n",
      "spam_2/00790.365798c56fbfc98b2c8e4cbce0417999\r\n",
      "spam_2/00791.68d57323ce71a6f706248a709363e9a8\r\n",
      "spam_2/00792.7889a6082d13a885efadbd5c3576e15a\r\n",
      "spam_2/00793.f081690dc64c0e3bbe8c7198e9caaffc\r\n",
      "spam_2/00794.5e45ec5eb133c2c960f54bf7e4822f77\r\n",
      "spam_2/00795.61fe820f7755e4b4e66e715ea667b338\r\n",
      "spam_2/00796.1f29c490fd2bd8581d19e3e193978a3d\r\n",
      "spam_2/00797.de032e70954eb1194f15870abc0f01a4\r\n",
      "spam_2/00798.f4f637b8f59ad0e9f154f137b64dd5bf\r\n",
      "spam_2/00799.23a850930770d537479280490fa6a412\r\n",
      "spam_2/00800.770c5025e1f05a52d805d04cbc74252f\r\n",
      "spam_2/00801.00fc164b0d3eabfded6c0dc24050dbb1\r\n",
      "spam_2/00802.0812cab595172a326e8808357b98fcc5\r\n",
      "spam_2/00803.2090e821380533ec5541d61fdbdac8e8\r\n",
      "spam_2/00804.57b0c0216c40c2b3bb2743a8cb05f2d6\r\n",
      "spam_2/00805.af972b92b6ba79eb4d44ff76835ebd89\r\n",
      "spam_2/00806.0595ba2c9bfae214645880fe39e17f4e\r\n",
      "spam_2/00807.8abdd26ba778758f5e46b84a54ac62f4\r\n",
      "spam_2/00808.c072069806eb82f9aaf8d21d39789ea6\r\n",
      "spam_2/00809.b657c1ead5a2b2307e3a887b19b9ce91\r\n",
      "spam_2/00810.bceaa748f9cee012c466212d8a608acf\r\n",
      "spam_2/00811.1a510ce29a20ec57048d6b29d0056d57\r\n",
      "spam_2/00812.275141f8033735b80bdca7c9dcabc8ad\r\n",
      "spam_2/00813.33bf420f192b90e27c45d3053ecbc6d4\r\n",
      "spam_2/00814.6b37fa2239e8c84e2237c4b156e16d81\r\n",
      "spam_2/00815.a94675622ac65f9a21ab1b83cc869ee6\r\n",
      "spam_2/00816.a4d225bcdd61ba45407b9617397c82c0\r\n",
      "spam_2/00817.446795af3e79a13e7c3aa784573bcaa0\r\n",
      "spam_2/00818.3939063d91d49a0c8e7d01efb2fb95a1\r\n",
      "spam_2/00819.00de24076c1599b80c13f1e028094b6c\r\n",
      "spam_2/00820.bc04797ff065e0ddf83cf6f61697f4fe\r\n",
      "spam_2/00821.b64c27e913e301f038ebfaa433f16f35\r\n",
      "spam_2/00822.582f541f39bb9e92cb1262875d3a9fca\r\n",
      "spam_2/00823.3d9f1b6009bf0700ee956641cc6077a4\r\n",
      "spam_2/00824.eec96f74d95afedbe574498808d29395\r\n",
      "spam_2/00825.decb3677f0081756d55f12d70b59a4e4\r\n",
      "spam_2/00826.01ebf3d0e89c1cec3528f9c0950b63d1\r\n",
      "spam_2/00827.99370713a3e1c24d8b74d499040928b3\r\n",
      "spam_2/00828.530a94ab225feb3c5e5a559f51f6eea2\r\n",
      "spam_2/00829.afe2abb0aa5184c633944ac2859f10c9\r\n",
      "spam_2/00830.079ed7d24f78024e023b82417a6fe2ca\r\n",
      "spam_2/00831.630c53b642a54592bd4fb097ba4e88b0\r\n",
      "spam_2/00832.0d3ac1ac07d86394e068a3b84782ca4c\r\n",
      "spam_2/00833.7af1bc506099884c6171be0d846cc292\r\n",
      "spam_2/00834.34db0196aab30fd0883426467c18ed5c\r\n",
      "spam_2/00835.a6e29a3e3680377daea929a8ce0b0814\r\n",
      "spam_2/00836.2de57b8c930cb4970fbc646ed4c857e8\r\n",
      "spam_2/00837.cd8b2390b71566631221ad3660b835e9\r\n",
      "spam_2/00838.a9f6a5bc71c83bd73764f3945b5b9074\r\n",
      "spam_2/00839.35a9240a97695fd8ef777c6a1ccd3b18\r\n",
      "spam_2/00840.819e7f38c3eced79f5e956fd95103957\r\n",
      "spam_2/00841.1daced0eafff035e9fb8aa9f58e6bcce\r\n",
      "spam_2/00842.bd26298437dec2f1d09fd757afbcb13f\r\n",
      "spam_2/00843.92ef4b70e051724249f825731dfc456a\r\n",
      "spam_2/00844.83d47c6cf6ac8af6fbb171cf4fa6b109\r\n",
      "spam_2/00845.50e08b3f38d440f61b858415e012a9bb\r\n",
      "spam_2/00846.ed1959ae9b519ac6b944875b47497731\r\n",
      "spam_2/00847.66519123491302ba0e634d5c69644e3d\r\n",
      "spam_2/00848.1fe2e3c6535ebd22e457a3de8e5508b9\r\n",
      "spam_2/00849.a1bd18d80b0531de33b9e83cd14f79f2\r\n",
      "spam_2/00850.f57827e297da1c01fe028cfc01e20361\r\n",
      "spam_2/00851.dc5452f80ba0bb8481dfc48f70380c4d\r\n",
      "spam_2/00852.82d02cfb0bf0d41ac2884dcf11efd224\r\n",
      "spam_2/00853.ee1fe2f2d16e8b27be79a670b8597252\r\n",
      "spam_2/00854.67c918e6654e70a0ed955afdf1ad81ed\r\n",
      "spam_2/00855.0d1b1b55419a3c35f19b7c35ea9a46b7\r\n",
      "spam_2/00856.fae2faa8ad9dffc157f5f17e5be0f057\r\n",
      "spam_2/00857.fa8ec422479af911a9a9f69c39b7a96f\r\n",
      "spam_2/00858.86651f55da5fa60fa633876354e0aead\r\n",
      "spam_2/00859.9d4f4626b7bcd9d24e20667bf0f22b24\r\n",
      "spam_2/00860.f1651a6a5f33bafe34e23afeacf85eb1\r\n",
      "spam_2/00861.e8b94fc9514d2d2cbb541b01e2dda726\r\n",
      "spam_2/00862.d930739c4303f999fe161ddb0e14f4a5\r\n",
      "spam_2/00863.21d7abedcd9baef5741247adc3b50717\r\n",
      "spam_2/00864.26b74488b46463e16a5fa0f521786a48\r\n",
      "spam_2/00865.5021e39ed3259477237997ff88595997\r\n",
      "spam_2/00866.75636e43a97c4a778325383ae5bb3e6e\r\n",
      "spam_2/00867.837631a8172cf448af7e15d4bedba95e\r\n",
      "spam_2/00868.76cd0137b596a4e0c0e3ae3e416479aa\r\n",
      "spam_2/00869.f81e5e18fca8debeb53ec8581e902987\r\n",
      "spam_2/00870.ecbb85c7b91446c971762de0b9735b4d\r\n",
      "spam_2/00871.48d32184662134852f20566c47c217f2\r\n",
      "spam_2/00872.f50d5fd1a37e535e0a0adb223ef40f36\r\n",
      "spam_2/00873.9aafc086e6f619ccaaed6b3ddb68b013\r\n",
      "spam_2/00874.5a8822c0bc7366b22f3c99c0e6dd058a\r\n",
      "spam_2/00875.535ae4621326594a8c9edbc33c06b408\r\n",
      "spam_2/00876.f61ec69c2872eb398ba3860a13a17b15\r\n",
      "spam_2/00877.98d4bfaa6f6c0a303d80544b39d7dc66\r\n",
      "spam_2/00878.47676ab279418e3e1ef3f5948eda4f66\r\n",
      "spam_2/00879.ef1461ca38091f6d494c58d09b0627f0\r\n",
      "spam_2/00880.f1a18307c9d2a5ccf7a7a2318bdb0509\r\n",
      "spam_2/00881.ec61388b6f9f09b285950e2f11aec158\r\n",
      "spam_2/00882.28bbc4ccfb80f32d4fe7df3ab77afb41\r\n",
      "spam_2/00883.a154f7c7619d620a00deb7da892ca4ce\r\n",
      "spam_2/00884.2fef7c7ca7dc3fadaa84d7bbfddd6324\r\n",
      "spam_2/00885.6f8bc5aec58114e2d8ae91f3d1b464fc\r\n",
      "spam_2/00886.9bd2063c3d984a66958a6195ffb97849\r\n",
      "spam_2/00887.7a8cc64a563c42af29184459e6c1a97f\r\n",
      "spam_2/00888.6219edfbe560d4320b9d2e87fe92b639\r\n",
      "spam_2/00889.272969152a8ce2d6ece155571e862683\r\n",
      "spam_2/00890.3996b985f81cb29cba9dfda9844c47e2\r\n",
      "spam_2/00891.730d12d96dcfa7812a51d12d9a3b6a1c\r\n",
      "spam_2/00892.98aff9f92339cedef0ce0b9bade2765f\r\n",
      "spam_2/00893.89d5fc38f24e7e2241888c19ec260994\r\n",
      "spam_2/00894.f54f07418fc8e677fe0fe5ac60a251ab\r\n",
      "spam_2/00895.d7895e10504f34149655062fe20d5174\r\n",
      "spam_2/00896.c6f6a4e29a114b9d7d5751e4292520de\r\n",
      "spam_2/00897.b95ab214fa940540786f7bb4284b275d\r\n",
      "spam_2/00898.8b3fe8deaa79f08133be78fc63e726c9\r\n",
      "spam_2/00899.957a4f3be27468470183f978db53c753\r\n",
      "spam_2/00900.a5f6355af8a1891e683898c5b549e565\r\n",
      "spam_2/00901.95250e8c5c190d1b0320b9e6fe0f5a82\r\n",
      "spam_2/00902.5cf0d5b3c8c28418fd5aac308db88a47\r\n",
      "spam_2/00903.1b151e48aafed20229a1880c1d558992\r\n",
      "spam_2/00904.8f93ecb6172ee1feba7b4248c48b9ef5\r\n",
      "spam_2/00905.8dcb590481d3e3c04d03506100c59497\r\n",
      "spam_2/00906.bd0b0986deaf717b1f1a689fd950b97c\r\n",
      "spam_2/00907.74983d9d0d6ee3c681a48cf893f123b5\r\n",
      "spam_2/00908.718f913e615b66df1c33cfb0af8e8885\r\n",
      "spam_2/00909.be44baf9966a96b2154b207cc56fe558\r\n",
      "spam_2/00910.49da3099938f292733872f1e59c8c460\r\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "spam_2/00911.4332049ae6031c5a39ecefdc807961a4\r\n",
      "spam_2/00912.8432b3cd988d1ee656321730ce7ca056\r\n",
      "spam_2/00913.2c4aa5dfdd0ecb0331c674b73f40e924\r\n",
      "spam_2/00914.b4f1e9f517f85e68f8326f3a1525ebc2\r\n",
      "spam_2/00915.2f47eee6061e3c631bd51649050b6b02\r\n",
      "spam_2/00916.018fdcfbee3a549dc675f169a1243e16\r\n",
      "spam_2/00917.8b2f6c25f3f70a6ef94d5f7f9a505c90\r\n",
      "spam_2/00918.5674181d00a5130b030a6621ccec0819\r\n",
      "spam_2/00919.0b677a6b8d8bff153989d1708850f985\r\n",
      "spam_2/00920.1534b1c21a196693709357a2a93cacdd\r\n",
      "spam_2/00921.548fb6dd2244c2fe87079df9652ddc2c\r\n",
      "spam_2/00922.06a743f9aa0c1d27703342dac65a308b\r\n",
      "spam_2/00923.5b3a8bf0da33c8902281667d57657cb3\r\n",
      "spam_2/00924.3b34d4e598f24957151e368efcfb069b\r\n",
      "spam_2/00925.6ba2770acb214c661a26e54b4d03c119\r\n",
      "spam_2/00926.c6a5ef577e62317b785c4511b7f5c94e\r\n",
      "spam_2/00927.9505a4791424d2a96af8d75baeaa7f58\r\n",
      "spam_2/00928.eb16be370343cac1476fcde9bf0a1f32\r\n",
      "spam_2/00929.008a60368b7623f11c7bb95826eb7366\r\n",
