01_svhn_labels.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# https://stackoverflow.com/questions/41176258/h5py-access-data-in-datasets-in-svhn\n",
    "\n",
    "import numpy as np\n",
    "import h5py\n",
    "\n",
    "def get_box_data(index, hdf5_data):\n",
    "    \"\"\"\n",
    "    get `left, top, width, height` of each picture\n",
    "    :param index:\n",
    "    :param hdf5_data:\n",
    "    :return:\n",
    "    \"\"\"\n",
    "    meta_data = dict()\n",
    "    meta_data['label'] = []\n",
    "    meta_data['top'] = []\n",
    "    meta_data['left'] = []\n",
    "    meta_data['height'] = []\n",
    "    meta_data['width'] = []\n",
    "\n",
    "    def print_attrs(name, obj):\n",
    "        vals = []\n",
    "        if obj.shape[0] == 1:\n",
    "            vals.append(obj[0][0])\n",
    "        else:\n",
    "            for k in range(obj.shape[0]):\n",
    "                vals.append(int(hdf5_data[obj[k][0]][0][0]))\n",
    "        meta_data[name] = vals\n",
    "\n",
    "    box = hdf5_data['/digitStruct/bbox'][index]\n",
    "    hdf5_data[box[0]].visititems(print_attrs)\n",
    "    return meta_data\n",
    "\n",
    "def get_name(index, hdf5_data):\n",
    "    name = hdf5_data[\"/digitStruct/name\"]\n",
    "    print(''.join([chr(v[0]) for v in hdf5_data[name[index][0]].value]))\n",
    "\n",
    "labels_file = \"train/digitStruct.mat\"\n",
    "f = h5py.File(labels_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "metadata = []\n",
    "for j in range(33402):\n",
    "    metadata.append(get_box_data(j, f))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'label': [2, 3],\n",
       " 'top': [29, 25],\n",
       " 'left': [77, 98],\n",
       " 'height': [32, 32],\n",
       " 'width': [23, 26]}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metadata[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "pickle.dump(metadata, open(\"metadata.pkl\", \"wb\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4110 5\n",
      "6738 5\n",
      "15957 5\n",
      "18262 5\n",
      "18943 5\n",
      "24040 5\n",
      "24551 5\n",
      "26698 5\n",
      "29929 6\n",
      "33228 5\n"
     ]
    }
   ],
   "source": [
    "for j, i in enumerate(range(33402)):\n",
    "    t = len(metadata[i][\"label\"])\n",
    "    if t >= 5:\n",
    "        print(j, t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_labels = []\n",
    "\n",
    "for i in range(33402):\n",
    "    t = metadata[i][\"label\"]\n",
    "    temp_label = [int(x) for x in t]\n",
    "    dt = len(temp_label) - 5\n",
    "    if dt < 0:\n",
    "        for ii in range(abs(dt)):\n",
    "            temp_label.append(11)\n",
    "    if dt > 0:\n",
    "        del temp_label[-1]\n",
    "    \n",
    "    tt = len(t) if len(t)<6 else 5\n",
    "    temp_label.append(tt)\n",
    "    final_labels.append(temp_label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " [1, 8, 11, 11, 11, 2],\n",
       " [2, 11, 11, 11, 11, 1],\n",
       " [9, 9, 11, 11, 11, 2],\n",
       " [4, 11, 11, 11, 11, 1],\n",
       " [4, 8, 11, 11, 11, 2],\n",
       " [5, 10, 11, 11, 11, 2],\n",
       " [8, 11, 11, 11, 11, 1],\n",
       " [2, 11, 11, 11, 11, 1],\n",