      "spam_2/00930.4e807b43e671cf853ff61ec4bef6233d\r\n",
      "spam_2/00931.7b2a622b02577c92587db22228e6e180\r\n",
      "spam_2/00932.346c06844805110e9433969f38effc2a\r\n",
      "spam_2/00933.751d91a92c5f2a40baf68615e49b3fc2\r\n",
      "spam_2/00934.b37514ad4dc0c555779c813c1ce49e21\r\n",
      "spam_2/00935.64a85d481bc17b3b61da7861f9a4d0a3\r\n",
      "spam_2/00936.1f06517cffff4360820ff6012b392b93\r\n",
      "spam_2/00937.ab1a356a481bf9a59d00fd39d309e33f\r\n",
      "spam_2/00938.cdac5333fc78f7128fd8f2905fe4b89b\r\n",
      "spam_2/00939.8d335bc76836e51b449de9f6b38aa0f8\r\n",
      "spam_2/00940.33bee147237876bc1f28b1bf21b586a0\r\n",
      "spam_2/00941.3ad67a2e6c3bc19d2187dd5a98e05c9d\r\n",
      "spam_2/00942.657397d701fe92368dd144bec09d7812\r\n",
      "spam_2/00943.41b19a950ac03c2df9e33ab75ad595d1\r\n",
      "spam_2/00944.fbc64dd9cbcbc201d82256821978f318\r\n",
      "spam_2/00945.cd333ea4e3a619e54e63e621e56b324a\r\n",
      "spam_2/00946.b2d8cc12ec881dc3ad32998e292ad772\r\n",
      "spam_2/00947.e4d80402e902f1ea42cfc539bb279afd\r\n",
      "spam_2/00948.674250d39ae9ea6d1c054fd6f7b52cee\r\n",
      "spam_2/00949.690398fb3aa163317614dc81757c23ef\r\n",
      "spam_2/00950.e81e3e0c71ce03c260550662a5e740c3\r\n",
      "spam_2/00951.f7044a1b178dc3dcff44932f840b8805\r\n",
      "spam_2/00952.1a3c371c56be9de3bfb258b93af71649\r\n",
      "spam_2/00953.906b4905eb02cfb9a093162f3c143252\r\n",
      "spam_2/00954.f92e3e1383d3882a4287fb8d6a1b1eb0\r\n",
      "spam_2/00955.0e418cf2dca0e0ac90fcaf35f5cedbc3\r\n",
      "spam_2/00956.bd15831ffe9661a5395b8ec491a4fed2\r\n",
      "spam_2/00957.ffe295aaf7f9759344cc8736461cf238\r\n",
      "spam_2/00958.c624269d8005dce3d754defab3a3d691\r\n",
      "spam_2/00959.016c91a5c76f15d7f67b01a24645b624\r\n",
      "spam_2/00960.ae114c0b717c866b821efe032780a8e5\r\n",
      "spam_2/00961.906824c03316794c12a95717d0b817e7\r\n",
      "spam_2/00962.452e4bd0724bf1139c9bc4eb9ec0fe43\r\n",
      "spam_2/00963.fa300a7faa192b0315a2b2122a97953d\r\n",
      "spam_2/00964.59eef46bf356dffc1102aba1dc34f4ca\r\n",
      "spam_2/00965.2003cb62905ba569e7599826ed228c94\r\n",
      "spam_2/00966.570877c2104eb9779a27bec3f18c7ee3\r\n",
      "spam_2/00967.8098170f3b629df0fc0b8324445929c2\r\n",
      "spam_2/00968.d86fe0eb3bc78b724306380b63f82073\r\n",
      "spam_2/00969.636d340655d05418edc2d1cd2ca05b72\r\n",
      "spam_2/00970.4166b8fab10bbf38aa782c311a70ee6b\r\n",
      "spam_2/00971.6d8acd89e1b2e699acc6a3443c6d2d6d\r\n",
      "spam_2/00972.5290463cd76d76c7dc9e2d2fb88cb8d1\r\n",
      "spam_2/00973.ca8a425093e9994271e922f4d60f775c\r\n",
      "spam_2/00974.307336f4e396d31c49a3d19a56029420\r\n",
      "spam_2/00975.5e2e7c9d8b2c04929ff41e010163e5e8\r\n",
      "spam_2/00976.82ecfa404e2e597e113dc0278c5861c2\r\n",
      "spam_2/00977.6b7587a392363b73c8312b72b4972c24\r\n",
      "spam_2/00978.707d7b7ae170aebe3d5b0fd28c55114e\r\n",
      "spam_2/00979.1ddb1d789492c2b6d6a5f1257d927088\r\n",
      "spam_2/00980.39382e3a94065f3f8c709e874d8f3827\r\n",
      "spam_2/00981.341055ba05d9538a59e3533422bfd212\r\n",
      "spam_2/00982.2bd2b529b2df97e4e6c47edc6a272115\r\n",
      "spam_2/00983.753f8ed9cf897cce13c3d5358f2d77d4\r\n",
      "spam_2/00984.9521bd4c46b37f795efb665266cf5ab5\r\n",
      "spam_2/00985.13d06699ecd95078655fa3d24e3b6d03\r\n",
      "spam_2/00986.d5cdaddf809832f37d3d0ecd2ea781ff\r\n",
      "spam_2/00987.8484b70619c4be1cc4afed570490de26\r\n",
      "spam_2/00988.464959d4fcdd919a51e6220a909eb41c\r\n",
      "spam_2/00989.fc0fb4f524ee3a0879d74b0034cd7398\r\n",
      "spam_2/00990.e0282a91be0479aeadc4ee580bf21ded\r\n",
      "spam_2/00991.640530b39770c84b4f79c4b26bb47cbd\r\n",
      "spam_2/00992.7ea3c8959f6bc59e6f64fa7822aae1b5\r\n",
      "spam_2/00993.32d00ccd0a831830838667fed1371d5f\r\n",
      "spam_2/00994.228b5746d5f0e44e436fbc0203b3c67a\r\n",
      "spam_2/00995.694aa424a2433d32b9e4997edeeed9b2\r\n",
      "spam_2/00996.cf51353ead421aa3c419ad3d42eb9f7f\r\n",
      "spam_2/00997.1af0dbebf63194440c102044a04ee752\r\n",
      "spam_2/00998.92da52a65a4d039a6b9c02b0d65a1bbf\r\n",
      "spam_2/00999.f46c3f4b40ebbd0cf2752066c9372ecc\r\n",
      "spam_2/01000.a6f26937625654510b0e5442d24f0e46\r\n",
      "spam_2/01001.742869a142437dc82db21228edcaff32\r\n",
      "spam_2/01002.406c1c709e49cb740f0ce36ebf2d5c78\r\n",
      "spam_2/01003.d15cfb579697f595c4aff7197433cd72\r\n",
      "spam_2/01004.f3ce5cdf52dbe7ed22354f1ab95376d6\r\n",
      "spam_2/01005.57464e29367579f95dd487c9b15eb196\r\n",
      "spam_2/01006.51548cae04a891d900aa5be21c121548\r\n",
      "spam_2/01007.255b826a1098e8b7d603c7dcf79f3fba\r\n",
      "spam_2/01008.5e932696d8f33950af53eb9461a014a2\r\n",
      "spam_2/01009.546dc7364ebc4365ba70ee9d9618ad8e\r\n",
      "spam_2/01010.584ca28025d60d58521b4dd453125431\r\n",
      "spam_2/01011.d4812088cad8553fb214dab8003add9b\r\n",
      "spam_2/01012.47b3508146cb115f6e00802d03c8df81\r\n",
      "spam_2/01013.c6cf4f54eda63230389baccc02702034\r\n",
      "spam_2/01014.98c1d0a70f88efb979d9ca65e945363e\r\n",
      "spam_2/01015.814d23a39e0a68a8706ef9b1ce2c7791\r\n",
      "spam_2/01016.ac6ce255291deba2f46cdd8ddba3ea01\r\n",
      "spam_2/01017.11a80131a2ae31ad0a9969189de3c2bb\r\n",
      "spam_2/01018.3954fb1ddf16896826a0c03270587195\r\n",
      "spam_2/01019.994b153571324a2adad60a129c65546a\r\n",
      "spam_2/01020.291c3b0685eedf6178cc323bb8e2ce55\r\n",
      "spam_2/01021.8e30e6b936bfbdc8528c50d4a3ca378c\r\n",
      "spam_2/01106.37f316c0f77e739cb5fe0e37aaea2046\r\n",
      "spam_2/01023.1f96236c94e92482c058e950ccd7a590\r\n",
      "spam_2/01024.5b32720b2ad57ee16bd959a5cf58f575\r\n",
      "spam_2/01025.936514974d8ee8794cf80e3effea92c7\r\n",
      "spam_2/01026.dffc6a0b029914be9fc6ef23570dad14\r\n",
      "spam_2/01027.e7f8a2bbbe9c2dd13e142c49cc87a6c9\r\n",
      "spam_2/01028.e52964252ea2dd1e08251f83c76db32e\r\n",
      "spam_2/01029.d08161f9c60d767804dd9b5148a82025\r\n",
      "spam_2/01030.2f9d18088877f028b4ebcb3961e76354\r\n",
      "spam_2/01031.f8f0ee32c41a34cb5e4744d18d3ed76e\r\n",
      "spam_2/01032.99fb105a98e0192bfc987bd3c31f6672\r\n",
      "spam_2/01033.2af876341f85de2a7f501b8dd0248cd6\r\n",
      "spam_2/01034.925db77dafa8bdaae1cb31e2ed3b05a4\r\n",
      "spam_2/01035.9fc118cfb7ee6b9d5fc08fa324f57827\r\n",
      "spam_2/01036.87c1f0b55cb48bd36c8863cf700cd485\r\n",
      "spam_2/01037.3512597a838a3eaf3149924386ef9fd3\r\n",
      "spam_2/01038.95ce9be665025f2ab826870d509337c6\r\n",
      "spam_2/01039.40b21f41dcf48f380729c22cd2a62122\r\n",
      "spam_2/01040.24856bbcaedd4d7b28eae47d8f89a62f\r\n",
      "spam_2/01041.1ece6e061e80e648c8156d52decd0610\r\n",
      "spam_2/01042.7b53680639a0b4ec9e333ce3046b6af4\r\n",
      "spam_2/01043.0c5ba977fb678deeff6b841772e76c86\r\n",
      "spam_2/01044.dfd13c2800168c897a2c7056f6e6e2ce\r\n",
      "spam_2/01045.21a9ee890753696f026212b3d25f28e6\r\n",
      "spam_2/01046.00df3a73895dd0f6a8f22434141257f6\r\n",
      "spam_2/01047.2e01ca2cd13baa8ba6fe1429f39f85de\r\n",
      "spam_2/01048.a8581a98e46532472fe74772b6e3477a\r\n",
      "spam_2/01049.621d66148b023203d9010ee5df12ddd1\r\n",
      "spam_2/01050.f18a04fd3f7cf3e60483c3420bff5417\r\n",
      "spam_2/01051.a87f28b7d023a840cb54ed7aa5f4e19b\r\n",
      "spam_2/01052.223738f00502f5dd7f86dd559af8f795\r\n",
      "spam_2/01053.2ec9e69df620c85e3c7c6f61ce199a3c\r\n",
      "spam_2/01054.3b393992b2d9b3c2209719e6ac83da11\r\n",
      "spam_2/01055.6235123a9b08a94a2262000419edd68a\r\n",
      "spam_2/01056.c7e5574c3a036313b160b31234e7d81e\r\n",
      "spam_2/01057.b3913dec24f1b61e2ff45e30cdbb8fcd\r\n",
      "spam_2/01058.c5bf6182a887f342973383823dd22d0c\r\n",
      "spam_2/01059.3bb25dd5704c3e29081ef39c7cb0a200\r\n",
      "spam_2/01060.d72413ea3af9e1c5530a3570e0bb517e\r\n",
      "spam_2/01061.6200efa97d5fecf255e3849dde7a3701\r\n",
      "spam_2/01062.c35ba7728139dda6e85342e9e8cb2eaa\r\n",
      "spam_2/01063.e0318e91412291f881f315287050abe4\r\n",
      "spam_2/01064.50715ffeb13446500895836b77fcee09\r\n",
      "spam_2/01065.9ecef01b01ca912fa35453196b4dae4c\r\n",
      "spam_2/01066.478a604e348bea75b5eaaf3ef47ab526\r\n",
      "spam_2/01067.cbfadba14efd2125f98bf8ae03c68f68\r\n",
      "spam_2/01068.c9e00ffce33545a1d87512a1a854e104\r\n",
      "spam_2/01069.a8cdf944083398c026db401b13908ef9\r\n",
      "spam_2/01070.a291bc8d0cf917e3139a9caca2759cdc\r\n",
      "spam_2/01071.d9be48eb5a3359dd72dd7d0e9627fff3\r\n",
      "spam_2/01072.ac604802c74de2ebc445efc827299b96\r\n",
      "spam_2/01073.bfc8a301fd274efde213c0249d5a85b7\r\n",
      "spam_2/01074.d22922a762aea4d5a5aa2615e144585a\r\n",
      "spam_2/01075.07ee7f1ab5ad6659c47baa5ef3691a80\r\n",
      "spam_2/01076.7f524e1d3f1523e22d754ce5d4a27ae6\r\n",
      "spam_2/01077.526ad4ce12f3ef73a4b4eae0f211e2c9\r\n",
      "spam_2/01078.58e6f465de71680b96d9d750b7200a59\r\n",
      "spam_2/01079.9eb95fd88f3d9d551f8c64359470ae7e\r\n",
      "spam_2/01080.d8ed30c7817d6b4b3b6ce947f31cc8d4\r\n",
      "spam_2/01081.1107d4183b8f5e41d7a31ac4ef4435ca\r\n",
      "spam_2/01082.9f69cd26a420837850841e71d6147a57\r\n",
      "spam_2/01083.a6b3c50be5abf782b585995d2c11176b\r\n",
      "spam_2/01084.c0005822ea0294c6eb9143276b93eb41\r\n",
      "spam_2/01085.0deb0d9335e8db6cbf1021ae3c62198c\r\n",
      "spam_2/01086.158c29f51d36d79ababf4377b5b3f1d2\r\n",
      "spam_2/01087.1e2be9287da9292b2553aaceaab8900b\r\n",
      "spam_2/01088.9e2ddb068a1c044b31f2285a9009f15d\r\n",
      "spam_2/01089.b5c513eca6f77a1dcd75d69d5974c583\r\n",
      "spam_2/01090.f77045f7bebb48fae60c50d056c09fcd\r\n",
      "spam_2/01091.47ee797e486dba9a3c15536dc379b2e5\r\n",
      "spam_2/01092.7a97a1db89c8b78df9cb59aa0d0b1fb4\r\n",
      "spam_2/01093.58b9c5035d2291301ff2d0e9c36b0670\r\n",
      "spam_2/01094.91779ec04e5e6b27e84297c28fc7369f\r\n",
      "spam_2/01095.520dcad6e0ebb4d30222292f51ee76ab\r\n",
      "spam_2/01096.ccf870cba7e6618b610f8a2f2c2f08f6\r\n",
      "spam_2/01097.98d732b93866d13b0c13589ae2acc383\r\n",
      "spam_2/01098.4ea844b47fbe9b09a9cb7bbdb96ed3dc\r\n",
      "spam_2/01099.f33c6cb5a233f19e1dc1956871c50681\r\n",
      "spam_2/01100.3db9aa127f49e790a5f2765a8f9724f2\r\n",
      "spam_2/01101.6be2b8888ba7eda6f05de43c4c2cf152\r\n",
      "spam_2/01102.823fb9065f0dadccb76633810487a19c\r\n",
      "spam_2/01103.1ad34526adee0adab5a8cda98d3f2182\r\n",
      "spam_2/01104.ec267abf01fe81c42dc90dfd16c930bc\r\n",
      "spam_2/01105.2582a4afba9b0b06bed5d48e3e8b29df\r\n",
      "spam_2/01107.5b3ad5e88347b08967ec627b815f2fc3\r\n",
      "spam_2/01264.52c303d4e65ae6c83bedb1dc8db0d0c7\r\n",
      "spam_2/01108.0a4bf099b98c488b65e8d6ca685d6867\r\n",
      "spam_2/01109.88a5be2e14a78393b1495d355995a122\r\n",
      "spam_2/01110.0ca5bbd9e775a3c44ff965f301feaae2\r\n",
      "spam_2/01111.75bdbd4d859574b9e095f9f7b81ed106\r\n",
      "spam_2/01112.ded20e59cd4ac9ad9607ce6cfe268ecc\r\n",
      "spam_2/01113.75ded32e6beb52dec1b6007dc86b47bb\r\n",
      "spam_2/01114.1499922e828350a4f6076ef4a0de3ec5\r\n",
      "spam_2/01115.bd63b2430d4bebf2a49a6caef0ee3974\r\n",
      "spam_2/01116.3aab7bf5532577432137e263d3674a9a\r\n",
      "spam_2/01117.c018f3f0f9df7fe31cce608189589fd6\r\n",
      "spam_2/01118.db60fc08987ac4bdaf96ab4e1c83eafe\r\n",
      "spam_2/01119.343c5318a6ef39de4aea0f081009f391\r\n",
      "spam_2/01120.853b87a34ab28efd22d9851702b2f9c5\r\n",
      "spam_2/01121.4dda94a3a06563e7f5e3fa659cf5519a\r\n",
      "spam_2/01122.af6891fafb13c4cc39dab9a4a85449fd\r\n",
      "spam_2/01123.91470734d764b1bdfb671a7d3b0d7ffa\r\n",
      "spam_2/01124.978b767962c91cc5c173cc4044b4658a\r\n",
      "spam_2/01125.46ca779f86e1dd0a03c3ffc67b57f55e\r\n",
      "spam_2/01126.885594cda2fc4ae620bea1ea8ceee585\r\n",
      "spam_2/01127.5b6f6b674dc0dd99f225bee3d7b32e9e\r\n",
      "spam_2/01128.b5c07ad0588fd8c87443755fba93d71b\r\n",
      "spam_2/01129.c03bff072108e33b6f5d1c3858c940f4\r\n",
      "spam_2/01130.f286229e3c2eeb5c682204de85d903c0\r\n",
      "spam_2/01131.c9bb07673bf9f048916cd2b9b1813724\r\n",
      "spam_2/01132.3d0e60ced92087634f1433f12810096d\r\n",
      "spam_2/01133.facfc10e99d36c8da8e62f27aa065aa2\r\n",
      "spam_2/01134.b81ac3ffcbb28b809a471f521d15f14d\r\n",
      "spam_2/01135.0a652f28eb7e06830ca75be5d2f41eaa\r\n",
      "spam_2/01136.c83cd4b22c068706900cdf339553caff\r\n",
      "spam_2/01137.7c5ed50fcc83a610928b75e158ca5554\r\n",
      "spam_2/01138.21608a055666b8a00c1945bb2a740190\r\n",
      "spam_2/01139.ff436c8a190e4424c602ef5c78402c06\r\n",
      "spam_2/01140.c37701901dbb63bc34e8db544f431557\r\n",
      "spam_2/01141.9771b6eb9a19ad26816825c9d190831d\r\n",
      "spam_2/01142.1d5b741cdc5cb3c026d678a4c8f613d6\r\n",
      "spam_2/01143.b92dc050e0b748b5e7c9f1cf1b469306\r\n",
      "spam_2/01144.94d2d4f5dfefab34c1370aec38d470eb\r\n",
      "spam_2/01145.a34477ade6db9376e4f8ccbfa8607881\r\n",
      "spam_2/01146.f8a114b8bf65962ec02a1bcc2241e5d7\r\n",
      "spam_2/01147.50120ae9e4f1745bf7a4178b52cd95ca\r\n",
      "spam_2/01148.895a24adac0c121c15735c34fed5c7c4\r\n",
      "spam_2/01149.9d2ea1122caa150f5c5c98ac98fd9408\r\n",
      "spam_2/01150.c429b55e3a5834c74d18f9b0bfc968cd\r\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "spam_2/01151.e295c81d698d58f43f17bde22076cbef\r\n",
      "spam_2/01152.3cd924b7f65e2085150c613cfe2b8c42\r\n",
      "spam_2/01153.423d8f8120ab7fa0946c45a60a44c059\r\n",
      "spam_2/01154.dc96d527593e053228ad2b9111e8ad36\r\n",
      "spam_2/01155.e8634e51df914973d548076958ed90b2\r\n",
      "spam_2/01156.5a3a6bdccf5df42348f22cada73a1b12\r\n",
      "spam_2/01157.0b96d63f8b171b5b5f8a872029371480\r\n",
      "spam_2/01158.5acbdb7eb695f96c08d960a56058481d\r\n",
      "spam_2/01159.ff9629cf51f03cb35075a51950e73a4d\r\n",
      "spam_2/01160.13829f56f0b8eb2d461ad8602a94a80e\r\n",
      "spam_2/01161.174f2cb358ca3f08f4308f87ca64842f\r\n",
      "spam_2/01162.560591cd20305a373803c3e291e910a5\r\n",
      "spam_2/01163.1c25ecdd147c3f4eef84b13fa6061c9b\r\n",
      "spam_2/01164.55202a4234914b20004dc7f9264313e5\r\n",
      "spam_2/01165.8c661bf07a1a7a5fe8a9efc2439d17a1\r\n",
      "spam_2/01166.f0c4605d98cf51b7eeb81bb6072fee3d\r\n",
      "spam_2/01167.2ac57a0189fa2b8713202b84e587b707\r\n",
      "spam_2/01168.c4a3b7ac6d07798d651af84ea5d9b360\r\n",
      "spam_2/01169.4e5cf6c3e8863047dbba1bfca2ebab97\r\n",
      "spam_2/01170.0f6cbb8149f3e19d1b3054960e2cceb5\r\n",
      "spam_2/01171.c91e65355a41f43a34bd39be31bd1626\r\n",
      "spam_2/01172.cc7a00858cafd43ad994a3f1a42a5434\r\n",
      "spam_2/01173.e0da19fcbb5649aa5104320ce38c6906\r\n",
      "spam_2/01174.701ed2374fd181a0a63c8bfbc52a911c\r\n",
      "spam_2/01175.345310fe11adb25711a3f95d1c88aa5c\r\n",
      "spam_2/01176.36afa20e4f8dd2246da63c3b23129305\r\n",
      "spam_2/01177.e6db3bae11ac87679c7f241a2c19b4c7\r\n",
      "spam_2/01178.3a000edf71d5d6d61c31e94e12cbd21e\r\n",
      "spam_2/01179.6ee962bd413cb11865cd06c4be725c5e\r\n",
      "spam_2/01180.e8f2a113a0c6e413929162543819aa11\r\n",
      "spam_2/01181.9f4734afdec4aae228d20e63649253a1\r\n",
      "spam_2/01182.209dbb3bedae1ecd5ed23fb03049244e\r\n",
      "spam_2/01183.1686c7ca72908096192dc3ebcde515d9\r\n",
      "spam_2/01184.5216074bef5bb01e0b1301d375283c51\r\n",
      "spam_2/01185.e4a109756aa79e984529e2fb737857ab\r\n",
      "spam_2/01186.a323fbbb1fbb04737201f2eb73b7e663\r\n",
      "spam_2/01187.b47cd7a45a24f56a6908519e1c37e75a\r\n",
      "spam_2/01188.67d69a8d6e5c899914556488c8cbd2c9\r\n",
      "spam_2/01189.5593d25cf7b731b1c9f3e708cd05c96b\r\n",
      "spam_2/01190.04029d5cadc5b15d91cfed47a7a2e94d\r\n",
      "spam_2/01191.3a3ed1eb843a56504a4b40a25a63f97f\r\n",
      "spam_2/01192.ae36c1ea662d5daa57777838507cceef\r\n",
      "spam_2/01193.7c4b9a0e900fdb7cafb86c1131f79a48\r\n",
      "spam_2/01194.856467d118d99f873794faaf151a524b\r\n",
      "spam_2/01195.2e0668d1365c631aa09d21c813ce013f\r\n",
      "spam_2/01196.b4567843ec0343475dfcb5da7bd9c41f\r\n",
      "spam_2/01197.f88c038612948f3fa023ac83db2e2ce5\r\n",
      "spam_2/01198.da6821edae608ba753c85e1a7436219b\r\n",
      "spam_2/01199.5a219c9b3e55a0136d8039fd74675570\r\n",
      "spam_2/01200.6d388843b6ffefafaf7b3093ca28a740\r\n",
      "spam_2/01201.471d379a63806032b2c3978838b83e61\r\n",
      "spam_2/01202.4ec06d178a19d7972daf54bc3ba958ff\r\n",
      "spam_2/01203.f4c9144a594fb81ff323053fbd626a55\r\n",
      "spam_2/01204.75323a3e0d38fe7a107bd0102daf6f26\r\n",
      "spam_2/01205.47d139ac094945ae2630efb896dc4b43\r\n",
      "spam_2/01206.b769233047fc696cc02ece9629190b42\r\n",
      "spam_2/01207.c24e5ee957e060ad511b5d2b875ff222\r\n",
      "spam_2/01208.6e10d44b4339eacb5db69d1afabae907\r\n",
      "spam_2/01209.01df2f8f68a70062085ef787973f9ba0\r\n",