       " [3, 2, 11, 11, 11, 2],\n",
       " [4, 11, 11, 11, 11, 1],\n",
       " [4, 11, 11, 11, 11, 1],\n",
       " [2, 7, 4, 4, 11, 4],\n",
       " [1, 3, 8, 11, 11, 3],\n",
       " [7, 4, 10, 11, 11, 3],\n",
       " [2, 11, 11, 11, 11, 1],\n",
       " [5, 3, 11, 11, 11, 2],\n",
       " [2, 8, 11, 11, 11, 2],\n",
       " [1, 11, 11, 11, 11, 1],\n",
       " [5, 8, 11, 11, 11, 2],\n",
       " [1, 7, 11, 11, 11, 2],\n",
       " [3, 4, 11, 11, 11, 2],\n",
       " [8, 3, 10, 11, 11, 3],\n",
       " [6, 11, 11, 11, 11, 1],\n",
       " [8, 3, 11, 11, 11, 2],\n",
       " [4, 11, 11, 11, 11, 1],\n",
       " [1, 5, 11, 11, 11, 2],\n",
       " [5, 6, 11, 11, 11, 2],\n",
       " [1, 6, 11, 11, 11, 2],\n",
       " [1, 1, 11, 11, 11, 2],\n",
       " [8, 11, 11, 11, 11, 1],\n",
       " [1, 5, 11, 11, 11, 2],\n",
       " [3, 8, 11, 11, 11, 2],\n",
       " [9, 6, 11, 11, 11, 2],\n",
       " [3, 1, 5, 11, 11, 3],\n",
       " [5, 1, 11, 11, 11, 2],\n",
       " [4, 11, 11, 11, 11, 1],\n",
       " [7, 11, 11, 11, 11, 1],\n",
       " [3, 10, 11, 11, 11, 2],\n",
       " [2, 9, 11, 11, 11, 2],\n",
       " [1, 9, 1, 11, 11, 3],\n",
       " [6, 5, 8, 11, 11, 3],\n",
       " [7, 2, 11, 11, 11, 2],\n",
       " [3, 5, 5, 11, 11, 3],\n",
       " [2, 6, 1, 11, 11, 3],\n",
       " [4, 2, 11, 11, 11, 2],\n",
       " [9, 9, 5, 11, 11, 3],\n",
       " [3, 2, 11, 11, 11, 2],\n",
       " [4, 11, 11, 11, 11, 1],\n",
       " [5, 10, 11, 11, 11, 2],\n",
       " [2, 1, 11, 11, 11, 2],\n",
       " [5, 9, 11, 11, 11, 2],\n",
       " [8, 10, 10, 11, 11, 3],\n",
       " [8, 11, 11, 11, 11, 1],\n",
       " [1, 2, 9, 11, 11, 3],\n",
       " [1, 7, 9, 8, 11, 4],\n",
       " [1, 10, 4, 11, 11, 3],\n",
       " [5, 4, 11, 11, 11, 2],\n",
       " [6, 2, 11, 11, 11, 2],\n",
       " [2, 3, 11, 11, 11, 2],\n",
       " [1, 1, 6, 11, 11, 3],\n",
       " [4, 11, 11, 11, 11, 1],\n",
       " [1, 6, 5, 11, 11, 3],\n",
       " [3, 9, 8, 11, 11, 3],\n",
       " [5, 5, 11, 11, 11, 2],\n",
       " [2, 7, 10, 11, 11, 3],\n",
       " [2, 7, 11, 11, 11, 2],\n",
       " [1, 7, 11, 11, 11, 2],\n",
       " [9, 3, 11, 11, 11, 2],\n",
       " [6, 5, 11, 11, 11, 2],\n",
       " [2, 6, 11, 11, 11, 2],\n",
       " [1, 2, 3, 5, 11, 4],\n",
       " [1, 3, 11, 11, 11, 2],\n",
       " [1, 6, 11, 11, 11, 2],\n",
       " [1, 2, 7, 11, 11, 3],\n",
       " [5, 2, 11, 11, 11, 2],\n",
       " [2, 8, 11, 11, 11, 2],\n",
       " [5, 6, 11, 11, 11, 2],\n",
       " [1, 2, 11, 11, 11, 2],\n",
       " [1, 5, 7, 9, 11, 4],\n",
       " [2, 6, 4, 11, 11, 3],\n",
       " [9, 10, 11, 11, 11, 2],\n",
       " [4, 4, 11, 11, 11, 2],\n",
       " [9, 11, 11, 11, 11, 1],\n",
       " [1, 7, 11, 11, 11, 2],\n",
       " [4, 1, 11, 11, 11, 2],\n",
       " [3, 5, 11, 11, 11, 2],\n",
       " [3, 11, 11, 11, 11, 1],\n",
       " [3, 3, 10, 11, 11, 3],\n",
       " [4, 11, 11, 11, 11, 1],\n",
       " [1, 11, 11, 11, 11, 1],\n",
       " [9, 3, 11, 11, 11, 2],\n",
       " [1, 2, 11, 11, 11, 2],\n",
       " [10, 11, 11, 11, 11, 1],\n",
       " [1, 2, 1, 11, 11, 3],\n",
       " [6, 3, 11, 11, 11, 2],\n",
       " [3, 7, 11, 11, 11, 2],\n",
       " [5, 8, 11, 11, 11, 2],\n",
       " [6, 7, 11, 11, 11, 2],\n",