      "spam_2/01210.3315bbc34ab0c51f53ee13e0dc6ccaec\r\n",
      "spam_2/01211.e9c2c3b1d544e8618d6f87c1871021e9\r\n",
      "spam_2/01212.216774fff566f005d1ef404eda7925e2\r\n",
      "spam_2/01213.7889eb65b4b7f2cde2a9bd3bb9f230dd\r\n",
      "spam_2/01214.973b4598b630a989967ff69b19f95d4a\r\n",
      "spam_2/01215.e879c633ccfba3b6dcf761d8ac0764c0\r\n",
      "spam_2/01216.e293653cab0c486ba135cf8fbe6700fc\r\n",
      "spam_2/01217.d5a1734ec521c1bd55270eca3ab4acd8\r\n",
      "spam_2/01218.4bb5c5746d9f19d8551437c242bfd79e\r\n",
      "spam_2/01219.db22b96619e848e2c9825ebb710897fe\r\n",
      "spam_2/01220.e399b9acc45a23ec853a9bb1d2a1a859\r\n",
      "spam_2/01221.baf498fd213b8bc77b9dbfb13c1a6968\r\n",
      "spam_2/01222.86831c8b346812d6526d6ddc7d3eb185\r\n",
      "spam_2/01223.0321f73febcffd82fcf12b36cce2c6c9\r\n",
      "spam_2/01224.5ec7daa5c1c540ce6be17e1afbef2a86\r\n",
      "spam_2/01225.a07c90bc24b619d5e8b786675dc2d118\r\n",
      "spam_2/01226.4aaf4e328bd55191a1c46bc374069048\r\n",
      "spam_2/01227.04a4f94c7a73b29cb56bf38c7d526116\r\n",
      "spam_2/01228.620009080894d11703ee91367628d633\r\n",
      "spam_2/01229.bec63972cefbe62bb371ad659cd8563a\r\n",
      "spam_2/01230.0589bade8df0c343a49c6712f62dfca0\r\n",
      "spam_2/01231.2a56f1f52d4da9f83870deb4b7e68acb\r\n",
      "spam_2/01232.2c1fbf4d9cb31dd039c1bbb078225b5a\r\n",
      "spam_2/01233.010677fced50f4aecb67fba70701bcf5\r\n",
      "spam_2/01234.0bcd772346e2970c6246f40359cf4de5\r\n",
      "spam_2/01235.2e8191ab7ddffa2290e04f9ce0422041\r\n",
      "spam_2/01236.903d52340bf3ed1a328b039bcd94e1c9\r\n",
      "spam_2/01237.245ac1766016b756a3ddb3b463cc9645\r\n",
      "spam_2/01238.32c2cef2a001f81d237017d243bad8e4\r\n",
      "spam_2/01239.5b4a6a500921ae2a53da84bc99d91414\r\n",
      "spam_2/01240.7d6ae3682a3dd3fe457516b188eb105c\r\n",
      "spam_2/01241.0ea43b4457c3a0b85f7ab4d1bb4ac17e\r\n",
      "spam_2/01242.3743099b115c6a8a273d8eca34a9c738\r\n",
      "spam_2/01243.0676aa0a6a02e5a0373d387b89af0e07\r\n",
      "spam_2/01244.9ef966101737a6fc27d8965def288d70\r\n",
      "spam_2/01245.ce437204a2dfc9109003491e7812fc7f\r\n",
      "spam_2/01246.d0ee9c7ebf9d953b21de9414cc96c2f9\r\n",
      "spam_2/01247.f8e666a378e596a26a6947268a711c97\r\n",
      "spam_2/01248.27ec44a84866375481998caed54df8c0\r\n",
      "spam_2/01249.5dc5d720da4495b0606f3a19722ea6b1\r\n",
      "spam_2/01250.2bfc033f9ced1c70e480ec75b0094431\r\n",
      "spam_2/01251.732693934f4ae61749224eaf9f19c973\r\n",
      "spam_2/01252.85c2b9eb83de6e0447fdf956e9bd499c\r\n",
      "spam_2/01253.26e421b9623002d636c29f79f68a58fb\r\n",
      "spam_2/01254.2c2055d2ef2995122c3babea81fe54b9\r\n",
      "spam_2/01255.e04eae4539f81463a930dfe44ebd6af8\r\n",
      "spam_2/01256.93c359e7a1edb27054778deaa633b72b\r\n",
      "spam_2/01257.f5908ef0550cdf91bd6ae55120ecb5ce\r\n",
      "spam_2/01258.209beaa19098071457a3f7259d6883dc\r\n",
      "spam_2/01259.b4dff1ed93bc931b271888cd42e41b85\r\n",
      "spam_2/01260.fae84d2193ed2d65a14e2c8b612fb7fe\r\n",
      "spam_2/01261.0d7a6fa74b73f80f62fe11267eeaa956\r\n",
      "spam_2/01262.24bce3d7a8a92bc6d970cf80f0d21660\r\n",
      "spam_2/01263.4e9dc99aae6eafdf9233e60b6d3225f9\r\n",
      "spam_2/01293.1073233e92a1fb8808e384cbc0d60e58\r\n",
      "spam_2/01265.891c503096bc7f8f3345a40e82f1bf5a\r\n",
      "spam_2/01266.78f4e45d9e8699babb2e38f04d4401a5\r\n",
      "spam_2/01267.6e9de9ba20f59c26028ebdb4550685fb\r\n",
      "spam_2/01268.626ef5e5fa30314816e0f049ea03bd9f\r\n",
      "spam_2/01269.aa905c10b8358328fb77d2f900e4491f\r\n",
      "spam_2/01270.f55f31ae8a3b92cdcddf7257aa9616a0\r\n",
      "spam_2/01271.c74d2888efc2f1897ee890001abf05e7\r\n",
      "spam_2/01272.ae29c7d7f5acfc747cf55082aa628a40\r\n",
      "spam_2/01273.b738ce23f30ea10c7ad44d949d111199\r\n",
      "spam_2/01274.6eb8dc0890717ae45385f0393024c30e\r\n",
      "spam_2/01275.9ce1257b70028a741bd7877f0bc2ba0e\r\n",
      "spam_2/01276.9e932f3e2497f91aec7f1a8b0aabe200\r\n",
      "spam_2/01277.6763a79fad1f1b39cb7d5b7faf92ea98\r\n",
      "spam_2/01278.bdafbd6059108bbd9973fe8ea0aee62e\r\n",
      "spam_2/01279.56199c85479893dea5fa233e9598b7c3\r\n",
      "spam_2/01280.34dde162b3c6b2e873fc9f094d28b0fd\r\n",
      "spam_2/01281.889130eed8c0fabfe29f7ffe62d1afe1\r\n",
      "spam_2/01282.9ae018dd0cf3c1f3345eb44074fd5635\r\n",
      "spam_2/01283.e120df13e515b3cd7f0a14e21c9bf158\r\n",
      "spam_2/01284.218c046acbc79f6f52c767fcb3fabbbc\r\n",
      "spam_2/01285.4bc4cabd8d963b1e33bb56aaaf191328\r\n",
      "spam_2/01286.80a17353e03cab185cb52237b60359e4\r\n",
      "spam_2/01287.45b0eefc02506c5c82e5ab4ffe2fc625\r\n",
      "spam_2/01288.ffe370e3a92a1861533330da51edcb49\r\n",
      "spam_2/01289.2f9168490b8c45e76af4935b4827f702\r\n",
      "spam_2/01290.cc97aad0960efa7c8b76464b39d54bc9\r\n",
      "spam_2/01291.4fee8a2f5fb6dce4e775b054282b6a71\r\n",
      "spam_2/01292.3cfdacd938c6a4a7544581399e28e81c\r\n",
      "spam_2/01294.1b87da1a627d8b8f126839dad1220a1c\r\n",
      "spam_2/01306.d37be8871ac501758c6854fbef9cbdd2\r\n",
      "spam_2/01295.7cea2d55caf3dfae98b350e67a431e35\r\n",
      "spam_2/01296.34052422109f131a8b1fb59d1d42f899\r\n",
      "spam_2/01297.6899dd73603e94dcefaba9970c3cfb69\r\n",
      "spam_2/01298.3e410f64d440f9c883243bcc942b0f41\r\n",
      "spam_2/01299.0eab794ad20a8b32dfa3d6e3fedc1b31\r\n",
      "spam_2/01300.74283a1a03062473904cd6f9965df1d5\r\n",
      "spam_2/01301.91269fd2b14a1fa0f183ca60953b99af\r\n",
      "spam_2/01302.6e23012bc215fef128943c14c7d2c83f\r\n",
      "spam_2/01303.59ad6322f5af1c3672849f504ad86fce\r\n",
      "spam_2/01304.114140cd4c51e9795559b974964aa043\r\n",
      "spam_2/01305.2456653e0fbd780a77a3d25229109432\r\n",
      "spam_2/01353.369f79f8f31f3b18bdb5d1006207b52e\r\n",
      "spam_2/01307.270e0fd3d0f0a14a592fcc47f3696e05\r\n",
      "spam_2/01308.c46f1215ccd8cedf162e0cf308b94dcd\r\n",
      "spam_2/01309.4da3e5f7445fe71bdb9a145b3c704cc3\r\n",
      "spam_2/01310.39e7167813c411d9163ceedcba3b3702\r\n",
      "spam_2/01311.43bfe86df65d53c5f7ca2365dc12582b\r\n",
      "spam_2/01312.c19bb76293853f6c10871018cebbe8ca\r\n",
      "spam_2/01313.7deec268aedb7c5618e27bd73a803a60\r\n",
      "spam_2/01314.12c8b5b91bc690f0f0d6fad595150ac6\r\n",
      "spam_2/01315.88a113666f60469492624820111ee3be\r\n",
      "spam_2/01316.80287bffff0da77d7b22a538aefdbd01\r\n",
      "spam_2/01317.2fb1c15091162a0a83cb7020e45e8de6\r\n",
      "spam_2/01318.5ceb2b7a8b5780b006500266f5a508ca\r\n",
      "spam_2/01319.ec67d39c89f4a5865b730879685f3092\r\n",
      "spam_2/01320.9d28c111c72720b5cd64a025591dbce5\r\n",
      "spam_2/01321.f32dcf9a564da7e27f9fcad664cb0fe1\r\n",
      "spam_2/01322.ff3e699f59f732ca886de5873eef313e\r\n",
      "spam_2/01323.043a9a503f711ebb76897fa1c352d7cd\r\n",
      "spam_2/01324.6ae300702ee69538834dccea9b774fef\r\n",
      "spam_2/01325.cf45b154c74e16a83def9f17383b5756\r\n",
      "spam_2/01326.32e7912cae22a40e7b27f7d020de08fe\r\n",
      "spam_2/01327.7d7cb2b319318af27a2981701843f358\r\n",
      "spam_2/01328.b23902de23cb3ca1f3334517282372b2\r\n",
      "spam_2/01329.75ca6f174da63761de16480f22089dae\r\n",
      "spam_2/01330.dafb0dd3006f86f73f42b4e24266277c\r\n",
      "spam_2/01331.e35989787f99e9f234da42636eb43f22\r\n",
      "spam_2/01332.f794e2c48ef6535153adde00b521ef6d\r\n",
      "spam_2/01333.1e5a572d1c326c109f613a9d2137acc8\r\n",
      "spam_2/01334.24b7f4702e0da7e9d7a5f4d284adfc96\r\n",
      "spam_2/01335.ca70ab7f2d1accef8b3cf646e3004ef8\r\n",
      "spam_2/01336.cce700d418ddce6f5081cdcda625074f\r\n",
      "spam_2/01337.e490c19d9987a1532dd2e8f1a2e76fdc\r\n",
      "spam_2/01338.a67c3827402b4610bd2a6814cd8cd907\r\n",
      "spam_2/01339.d94a16532a6f42497266dcc327a40163\r\n",
      "spam_2/01340.0b77f53fb084eb948e07dc7ed2ab5c34\r\n",
      "spam_2/01341.62703c6047c508d1d84bde0b7653b556\r\n",
      "spam_2/01342.7f89acf56fb4398340a0b07481e3193f\r\n",
      "spam_2/01343.97e31a95126f0c6dc249a8e51489af10\r\n",
      "spam_2/01344.43dbbbac0d006790dd696123d455f5b9\r\n",
      "spam_2/01345.436954c32bbf82773e33853ac26ef881\r\n",
      "spam_2/01346.fb942e99ad6211fe374675bc9ac639d5\r\n",
      "spam_2/01347.e2cd456cd2d58601fec5a5b6323463e1\r\n",
      "spam_2/01348.0ed90bb4a1ba1ea2309ffdbbce093753\r\n",
      "spam_2/01349.71c7c224e68df0a19c1834065368c89f\r\n",
      "spam_2/01350.31d85a79d8c3b80069316daf56176820\r\n",
      "spam_2/01351.e960056da1502c90d40d598cdf37f359\r\n",
      "spam_2/01352.875dff8a1fd32766be05e136950add70\r\n",
      "spam_2/01359.deafa1d42658c6624c6809a446b7f369\r\n",
      "spam_2/01354.942feb599d3e244a238c28c9028d97fa\r\n",
      "spam_2/01355.a47c042a6e16456c5b49c18d5b3868cb\r\n",
      "spam_2/01356.8d996c0bc08a47a90611de2e8a829048\r\n",
      "spam_2/01357.531b966b657f95f04a9037ea7100aa9f\r\n",
      "spam_2/01358.eb6c715f631ee3d22b135adb4dc4e67d\r\n",
      "spam_2/01374.b902d53d7f737be700d6de60a42122d9\r\n",
      "spam_2/01360.5bf908ff3e674f31061afcb8a6c17a8d\r\n",
      "spam_2/01361.1b094e93a9a83d77859dcbf6637455d1\r\n",
      "spam_2/01362.794d3043053407d8e0c075a9a71902bd\r\n",
      "spam_2/01363.85518bca7c7cb9f35e57f3adda762ac9\r\n",
      "spam_2/01364.b89de202e8d843d54ab7988af8599571\r\n",
      "spam_2/01365.d90d27bbb210dbdc63ed704b00161315\r\n",
      "spam_2/01366.35ed342f7df33799c8ba619098b174c6\r\n",
      "spam_2/01367.d681bf8f9823da056b82da169d2d1715\r\n",
      "spam_2/01368.0fcb4c25d287618ec7cdf84822d3d405\r\n",
      "spam_2/01369.8ea24235c6c50337d9dcd234e61a5132\r\n",
      "spam_2/01370.38a1c6fbbad5804a9978112005535de1\r\n",
      "spam_2/01371.fd75cda79a01e9b7d11af36936463c0d\r\n",
      "spam_2/01372.5d236077d94148a0ca71751f8f0a2e58\r\n",
      "spam_2/01373.c8c124454ee4d1b775ef7a436cede7c1\r\n",
      "spam_2/01375.b1a9c15e903adbc27bd2b5c033e1d29c\r\n",
      "spam_2/01376.73e738e4cd8121ce3dfb42d190b193c9\r\n",
      "spam_2/01377.17adb34fc692245ce301d3db0a3e80c8\r\n",
      "spam_2/01378.73df5252cb71f89c885ad49b6ae5fa82\r\n",
      "spam_2/01379.0d39498608cd170bbbc8cd33ffd18e35\r\n",
      "spam_2/01380.fa9b4e89ba485def2921e01ae9fb7671\r\n",
      "spam_2/01381.7f1f9f4b8ea24fee6b87dc1172177eaf\r\n",
      "spam_2/01382.37400f7a1f36cd45165c2a72a9ec8baa\r\n",
      "spam_2/01383.a4e83a74006864de20f76d0193908a56\r\n",
      "spam_2/01384.e23f94030a4393f0825eacd9de99eb31\r\n",
      "spam_2/01385.af7a1a172a6cd00ad09dc6adecb14cee\r\n",
      "spam_2/01386.9398d616dfc3d67fb10e95d911768b39\r\n",
      "spam_2/01387.84a80f5699b026b15455e803a471b88e\r\n",
      "spam_2/01388.dba0966da5886e99fab13981da6c3834\r\n",
      "spam_2/01389.35f4d2a5f47c4b434434b3ca8dc5a924\r\n",
      "spam_2/01390.271af498812d2f73c8c198fd4fda905e\r\n",
      "spam_2/01391.d84700fa88ef00525b05a2d9c64fa654\r\n",
      "spam_2/01393.e7d7a58f2c561c6f71fe95c64a7f5f35\r\n",
      "spam_2/01392.891b7eeda19704fc8a990e56e0b52f89\r\n",
      "spam_2/01394.a76cc347fac514441bef43e7a599fb55\r\n",
      "spam_2/01395.cb33d1d72f42e4ab9268729917bf428b\r\n",
      "spam_2/01396.e80a10644810bc2ae3c1b58c5fd38dfa\r\n",
      "spam_2/01397.f75f0dd0dd923faefa3e9cc5ecb8c906\r\n",
      "spam_2/01400.b444b69845db2fa0a4693ca04e6ac5c5\r\n",
      "spam_2/01398.8ca7045aae4184d56e8509dc5ad6d979\r\n",
      "spam_2/01399.2319643317e2c5193d574e40a71809c2\r\n",
      "spam_2/00007.acefeee792b5298f8fee175f9f65c453\r\n"
     ]
    }
   ],
   "source": [
    "!tar xvjf 20030228_easy_ham_2.tar.bz2\n",
    "!tar xvjf 20030228_easy_ham.tar.bz2\n",
    "!tar xvjf 20030228_hard_ham.tar.bz2    \n",
    "!tar xvjf 20030228_spam.tar.bz2\n",
    "!tar xvjf 20050311_spam_2.tar.bz2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mv: cannot move 'easy_ham' to 'data/spam_data/easy_ham': Directory not empty\n",
      "mv: cannot move 'easy_ham_2' to 'data/spam_data/easy_ham_2': Directory not empty\n",
      "mv: cannot move 'hard_ham' to 'data/spam_data/hard_ham': Directory not empty\n",
      "mv: cannot move 'spam' to 'data/spam_data/spam': Directory not empty\n",
      "mv: cannot move 'spam_2' to 'data/spam_data/spam_2': Directory not empty\n"
     ]
    }
   ],
   "source": [
    "!mv easy_ham data/spam_data  \n",
    "!mv easy_ham_2 data/spam_data\n",
    "!mv hard_ham data/spam_data\n",
    "!mv spam data/spam_data\n",
    "!mv spam_2 data/spam_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2019-02-23 11:08:32--  http://nlp.stanford.edu/data/glove.6B.zip\n",
      "Resolving nlp.stanford.edu (nlp.stanford.edu)... 171.64.67.140\n",
      "Connecting to nlp.stanford.edu (nlp.stanford.edu)|171.64.67.140|:80... connected.\n",
      "HTTP request sent, awaiting response... 302 Found\n",
      "Location: https://nlp.stanford.edu/data/glove.6B.zip [following]\n",
      "--2019-02-23 11:08:32--  https://nlp.stanford.edu/data/glove.6B.zip\n",
      "Connecting to nlp.stanford.edu (nlp.stanford.edu)|171.64.67.140|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 862182613 (822M) [application/zip]\n",
      "Saving to: ‘glove.6B.zip’\n",
      "\n",
      "glove.6B.zip          9%[>                   ]  81.93M  4.47MB/s    eta 1m 56s ^C\n"
     ]
    }
   ],
   "source": [
    "# Download the glove embedding\n",
    "\n",
    "!wget http://nlp.stanford.edu/data/glove.6B.zip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!unzip glove.6B.zip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!python -m gensim.scripts.glove2word2vec -i glove.6B.300d.txt -o glove.6B.300d.word2vec.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import nltk\n",
    "nltk.download('punkt')\n",
    "nltk.download('wordnet')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Start Coding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import glob\n",
    "import numpy as np\n",
    "import email"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = 'data/spam_data/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "easy_ham_paths = glob.glob(path+'easy_ham/*')\n",
    "easy_ham_2_paths = glob.glob(path+'easy_ham_2/*')\n",
    "hard_ham_paths = glob.glob(path+'hard_ham/*')\n",
    "spam_paths = glob.glob(path+'spam/*')\n",
    "spam_2_paths = glob.glob(path+'spam_2/*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_email_content(email_path):\n",
    "    file = open(email_path,encoding='latin1')\n",
    "    try:\n",
    "        msg = email.message_from_file(file)\n",
    "        for part in msg.walk():\n",
    "            if part.get_content_type() == 'text/plain':\n",
    "                return part.get_payload() # prints the raw text\n",
    "    except Exception as e:\n",
    "        print(e)\n",
    "        \n",
    "        \n",
    "def get_email_content_bulk(email_paths):\n",
    "    email_contents = [get_email_content(o) for o in email_paths]\n",
    "    return email_contents"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Split data into train/test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "ham_path = [\n",
    "    easy_ham_paths,\n",
    "    easy_ham_2_paths,\n",
    "    hard_ham_paths\n",
    "]\n",
    "\n",
    "spam_path = [\n",
    "    spam_paths,\n",
    "    spam_2_paths\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "ham_sample = np.array([train_test_split(o) for o in ham_path])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "ham_train = np.array([])\n",
    "ham_test = np.array([])\n",
    "for o in ham_sample:\n",
    "    ham_train = np.concatenate((ham_train,o[0]),axis=0)\n",
    "    ham_test = np.concatenate((ham_test,o[1]),axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((3113,), (1040,))"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ham_train.shape, ham_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "spam_sample = np.array([train_test_split(o) for o in spam_path])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "spam_train = np.array([])\n",
    "spam_test = np.array([])\n",
    "for o in spam_sample:\n",
    "    spam_train = np.concatenate((spam_train,o[0]),axis=0)\n",
    "    spam_test = np.concatenate((spam_test,o[1]),axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((1422,), (476,))"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spam_train.shape, spam_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "ham_train_label = [0]*ham_train.shape[0]\n",
    "spam_train_label = [1]*spam_train.shape[0]\n",
    "x_train = np.concatenate((ham_train,spam_train))\n",
    "y_train = np.concatenate((ham_train_label,spam_train_label))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "ham_test_label = [0]*ham_test.shape[0]\n",
    "spam_test_label = [1]*spam_test.shape[0]\n",
    "x_test = np.concatenate((ham_test,spam_test))\n",