       " [1, 7, 11, 11, 11, 2],\n",
       " [1, 9, 2, 11, 11, 3],\n",
       " [1, 11, 11, 11, 11, 1],\n",
       " [7, 8, 11, 11, 11, 2],\n",
       " [2, 2, 11, 11, 11, 2],\n",
       " [1, 10, 11, 11, 11, 2],\n",
       " [2, 1, 3, 11, 11, 3],\n",
       " [6, 11, 11, 11, 11, 1],\n",
       " [5, 3, 11, 11, 11, 2],\n",
       " [3, 10, 11, 11, 11, 2],\n",
       " [4, 4, 3, 11, 11, 3],\n",
       " [6, 4, 11, 11, 11, 2],\n",
       " [4, 4, 5, 11, 11, 3],\n",
       " [5, 2, 11, 11, 11, 2],\n",
       " [1, 5, 6, 11, 11, 3],\n",
       " [5, 3, 11, 11, 11, 2],\n",
       " [2, 3, 11, 11, 11, 2],\n",
       " [8, 6, 10, 11, 11, 3],\n",
       " [1, 10, 10, 11, 11, 3],\n",
       " [5, 6, 10, 11, 11, 3],\n",
       " [1, 11, 11, 11, 11, 1],\n",
       " [5, 2, 11, 11, 11, 2],\n",
       " [5, 4, 11, 11, 11, 2],\n",
       " [2, 1, 11, 11, 11, 2],\n",
       " [5, 10, 11, 11, 11, 2],\n",
       " [2, 7, 3, 1, 11, 4],\n",
       " [1, 5, 11, 11, 11, 2],\n",
       " [3, 5, 11, 11, 11, 2],\n",
       " [8, 11, 11, 11, 11, 1],\n",
       " [2, 2, 11, 11, 11, 2],\n",
       " [2, 1, 11, 11, 11, 2],\n",
       " [5, 5, 11, 11, 11, 2],\n",
       " [3, 9, 11, 11, 11, 2],\n",
       " [4, 1, 11, 11, 11, 2],\n",
       " [2, 3, 6, 7, 11, 4],\n",
       " [1, 10, 6, 11, 11, 3],\n",
       " [1, 9, 8, 3, 11, 4],\n",
       " [3, 1, 10, 6, 11, 4],\n",
       " [3, 2, 11, 11, 11, 2],\n",
       " [3, 10, 11, 11, 11, 2],\n",
       " [2, 8, 6, 11, 11, 3],\n",
       " [5, 8, 3, 11, 11, 3],\n",
       " [1, 5, 1, 4, 11, 4],\n",
       " [2, 5, 11, 11, 11, 2],\n",
       " [1, 1, 3, 11, 11, 3],\n",
       " [3, 10, 3, 11, 11, 3],\n",
       " [1, 9, 11, 11, 11, 2],\n",
       " [4, 11, 11, 11, 11, 1],\n",
       " [9, 7, 11, 11, 11, 2],\n",
       " [4, 11, 11, 11, 11, 1],\n",
       " [4, 1, 11, 11, 11, 2],\n",
       " [2, 11, 11, 11, 11, 1],\n",
       " [3, 11, 11, 11, 11, 1],\n",
       " [6, 11, 11, 11, 11, 1],\n",
       " [1, 3, 8, 11, 11, 3],\n",
       " [3, 7, 11, 11, 11, 2],\n",
       " [7, 1, 11, 11, 11, 2],\n",
       " [4, 1, 10, 11, 11, 3],\n",
       " [1, 1, 11, 11, 11, 2],\n",
       " [1, 5, 11, 11, 11, 2],\n",
       " [6, 6, 10, 11, 11, 3],\n",
       " [5, 8, 11, 11, 11, 2],\n",
       " [8, 10, 11, 11, 11, 2],\n",
       " [1, 9, 2, 11, 11, 3],\n",
       " [9, 8, 11, 11, 11, 2],\n",
       " [2, 7, 11, 11, 11, 2],\n",
       " [3, 7, 10, 11, 11, 3],\n",
       " [8, 11, 11, 11, 11, 1],\n",
       " [1, 10, 1, 10, 11, 4],\n",
       " [2, 8, 4, 11, 11, 3],\n",
       " [7, 7, 11, 11, 11, 2],\n",
       " [4, 10, 11, 11, 11, 2],\n",
       " [4, 6, 11, 11, 11, 2],\n",
       " [1, 2, 4, 11, 11, 3],\n",
       " [2, 7, 11, 11, 11, 2],\n",
       " [3, 3, 11, 11, 11, 2],\n",
       " [1, 1, 11, 11, 11, 2],\n",
       " [1, 1, 11, 11, 11, 2],\n",
       " [4, 1, 11, 11, 11, 2],\n",
       " [1, 10, 11, 11, 11, 2],\n",
       " [1, 4, 1, 11, 11, 3],\n",
       " [2, 11, 11, 11, 11, 1],\n",
       " [2, 3, 11, 11, 11, 2],\n",
       " [2, 11, 11, 11, 11, 1],\n",
       " [6, 11, 11, 11, 11, 1],\n",
       " [6, 3, 11, 11, 11, 2],\n",
       " [4, 8, 11, 11, 11, 2],\n",
       " [3, 8, 11, 11, 11, 2],\n",
       " [6, 4, 5, 11, 11, 3],\n",
       " [1, 9, 7, 11, 11, 3],\n",
       " [3, 1, 11, 11, 11, 2],\n",
       " [4, 11, 11, 11, 11, 1],\n",
       " [2, 4, 2, 1, 11, 4],\n",
       " [3, 3, 11, 11, 11, 2],\n",
       " [5, 10, 11, 11, 11, 2],\n",
       " [5, 1, 11, 11, 11, 2],\n",
       " [1, 9, 1, 11, 11, 3],\n",
       " [4, 11, 11, 11, 11, 1],\n",
       " [5, 1, 11, 11, 11, 2],\n",
       " [1, 1, 7, 11, 11, 3],\n",
       " [1, 10, 11, 11, 11, 2],\n",
       " [1, 2, 11, 11, 11, 2],\n",
       " [7, 11, 11, 11, 11, 1],\n",
       " [3, 1, 6, 11, 11, 3],\n",
       " [1, 6, 4, 11, 11, 3],\n",
       " [1, 7, 11, 11, 11, 2],\n",
       " [1, 4, 4, 11, 11, 3],\n",
       " [3, 3, 11, 11, 11, 2],\n",
       " [3, 10, 11, 11, 11, 2],\n",
       " [4, 7, 11, 11, 11, 2],\n",
       " [3, 1, 11, 11, 11, 2],\n",
       " [2, 11, 11, 11, 11, 1],\n",
       " [1, 10, 7, 11, 11, 3],\n",
       " [8, 1, 11, 11, 11, 2],\n",
       " [6, 11, 11, 11, 11, 1],\n",
       " [1, 3, 5, 11, 11, 3],\n",
       " [2, 7, 11, 11, 11, 2],\n",
       " [1, 2, 11, 11, 11, 2],\n",
       " [4, 11, 11, 11, 11, 1],\n",
       " [2, 6, 11, 11, 11, 2],\n",
       " [3, 3, 4, 11, 11, 3],\n",
       " [2, 9, 11, 11, 11, 2],\n",
       " [1, 2, 2, 11, 11, 3],\n",
       " [6, 1, 11, 11, 11, 2],\n",
       " [1, 10, 11, 11, 11, 2],\n",
       " [5, 11, 11, 11, 11, 1],\n",
       " [2, 3, 11, 11, 11, 2],\n",
       " [2, 3, 3, 4, 11, 4],\n",
       " [1, 6, 6, 11, 11, 3],\n",
       " [1, 4, 11, 11, 11, 2],\n",
       " [3, 6, 11, 11, 11, 2],\n",
       " [1, 5, 11, 11, 11, 2],\n",
       " [3, 1, 11, 11, 11, 2],\n",
       " [7, 1, 11, 11, 11, 2],\n",
       " [1, 2, 1, 11, 11, 3],\n",
       " [3, 9, 11, 11, 11, 2],\n",
       " [2, 8, 1, 11, 11, 3],\n",
       " [2, 11, 11, 11, 11, 1],\n",
       " [7, 11, 11, 11, 11, 1],\n",
       " [1, 5, 5, 4, 11, 4],\n",
       " [2, 2, 11, 11, 11, 2],\n",
       " [1, 4, 11, 11, 11, 2],\n",
       " [1, 8, 3, 11, 11, 3],\n",
       " [9, 2, 11, 11, 11, 2],\n",
       " [2, 11, 11, 11, 11, 1],\n",
       " [2, 8, 11, 11, 11, 2],\n",
       " [4, 10, 11, 11, 11, 2],\n",
       " [7, 11, 11, 11, 11, 1],\n",
       " [9, 11, 11, 11, 11, 1],\n",
       " [7, 9, 11, 11, 11, 2],\n",
       " [4, 1, 11, 11, 11, 2],\n",
       " [4, 3, 11, 11, 11, 2],\n",
       " [4, 6, 11, 11, 11, 2],\n",
       " [2, 11, 11, 11, 11, 1],\n",
       " [9, 1, 11, 11, 11, 2],\n",
       " [1, 3, 11, 11, 11, 2],\n",
       " [2, 8, 11, 11, 11, 2],\n",
       " [1, 10, 2, 11, 11, 3],\n",
       " [6, 8, 3, 11, 11, 3],\n",
       " [3, 1, 11, 11, 11, 2],\n",
       " [1, 10, 11, 11, 11, 2],\n",
       " [2, 6, 11, 11, 11, 2],\n",
       " [1, 1, 11, 11, 11, 2],\n",
       " [2, 3, 11, 11, 11, 2],\n",
       " [4, 3, 11, 11, 11, 2],\n",
       " [2, 3, 4, 11, 11, 3],\n",
       " [2, 9, 6, 11, 11, 3],\n",
       " [8, 3, 11, 11, 11, 2],\n",
       " [8, 11, 11, 11, 11, 1],\n",
       " [1, 2, 11, 11, 11, 2],\n",
       " [2, 2, 10, 11, 11, 3],\n",
       " [2, 9, 1, 10, 11, 4],\n",
       " [4, 9, 11, 11, 11, 2],\n",
       " [4, 7, 3, 11, 11, 3],\n",
       " [2, 6, 6, 11, 11, 3],\n",
       " [5, 11, 11, 11, 11, 1],\n",
       " [7, 11, 11, 11, 11, 1],\n",
       " [2, 8, 11, 11, 11, 2],\n",
       " [3, 2, 6, 11, 11, 3],\n",
       " [3, 11, 11, 11, 11, 1],\n",