    "y_test = np.concatenate((ham_test_label,spam_test_label))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_shuffle_index = np.random.permutation(np.arange(0,x_train.shape[0]))\n",
    "test_shuffle_index = np.random.permutation(np.arange(0,x_test.shape[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train = x_train[train_shuffle_index]\n",
    "y_train = y_train[train_shuffle_index]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_test = x_test[test_shuffle_index]\n",
    "y_test = y_test[test_shuffle_index]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train = get_email_content_bulk(x_train)\n",
    "x_test = get_email_content_bulk(x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "def remove_null(datas,labels):\n",
    "    not_null_idx = [i for i,o in enumerate(datas) if o is not None]\n",
    "    return np.array(datas)[not_null_idx],np.array(labels)[not_null_idx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train,y_train = remove_null(x_train,y_train)\n",
    "x_test,y_test = remove_null(x_test,y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Preprocessing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Process sentence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "import string\n",
    "from nltk.tokenize import word_tokenize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "def remove_hyperlink(word):\n",
    "    return  re.sub(r\"http\\S+\", \"\", word)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_lower(word):\n",
    "    result = word.lower()\n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "def remove_number(word):\n",
    "    result = re.sub(r'\\d+', '', word)\n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "def remove_punctuation(word):\n",
    "    result = word.translate(str.maketrans(dict.fromkeys(string.punctuation)))\n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "def remove_whitespace(word):\n",
    "    result = word.strip()\n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "def replace_newline(word):\n",
    "    return word.replace('\\n','')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "def clean_up_pipeline(sentence):\n",
    "    cleaning_utils = [remove_hyperlink,\n",
    "                      replace_newline,\n",
    "                      to_lower,\n",
    "                      remove_number,\n",
    "                      remove_punctuation,remove_whitespace]\n",
    "    for o in cleaning_utils:\n",
    "        sentence = o(sentence)\n",
    "    return sentence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train = [clean_up_pipeline(o) for o in x_train]\n",
    "x_test = [clean_up_pipeline(o) for o in x_test]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Process word by word"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.tokenize import word_tokenize\n",
    "from sklearn.feature_extraction.stop_words import ENGLISH_STOP_WORDS\n",
    "from nltk.stem import PorterStemmer\n",
    "from nltk.stem import WordNetLemmatizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "stemmer = PorterStemmer()\n",
    "lemmatizer = WordNetLemmatizer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train = [word_tokenize(o) for o in x_train]\n",
    "x_test = [word_tokenize(o) for o in x_test]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "def remove_stop_words(words):\n",
    "    result = [i for i in words if i not in ENGLISH_STOP_WORDS]\n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "def word_stemmer(words):\n",
    "    return [stemmer.stem(o) for o in words]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "def word_lemmatizer(words):\n",
    "    return [lemmatizer.lemmatize(o) for o in words]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "def clean_token_pipeline(words):\n",
    "    cleaning_utils = [remove_stop_words,word_stemmer,word_lemmatizer]\n",
    "    for o in cleaning_utils:\n",
    "        words = o(words)\n",
    "    return words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train = [clean_token_pipeline(o) for o in x_train]\n",
    "x_test = [clean_token_pipeline(o) for o in x_test]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Play around with Word2vector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "from gensim.models import KeyedVectors\n",
    "\n",
    "w2v = KeyedVectors.load_word2vec_format('glove.6B.300d.word2vec.txt',binary=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/gans0012/anaconda3/lib/python3.6/site-packages/gensim/matutils.py:737: FutureWarning: Conversion of the second argument of issubdtype from `int` to `np.signedinteger` is deprecated. In future, it will be treated as `np.int64 == np.dtype(int).type`.\n",
      "  if np.issubdtype(vec.dtype, np.int):\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[('queen', 0.6336468458175659),\n",
       " ('prince', 0.619662344455719),\n",
       " ('monarch', 0.5899620652198792),\n",
       " ('kingdom', 0.5791266560554504),\n",
       " ('throne', 0.5606487989425659),\n",
       " ('ii', 0.5562329292297363),\n",
       " ('iii', 0.5503199100494385),\n",
       " ('crown', 0.5224862694740295),\n",
       " ('reign', 0.521735429763794),\n",
       " ('kings', 0.5066401362419128)]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "w2v.most_similar('king')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/gans0012/anaconda3/lib/python3.6/site-packages/gensim/matutils.py:737: FutureWarning: Conversion of the second argument of issubdtype from `int` to `np.signedinteger` is deprecated. In future, it will be treated as `np.int64 == np.dtype(int).type`.\n",
      "  if np.issubdtype(vec.dtype, np.int):\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[('queen', 0.6713277101516724)]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# King + Woman - Man = ?\n",
    "w2v.most_similar(['king','woman'],negative=['man'],topn=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/gans0012/anaconda3/lib/python3.6/site-packages/gensim/matutils.py:737: FutureWarning: Conversion of the second argument of issubdtype from `int` to `np.signedinteger` is deprecated. In future, it will be treated as `np.int64 == np.dtype(int).type`.\n",
      "  if np.issubdtype(vec.dtype, np.int):\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'england'"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "w2v.doesnt_match(\"england china vietnam laos\".split())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/gans0012/anaconda3/lib/python3.6/site-packages/gensim/matutils.py:737: FutureWarning: Conversion of the second argument of issubdtype from `int` to `np.signedinteger` is deprecated. In future, it will be treated as `np.int64 == np.dtype(int).type`.\n",
      "  if np.issubdtype(vec.dtype, np.int):\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'cat'"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "w2v.doesnt_match(\"fish shark cat whale\".split())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Neural Network with Glove Pretrain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/gans0012/anaconda3/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n",
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from keras.preprocessing.text import Tokenizer\n",
    "from keras.preprocessing.sequence import pad_sequences\n",
    "from keras.layers import Dense, Input, LSTM, Embedding, Dropout, Activation, CuDNNGRU, Conv1D\n",
    "from keras.layers import Bidirectional, GlobalMaxPool1D\n",
    "from keras.models import Model\n",
    "from keras import initializers, regularizers, constraints, optimizers, layers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "maxlen = 2000\n",
    "max_features = 50000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "EMBEDDING_FILE = 'glove.6B.300d.txt'\n",
    "tokenizer = Tokenizer(num_words=max_features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "tokenizer.fit_on_texts(x_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train_features = np.array(tokenizer.texts_to_sequences(x_train))\n",
    "x_test_features = np.array(tokenizer.texts_to_sequences(x_test))\n",
    "\n",
    "x_train_features = pad_sequences(x_train_features,maxlen=maxlen)\n",