       " [4, 6, 11, 11, 11, 2],\n",
       " [6, 10, 11, 11, 11, 2],\n",
       " [3, 3, 11, 11, 11, 2],\n",
       " [9, 11, 11, 11, 11, 1],\n",
       " [2, 1, 1, 8, 11, 4],\n",
       " [2, 5, 11, 11, 11, 2],\n",
       " [6, 5, 8, 11, 11, 3],\n",
       " [2, 4, 11, 11, 11, 2],\n",
       " [1, 6, 11, 11, 11, 2],\n",
       " [2, 3, 4, 11, 11, 3],\n",
       " [8, 11, 11, 11, 11, 1],\n",
       " [1, 9, 11, 11, 11, 2],\n",
       " [6, 11, 11, 11, 11, 1],\n",
       " [1, 7, 4, 11, 11, 3],\n",
       " [5, 8, 8, 11, 11, 3],\n",
       " [5, 11, 11, 11, 11, 1],\n",
       " [1, 1, 5, 11, 11, 3],\n",
       " [1, 5, 10, 11, 11, 3],\n",
       " [4, 7, 11, 11, 11, 2],\n",
       " [4, 5, 11, 11, 11, 2],\n",
       " [2, 11, 11, 11, 11, 1],\n",
       " [1, 5, 4, 11, 11, 3],\n",
       " [9, 1, 11, 11, 11, 2],\n",
       " [1, 5, 10, 11, 11, 3],\n",
       " [4, 7, 11, 11, 11, 2],\n",
       " [2, 4, 11, 11, 11, 2],\n",
       " [4, 1, 11, 11, 11, 2],\n",
       " [2, 5, 11, 11, 11, 2],\n",
       " [4, 10, 11, 11, 11, 2],\n",
       " [9, 5, 4, 11, 11, 3],\n",
       " [5, 7, 11, 11, 11, 2],\n",
       " [5, 3, 11, 11, 11, 2],\n",
       " [4, 8, 11, 11, 11, 2],\n",
       " [1, 4, 4, 4, 11, 4],\n",
       " [6, 4, 6, 11, 11, 3],\n",
       " [5, 6, 11, 11, 11, 2],\n",
       " [5, 2, 3, 11, 11, 3],\n",
       " [5, 10, 11, 11, 11, 2],\n",
       " [2, 5, 10, 11, 11, 3],\n",
       " [8, 11, 11, 11, 11, 1],\n",
       " [2, 4, 2, 11, 11, 3],\n",
       " [8, 7, 11, 11, 11, 2],\n",
       " [2, 2, 11, 11, 11, 2],\n",
       " [4, 2, 5, 11, 11, 3],\n",
       " [5, 3, 4, 11, 11, 3],\n",
       " [1, 6, 4, 11, 11, 3],\n",
       " [1, 8, 11, 11, 11, 2],\n",
       " [7, 2, 11, 11, 11, 2],\n",
       " [3, 6, 11, 11, 11, 2],\n",
       " [1, 1, 4, 11, 11, 3],\n",
       " [1, 2, 1, 11, 11, 3],\n",
       " [1, 1, 9, 11, 11, 3],\n",
       " [3, 3, 11, 11, 11, 2],\n",
       " [5, 5, 11, 11, 11, 2],\n",
       " [1, 5, 11, 11, 11, 2],\n",
       " [3, 6, 11, 11, 11, 2],\n",
       " [1, 6, 2, 11, 11, 3],\n",
       " [6, 3, 11, 11, 11, 2],\n",
       " [1, 1, 4, 11, 11, 3],\n",
       " [1, 10, 11, 11, 11, 2],\n",
       " [1, 1, 5, 11, 11, 3],\n",
       " [7, 11, 11, 11, 11, 1],\n",
       " [4, 9, 11, 11, 11, 2],\n",
       " [1, 11, 11, 11, 11, 1],\n",
       " [2, 5, 11, 11, 11, 2],\n",
       " [2, 1, 11, 11, 11, 2],\n",
       " [1, 5, 4, 11, 11, 3],\n",
       " [1, 1, 11, 11, 11, 2],\n",
       " [1, 5, 11, 11, 11, 2],\n",
       " [7, 1, 3, 11, 11, 3],\n",
       " [1, 9, 8, 11, 11, 3],\n",
       " [5, 5, 11, 11, 11, 2],\n",
       " [3, 5, 11, 11, 11, 2],\n",
       " [2, 2, 11, 11, 11, 2],\n",
       " [7, 2, 11, 11, 11, 2],\n",
       " [5, 8, 11, 11, 11, 2],\n",
       " [1, 9, 11, 11, 11, 2],\n",
       " [1, 7, 11, 11, 11, 2],\n",
       " [1, 10, 4, 4, 11, 4],\n",
       " [9, 8, 11, 11, 11, 2],\n",
       " [1, 11, 11, 11, 11, 1],\n",
       " [1, 11, 11, 11, 11, 1],\n",
       " [7, 11, 11, 11, 11, 1],\n",
       " [5, 3, 11, 11, 11, 2],\n",
       " [10, 4, 8, 11, 11, 3],\n",
       " [2, 9, 11, 11, 11, 2],\n",
       " [2, 10, 4, 11, 11, 3],\n",
       " [9, 10, 11, 11, 11, 2],\n",
       " [2, 5, 10, 11, 11, 3],\n",
       " [1, 6, 1, 11, 11, 3],\n",
       " [10, 10, 11, 11, 11, 2],\n",