    "x_test_features = pad_sequences(x_test_features,maxlen=maxlen)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_coefs(word,*arr): return word, np.asarray(arr, dtype='float32')\n",
    "embeddings_index = dict(get_coefs(*o.split(\" \")) for o in open(EMBEDDING_FILE))\n",
    "\n",
    "all_embs = np.stack(embeddings_index.values())\n",
    "emb_mean,emb_std = all_embs.mean(), all_embs.std()\n",
    "embed_size = all_embs.shape[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input_1 (InputLayer)         (None, 2000)              0         \n",
      "_________________________________________________________________\n",
      "embedding_1 (Embedding)      (None, 2000, 300)         15000000  \n",
      "_________________________________________________________________\n",
      "bidirectional_1 (Bidirection (None, 2000, 128)         140544    \n",
      "_________________________________________________________________\n",
      "global_max_pooling1d_1 (Glob (None, 128)               0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 16)                2064      \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 16)                0         \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 1)                 17        \n",
      "=================================================================\n",
      "Total params: 15,142,625\n",
      "Trainable params: 15,142,625\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "word_index = tokenizer.word_index\n",
    "nb_words = min(max_features, len(word_index))\n",
    "embedding_matrix = np.random.normal(emb_mean, emb_std, (nb_words, embed_size))\n",
    "for word, i in word_index.items():\n",
    "    if i >= max_features: continue\n",
    "    embedding_vector = embeddings_index.get(word)\n",
    "    if embedding_vector is not None: embedding_matrix[i] = embedding_vector\n",
    "        \n",
    "inp = Input(shape=(maxlen,))\n",
    "x = Embedding(max_features, embed_size, weights=[embedding_matrix])(inp)\n",
    "x = Bidirectional(CuDNNGRU(64, return_sequences=True))(x)\n",
    "x = GlobalMaxPool1D()(x)\n",
    "x = Dense(16, activation=\"relu\")(x)\n",
    "x = Dropout(0.1)(x)\n",
    "x = Dense(1, activation=\"sigmoid\")(x)\n",
    "model = Model(inputs=inp, outputs=x)\n",
    "model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])\n",
    "print(model.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.layers[1].trainable = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/gans0012/anaconda3/lib/python3.6/site-packages/keras/engine/training.py:479: UserWarning: Discrepancy between trainable weights and collected trainable weights, did you set `model.trainable` without calling `model.compile` after ?\n",
      "  'Discrepancy between trainable weights and collected trainable'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 3812 samples, validate on 1264 samples\n",
      "Epoch 1/20\n",
      "3812/3812 [==============================] - 6s 2ms/step - loss: 0.6599 - acc: 0.6448 - val_loss: 0.5628 - val_acc: 0.8022\n",
      "Epoch 2/20\n",
      "3812/3812 [==============================] - 4s 1ms/step - loss: 0.5409 - acc: 0.7951 - val_loss: 0.5069 - val_acc: 0.8030\n",
      "Epoch 3/20\n",
      "3812/3812 [==============================] - 4s 1ms/step - loss: 0.5079 - acc: 0.7962 - val_loss: 0.4847 - val_acc: 0.8030\n",
      "Epoch 4/20\n",
      "3812/3812 [==============================] - 4s 1ms/step - loss: 0.4934 - acc: 0.7977 - val_loss: 0.4728 - val_acc: 0.8022\n",
      "Epoch 5/20\n",
      "3812/3812 [==============================] - 4s 1ms/step - loss: 0.4758 - acc: 0.7985 - val_loss: 0.4545 - val_acc: 0.8022\n",
      "Epoch 6/20\n",
      "3812/3812 [==============================] - 4s 1ms/step - loss: 0.4495 - acc: 0.7991 - val_loss: 0.4160 - val_acc: 0.8022\n",
      "Epoch 7/20\n",
      "3812/3812 [==============================] - 4s 1ms/step - loss: 0.3959 - acc: 0.8004 - val_loss: 0.3456 - val_acc: 0.8180\n",
      "Epoch 8/20\n",
      "3812/3812 [==============================] - 4s 1ms/step - loss: 0.3081 - acc: 0.8644 - val_loss: 0.2393 - val_acc: 0.9169\n",
      "Epoch 9/20\n",
      "3812/3812 [==============================] - 4s 1ms/step - loss: 0.2006 - acc: 0.9347 - val_loss: 0.1460 - val_acc: 0.9589\n",
      "Epoch 10/20\n",
      "3812/3812 [==============================] - 4s 1ms/step - loss: 0.1156 - acc: 0.9748 - val_loss: 0.0926 - val_acc: 0.9723\n",
      "Epoch 11/20\n",
      "3812/3812 [==============================] - 4s 1ms/step - loss: 0.0650 - acc: 0.9843 - val_loss: 0.0743 - val_acc: 0.9778\n",
      "Epoch 12/20\n",
      "3812/3812 [==============================] - 4s 1ms/step - loss: 0.0392 - acc: 0.9924 - val_loss: 0.0618 - val_acc: 0.9794\n",
      "Epoch 13/20\n",
      "3812/3812 [==============================] - 4s 1ms/step - loss: 0.0293 - acc: 0.9932 - val_loss: 0.0577 - val_acc: 0.9786\n",
      "Epoch 14/20\n",
      "3812/3812 [==============================] - 4s 1ms/step - loss: 0.0200 - acc: 0.9971 - val_loss: 0.0768 - val_acc: 0.9771\n",
      "Epoch 15/20\n",
      "3812/3812 [==============================] - 4s 1ms/step - loss: 0.0162 - acc: 0.9974 - val_loss: 0.0565 - val_acc: 0.9778\n",
      "Epoch 16/20\n",
      "3812/3812 [==============================] - 4s 1ms/step - loss: 0.0141 - acc: 0.9982 - val_loss: 0.0610 - val_acc: 0.9794\n",
      "Epoch 17/20\n",
      "3812/3812 [==============================] - 4s 1ms/step - loss: 0.0126 - acc: 0.9990 - val_loss: 0.0683 - val_acc: 0.9786\n",
      "Epoch 18/20\n",
      "3812/3812 [==============================] - 4s 1ms/step - loss: 0.0100 - acc: 0.9982 - val_loss: 0.0784 - val_acc: 0.9755\n",
      "Epoch 19/20\n",
      "3812/3812 [==============================] - 4s 1ms/step - loss: 0.0109 - acc: 0.9982 - val_loss: 0.0789 - val_acc: 0.9755\n",
      "Epoch 20/20\n",
      "3812/3812 [==============================] - 4s 1ms/step - loss: 0.0092 - acc: 0.9990 - val_loss: 0.0815 - val_acc: 0.9771\n"
     ]
    }
   ],
   "source": [
    "history = model.fit(x_train_features,y_train, batch_size=512, epochs=20, \n",
    "          validation_data=(x_test_features, y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(history.history['acc'])\n",
    "plt.plot(history.history['val_acc'])\n",
    "plt.title('model accuracy')\n",
    "plt.ylabel('accuracy')\n",
    "plt.xlabel('epoch')\n",
    "plt.legend(['train', 'test'], loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Neural Network w Embedding From Scratch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.layers import Dense, Input, LSTM, Embedding, Dropout, Activation, CuDNNGRU, Conv1D\n",
    "from keras.layers import Bidirectional, GlobalMaxPool1D\n",
    "from keras.models import Model\n",
    "from keras import initializers, regularizers, constraints, optimizers, layers\n",
    "from keras.preprocessing.text import Tokenizer\n",
    "from keras.preprocessing.sequence import pad_sequences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "## some config values \n",
    "embed_size = 100 # how big is each word vector\n",
    "max_feature = 50000 # how many unique words to use (i.e num rows in embedding vector)\n",
    "max_len = 2000 # max number of words in a question to use"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "tokenizer = Tokenizer(num_words=max_feature)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "tokenizer.fit_on_texts(x_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train_features = np.array(tokenizer.texts_to_sequences(x_train))\n",
    "x_test_features = np.array(tokenizer.texts_to_sequences(x_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train_features = pad_sequences(x_train_features,maxlen=max_len)\n",
    "x_test_features = pad_sequences(x_test_features,maxlen=max_len)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input_2 (InputLayer)         (None, 2000)              0         \n",
      "_________________________________________________________________\n",
      "embedding_2 (Embedding)      (None, 2000, 100)         5000000   \n",
      "_________________________________________________________________\n",
      "bidirectional_2 (Bidirection (None, 2000, 128)         63744     \n",
      "_________________________________________________________________\n",