       " [7, 11, 11, 11, 11, 1],\n",
       " [4, 11, 11, 11, 11, 1],\n",
       " [4, 8, 11, 11, 11, 2],\n",
       " [3, 10, 11, 11, 11, 2],\n",
       " [2, 9, 11, 11, 11, 2],\n",
       " [5, 1, 11, 11, 11, 2],\n",
       " [2, 11, 11, 11, 11, 1],\n",
       " [3, 8, 5, 11, 11, 3],\n",
       " [7, 2, 11, 11, 11, 2],\n",
       " [4, 11, 11, 11, 11, 1],\n",
       " [3, 11, 11, 11, 11, 1],\n",
       " [4, 3, 7, 11, 11, 3],\n",
       " [1, 6, 11, 11, 11, 2],\n",
       " [2, 7, 11, 11, 11, 2],\n",
       " [1, 5, 8, 11, 11, 3],\n",
       " [6, 8, 11, 11, 11, 2],\n",
       " [1, 1, 4, 11, 11, 3],\n",
       " [9, 11, 11, 11, 11, 1],\n",
       " [1, 8, 11, 11, 11, 2],\n",
       " [2, 6, 4, 11, 11, 3],\n",
       " [2, 2, 6, 7, 11, 4],\n",
       " [1, 3, 11, 11, 11, 2],\n",
       " [5, 6, 11, 11, 11, 2],\n",
       " [4, 11, 11, 11, 11, 1],\n",
       " [7, 3, 11, 11, 11, 2],\n",
       " [1, 6, 3, 11, 11, 3],\n",
       " [2, 4, 11, 11, 11, 2],\n",
       " [6, 7, 11, 11, 11, 2],\n",
       " [8, 5, 11, 11, 11, 2],\n",
       " [8, 1, 11, 11, 11, 2],\n",
       " [9, 2, 11, 11, 11, 2],\n",
       " [3, 5, 5, 11, 11, 3],\n",
       " [1, 11, 11, 11, 11, 1],\n",
       " [3, 6, 11, 11, 11, 2],\n",
       " [1, 5, 11, 11, 11, 2],\n",
       " [7, 2, 11, 11, 11, 2],\n",
       " [4, 4, 11, 11, 11, 2],\n",
       " [1, 10, 11, 11, 11, 2],\n",
       " [6, 10, 10, 10, 11, 4],\n",
       " [4, 3, 11, 11, 11, 2],\n",
       " [6, 11, 11, 11, 11, 1],\n",
       " [3, 3, 11, 11, 11, 2],\n",
       " [1, 6, 11, 11, 11, 2],\n",
       " [6, 11, 11, 11, 11, 1],\n",
       " [3, 2, 1, 11, 11, 3],\n",
       " [1, 11, 11, 11, 11, 1],\n",
       " [1, 1, 11, 11, 11, 2],\n",
       " [1, 8, 1, 11, 11, 3],\n",
       " [1, 5, 11, 11, 11, 2],\n",
       " [1, 11, 11, 11, 11, 1],\n",
       " [2, 4, 11, 11, 11, 2],\n",
       " [3, 11, 11, 11, 11, 1],\n",
       " [9, 6, 6, 11, 11, 3],\n",
       " [6, 7, 11, 11, 11, 2],\n",
       " [5, 8, 11, 11, 11, 2],\n",
       " [1, 3, 5, 4, 11, 4],\n",
       " [4, 9, 11, 11, 11, 2],\n",
       " [2, 8, 11, 11, 11, 2],\n",
       " [3, 11, 11, 11, 11, 1],\n",
       " [2, 5, 8, 11, 11, 3],\n",
       " [5, 11, 11, 11, 11, 1],\n",
       " [3, 11, 11, 11, 11, 1],\n",
       " [5, 4, 11, 11, 11, 2],\n",
       " [2, 1, 11, 11, 11, 2],\n",
       " [3, 3, 11, 11, 11, 2],\n",
       " [6, 8, 10, 11, 11, 3],\n",
       " [6, 2, 11, 11, 11, 2],\n",
       " [9, 7, 11, 11, 11, 2],\n",
       " [5, 4, 11, 11, 11, 2],\n",
       " [2, 1, 11, 11, 11, 2],\n",
       " [9, 9, 11, 11, 11, 2],\n",
       " [2, 4, 7, 5, 11, 4],\n",
       " [5, 5, 11, 11, 11, 2],\n",
       " [1, 9, 11, 11, 11, 2],\n",
       " [2, 3, 3, 11, 11, 3],\n",
       " [7, 2, 11, 11, 11, 2],\n",
       " [8, 2, 11, 11, 11, 2],\n",
       " [1, 2, 4, 11, 11, 3],\n",
       " [5, 8, 11, 11, 11, 2],\n",
       " [6, 6, 11, 11, 11, 2],\n",
       " [9, 11, 11, 11, 11, 1],\n",
       " [4, 3, 7, 11, 11, 3],\n",
       " [4, 10, 11, 11, 11, 2],\n",
       " [4, 8, 11, 11, 11, 2],\n",
       " [5, 5, 11, 11, 11, 2],\n",
       " [6, 2, 11, 11, 11, 2],\n",
       " [9, 11, 11, 11, 11, 1],\n",
       " [1, 7, 1, 11, 11, 3],\n",
       " [1, 3, 7, 11, 11, 3],\n",
       " [5, 4, 11, 11, 11, 2],\n",
       " [1, 9, 11, 11, 11, 2],\n",
       " [1, 5, 4, 11, 11, 3],\n",
       " [1, 4, 11, 11, 11, 2],\n",
       " [1, 3, 11, 11, 11, 2],\n",
       " [7, 1, 11, 11, 11, 2],\n",
       " [1, 8, 8, 11, 11, 3],\n",
       " [7, 6, 11, 11, 11, 2],\n",
       " [3, 4, 9, 11, 11, 3],\n",
       " [2, 10, 11, 11, 11, 2],\n",
       " [1, 10, 11, 11, 11, 2],\n",
       " [4, 1, 11, 11, 11, 2],\n",
       " [2, 7, 11, 11, 11, 2],\n",
       " [3, 6, 5, 11, 11, 3],\n",
       " [3, 11, 11, 11, 11, 1],\n",
       " [6, 2, 11, 11, 11, 2],\n",
       " [5, 5, 3, 11, 11, 3],\n",
       " [4, 5, 11, 11, 11, 2],\n",
       " [2, 9, 11, 11, 11, 2],\n",
       " [9, 2, 11, 11, 11, 2],\n",
       " [1, 7, 11, 11, 11, 2],\n",
       " [1, 9, 11, 11, 11, 2],\n",
       " [6, 7, 11, 11, 11, 2],\n",
       " [8, 3, 11, 11, 11, 2],\n",
       " [5, 3, 1, 11, 11, 3],\n",
       " [1, 3, 11, 11, 11, 2],\n",
       " [3, 11, 11, 11, 11, 1],\n",
       " [6, 11, 11, 11, 11, 1],\n",
       " [1, 10, 11, 11, 11, 2],\n",
       " [7, 10, 11, 11, 11, 2],\n",
       " [2, 5, 7, 11, 11, 3],\n",
       " [6, 8, 11, 11, 11, 2],\n",
       " [2, 5, 10, 10, 11, 4],\n",
       " [2, 11, 11, 11, 11, 1],\n",
       " [1, 5, 11, 11, 11, 2],\n",
       " [1, 5, 8, 11, 11, 3],\n",
       " [6, 1, 11, 11, 11, 2],\n",
       " [3, 8, 11, 11, 11, 2],\n",
       " [2, 8, 3, 7, 11, 4],\n",
       " [4, 9, 11, 11, 11, 2],\n",
       " [4, 2, 11, 11, 11, 2],\n",
       " [7, 5, 11, 11, 11, 2],\n",
       " [1, 1, 11, 11, 11, 2],\n",
       " [5, 8, 11, 11, 11, 2],\n",
       " [6, 10, 11, 11, 11, 2],\n",
       " [3, 2, 11, 11, 11, 2],\n",
       " [4, 7, 11, 11, 11, 2],\n",
       " [4, 2, 11, 11, 11, 2],\n",
       " [3, 7, 11, 11, 11, 2],\n",
       " [6, 10, 11, 11, 11, 2],\n",
       " [4, 10, 11, 11, 11, 2],\n",
       " [4, 1, 11, 11, 11, 2],\n",
       " [1, 1, 9, 11, 11, 3],\n",
       " [1, 3, 11, 11, 11, 2],\n",
       " [2, 7, 11, 11, 11, 2],\n",
       " [1, 10, 9, 11, 11, 3],\n",
       " [1, 7, 8, 11, 11, 3],\n",
       " [8, 3, 11, 11, 11, 2],\n",
       " [4, 5, 11, 11, 11, 2],\n",
       " [2, 7, 11, 11, 11, 2],\n",
       " [2, 11, 11, 11, 11, 1],\n",
       " [5, 1, 11, 11, 11, 2],\n",
       " [1, 5, 11, 11, 11, 2],\n",
       " [1, 10, 8, 11, 11, 3],\n",
       " [2, 11, 11, 11, 11, 1],\n",
       " [2, 9, 10, 11, 11, 3],\n",
       " [1, 6, 10, 11, 11, 3],\n",
       " [2, 6, 5, 11, 11, 3],\n",
       " [5, 10, 11, 11, 11, 2],\n",
       " [1, 1, 9, 11, 11, 3],\n",
       " [2, 3, 1, 11, 11, 3],\n",
       " [5, 7, 11, 11, 11, 2],\n",
       " [6, 11, 11, 11, 11, 1],\n",
       " [7, 4, 5, 11, 11, 3],\n",
       " [1, 5, 11, 11, 11, 2],\n",
       " [1, 5, 7, 11, 11, 3],\n",
       " [3, 5, 8, 11, 11, 3],\n",
       " [9, 4, 11, 11, 11, 2],\n",
       " [5, 4, 3, 11, 11, 3],\n",
       " [2, 7, 11, 11, 11, 2],\n",
       " [3, 3, 1, 5, 11, 4],\n",
       " [2, 9, 11, 11, 11, 2],\n",
       " [5, 10, 11, 11, 11, 2],\n",
       " [1, 2, 11, 11, 11, 2],\n",
       " [1, 9, 11, 11, 11, 2],\n",
       " [3, 9, 11, 11, 11, 2],\n",
       " [2, 4, 11, 11, 11, 2],\n",
       " [1, 1, 11, 11, 11, 2],\n",
       " [2, 11, 11, 11, 11, 1],\n",
       " [6, 10, 11, 11, 11, 2],\n",
       " [1, 4, 4, 11, 11, 3],\n",