      "global_max_pooling1d_2 (Glob (None, 128)               0         \n",
      "_________________________________________________________________\n",
      "dense_3 (Dense)              (None, 16)                2064      \n",
      "_________________________________________________________________\n",
      "dropout_2 (Dropout)          (None, 16)                0         \n",
      "_________________________________________________________________\n",
      "dense_4 (Dense)              (None, 1)                 17        \n",
      "=================================================================\n",
      "Total params: 5,065,825\n",
      "Trainable params: 5,065,825\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "embed_size = 100\n",
    "\n",
    "inp = Input(shape=(max_len,))\n",
    "x = Embedding(max_feature, embed_size)(inp)\n",
    "x = Bidirectional(CuDNNGRU(64, return_sequences=True))(x)\n",
    "x = GlobalMaxPool1D()(x)\n",
    "x = Dense(16, activation=\"relu\")(x)\n",
    "x = Dropout(0.1)(x)\n",
    "x = Dense(1, activation=\"sigmoid\")(x)\n",
    "model = Model(inputs=inp, outputs=x)\n",
    "model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])\n",
    "\n",
    "print(model.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 3812 samples, validate on 1264 samples\n",
      "Epoch 1/20\n",
      "3812/3812 [==============================] - 3s 851us/step - loss: 0.6352 - acc: 0.7917 - val_loss: 0.5749 - val_acc: 0.7983\n",
      "Epoch 2/20\n",
      "3812/3812 [==============================] - 2s 654us/step - loss: 0.5403 - acc: 0.7930 - val_loss: 0.4866 - val_acc: 0.7983\n",
      "Epoch 3/20\n",
      "3812/3812 [==============================] - 2s 655us/step - loss: 0.4889 - acc: 0.7930 - val_loss: 0.4604 - val_acc: 0.7983\n",
      "Epoch 4/20\n",
      "3812/3812 [==============================] - 3s 660us/step - loss: 0.4509 - acc: 0.7930 - val_loss: 0.4236 - val_acc: 0.7983\n",
      "Epoch 5/20\n",
      "3812/3812 [==============================] - 3s 659us/step - loss: 0.3984 - acc: 0.7933 - val_loss: 0.3583 - val_acc: 0.7983\n",
      "Epoch 6/20\n",
      "3812/3812 [==============================] - 3s 659us/step - loss: 0.3005 - acc: 0.8368 - val_loss: 0.2141 - val_acc: 0.9035\n",
      "Epoch 7/20\n",
      "3812/3812 [==============================] - 3s 658us/step - loss: 0.1443 - acc: 0.9641 - val_loss: 0.1090 - val_acc: 0.9778\n",
      "Epoch 8/20\n",
      "3812/3812 [==============================] - 3s 658us/step - loss: 0.1329 - acc: 0.9612 - val_loss: 0.1098 - val_acc: 0.9652\n",
      "Epoch 9/20\n",
      "3812/3812 [==============================] - 3s 661us/step - loss: 0.1185 - acc: 0.9599 - val_loss: 0.0956 - val_acc: 0.9715\n",
      "Epoch 10/20\n",
      "3812/3812 [==============================] - 3s 663us/step - loss: 0.0777 - acc: 0.9819 - val_loss: 0.0674 - val_acc: 0.9786\n",
      "Epoch 11/20\n",
      "3812/3812 [==============================] - 3s 672us/step - loss: 0.0345 - acc: 0.9903 - val_loss: 0.0657 - val_acc: 0.9771\n",
      "Epoch 12/20\n",
      "3812/3812 [==============================] - 3s 667us/step - loss: 0.0489 - acc: 0.9827 - val_loss: 0.0694 - val_acc: 0.9755\n",
      "Epoch 13/20\n",
      "3812/3812 [==============================] - 3s 667us/step - loss: 0.0347 - acc: 0.9937 - val_loss: 0.0585 - val_acc: 0.9739\n",
      "Epoch 14/20\n",
      "3812/3812 [==============================] - 3s 668us/step - loss: 0.0218 - acc: 0.9966 - val_loss: 0.0532 - val_acc: 0.9810\n",
      "Epoch 15/20\n",
      "3812/3812 [==============================] - 3s 667us/step - loss: 0.0140 - acc: 0.9992 - val_loss: 0.0572 - val_acc: 0.9802\n",
      "Epoch 16/20\n",
      "3812/3812 [==============================] - 3s 667us/step - loss: 0.0100 - acc: 0.9995 - val_loss: 0.0583 - val_acc: 0.9794\n",
      "Epoch 17/20\n",
      "3812/3812 [==============================] - 3s 668us/step - loss: 0.0078 - acc: 0.9995 - val_loss: 0.0585 - val_acc: 0.9794\n",
      "Epoch 18/20\n",
      "3812/3812 [==============================] - 3s 667us/step - loss: 0.0057 - acc: 0.9992 - val_loss: 0.0594 - val_acc: 0.9810\n",
      "Epoch 19/20\n",
      "3812/3812 [==============================] - 3s 667us/step - loss: 0.0052 - acc: 0.9995 - val_loss: 0.0611 - val_acc: 0.9802\n",
      "Epoch 20/20\n",
      "3812/3812 [==============================] - 3s 668us/step - loss: 0.0049 - acc: 0.9995 - val_loss: 0.0623 - val_acc: 0.9810\n"
     ]
    }
   ],
   "source": [
    "history = model.fit(x_train_features, y_train, batch_size=512, epochs=20, validation_data=(x_test_features, y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(history.history['acc'])\n",
    "plt.plot(history.history['val_acc'])\n",
    "plt.title('model accuracy')\n",
    "plt.ylabel('accuracy')\n",
    "plt.xlabel('epoch')\n",
    "plt.legend(['train', 'test'], loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Neural Network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import confusion_matrix,f1_score, precision_score,recall_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_predict  = [1 if o>0.5 else 0 for o in model.predict(x_test_features)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1001,    8],\n",
       "       [  16,  239]])"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "confusion_matrix(y_test,y_predict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "tn, fp, fn, tp = confusion_matrix(y_test,y_predict).ravel()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Precision: 96.76%\n",
      "Recall: 93.73%\n"
     ]
    }
   ],
   "source": [
    "print(\"Precision: {:.2f}%\".format(100 * precision_score(y_test, y_predict)))\n",
    "print(\"Recall: {:.2f}%\".format(100 * recall_score(y_test, y_predict)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.952191235059761"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f1_score(y_test,y_predict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.952191235059761"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f1_score(y_test,y_predict)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Error Analysis\n",
    "\n",
    "### Plot confusion matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from sklearn.metrics import confusion_matrix\n",
    "import itertools\n",
    "\n",
    "cnf_matrix = confusion_matrix(y_test,y_predict)\n",
    "\n",
    "def plot_confusion_matrix(cm, classes,\n",
    "                          normalize=False,\n",
    "                          title='Confusion matrix',\n",
    "                          cmap=plt.cm.Blues):\n",
    "    \"\"\"\n",
    "    This function prints and plots the confusion matrix.\n",
    "    Normalization can be applied by setting `normalize=True`.\n",
    "    \"\"\"\n",
    "    if normalize:\n",
    "        cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
    "        print(\"Normalized confusion matrix\")\n",
    "    else:\n",
    "        print('Confusion matrix, without normalization')\n",
    "\n",
    "    print(cm)\n",
    "\n",
    "    plt.imshow(cm, interpolation='nearest', cmap=cmap)\n",
    "    plt.title(title)\n",
    "    plt.colorbar()\n",
    "    tick_marks = np.arange(len(classes))\n",
    "    plt.xticks(tick_marks, classes, rotation=45)\n",
    "    plt.yticks(tick_marks, classes)\n",
    "\n",
    "    fmt = '.2f' if normalize else 'd'\n",
    "    thresh = cm.max() / 2.\n",
    "    for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n",
    "        plt.text(j, i, format(cm[i, j], fmt),\n",
    "                 horizontalalignment=\"center\",\n",
    "                 color=\"white\" if cm[i, j] > thresh else \"black\")\n",
    "\n",
    "    plt.ylabel('True label')\n",
    "    plt.xlabel('Predicted label')\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot normalized confusion matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Confusion matrix, without normalization\n",
      "[[1001    8]\n",
      " [  16  239]]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plot_confusion_matrix(cnf_matrix, classes=['Non Spam','Spam'], normalize=False,\n",
    "                      title='Confusion matrix')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}