       " [5, 7, 11, 11, 11, 2],\n",
       " [3, 3, 11, 11, 11, 2],\n",
       " [2, 8, 11, 11, 11, 2],\n",
       " [4, 9, 11, 11, 11, 2],\n",
       " [1, 6, 4, 11, 11, 3],\n",
       " [1, 5, 11, 11, 11, 2],\n",
       " [2, 3, 11, 11, 11, 2],\n",
       " [1, 8, 11, 11, 11, 2],\n",
       " [6, 5, 11, 11, 11, 2],\n",
       " [1, 4, 9, 11, 11, 3],\n",
       " [1, 4, 11, 11, 11, 2],\n",
       " [7, 10, 11, 11, 11, 2],\n",
       " [1, 5, 9, 11, 11, 3],\n",
       " [4, 1, 10, 11, 11, 3],\n",
       " [8, 9, 11, 11, 11, 2],\n",
       " [9, 11, 11, 11, 11, 1],\n",
       " [3, 4, 11, 11, 11, 2],\n",
       " [3, 2, 11, 11, 11, 2],\n",
       " [4, 7, 11, 11, 11, 2],\n",
       " [4, 5, 11, 11, 11, 2],\n",
       " [1, 5, 11, 11, 11, 2],\n",
       " [1, 2, 1, 11, 11, 3],\n",
       " [6, 8, 11, 11, 11, 2],\n",
       " [4, 1, 11, 11, 11, 2],\n",
       " [2, 9, 11, 11, 11, 2],\n",
       " [5, 11, 11, 11, 11, 1],\n",
       " [6, 11, 11, 11, 11, 1],\n",
       " [2, 9, 1, 11, 11, 3],\n",
       " [1, 5, 11, 11, 11, 2],\n",
       " [2, 11, 11, 11, 11, 1],\n",
       " [1, 3, 11, 11, 11, 2],\n",
       " [3, 10, 11, 11, 11, 2],\n",
       " [2, 4, 11, 11, 11, 2],\n",
       " [1, 10, 11, 11, 11, 2],\n",
       " [4, 7, 5, 11, 11, 3],\n",
       " [9, 11, 11, 11, 11, 1],\n",
       " [2, 6, 11, 11, 11, 2],\n",
       " [1, 2, 11, 11, 11, 2],\n",
       " [1, 1, 11, 11, 11, 2],\n",
       " [1, 2, 4, 11, 11, 3],\n",
       " [4, 11, 11, 11, 11, 1],\n",
       " [4, 7, 11, 11, 11, 2],\n",
       " [6, 7, 11, 11, 11, 2],\n",
       " [2, 3, 7, 11, 11, 3],\n",
       " [3, 10, 11, 11, 11, 2],\n",
       " [2, 5, 7, 9, 11, 4],\n",
       " [1, 4, 11, 11, 11, 2],\n",
       " [1, 10, 1, 11, 11, 3],\n",
       " [1, 3, 11, 11, 11, 2],\n",
       " [1, 7, 11, 11, 11, 2],\n",
       " [5, 10, 11, 11, 11, 2],\n",
       " [7, 2, 11, 11, 11, 2],\n",
       " [5, 11, 11, 11, 11, 1],\n",
       " [4, 1, 11, 11, 11, 2],\n",
       " [9, 4, 6, 11, 11, 3],\n",
       " [5, 10, 11, 11, 11, 2],\n",
       " [1, 6, 7, 11, 11, 3],\n",
       " [1, 9, 11, 11, 11, 2],\n",
       " [2, 6, 1, 11, 11, 3],\n",
       " [9, 9, 11, 11, 11, 2],\n",
       " [6, 9, 11, 11, 11, 2],\n",
       " [2, 8, 1, 11, 11, 3],\n",
       " [8, 3, 11, 11, 11, 2],\n",
       " [3, 4, 10, 11, 11, 3],\n",
       " [2, 10, 10, 11, 11, 3],\n",
       " [7, 4, 11, 11, 11, 2],\n",
       " [7, 1, 11, 11, 11, 2],\n",
       " [4, 7, 11, 11, 11, 2],\n",
       " [4, 7, 11, 11, 11, 2],\n",
       " [3, 11, 11, 11, 11, 1],\n",
       " [3, 10, 11, 11, 11, 2],\n",
       " [3, 5, 11, 11, 11, 2],\n",
       " [7, 1, 11, 11, 11, 2],\n",
       " [1, 1, 11, 11, 11, 2],\n",
       " [9, 4, 11, 11, 11, 2],\n",
       " [2, 1, 11, 11, 11, 2],\n",
       " [5, 9, 11, 11, 11, 2],\n",
       " [3, 3, 1, 5, 11, 4],\n",
       " [8, 11, 11, 11, 11, 1],\n",
       " [2, 8, 11, 11, 11, 2],\n",
       " [2, 5, 11, 11, 11, 2],\n",
       " [2, 3, 8, 11, 11, 3],\n",
       " [4, 9, 11, 11, 11, 2],\n",
       " [6, 10, 11, 11, 11, 2],\n",
       " [5, 3, 11, 11, 11, 2],\n",
       " [1, 2, 7, 11, 11, 3],\n",
       " [1, 5, 6, 1, 11, 4],\n",
       " [7, 10, 11, 11, 11, 2],\n",
       " [1, 9, 11, 11, 11, 2],\n",
       " [2, 2, 11, 11, 11, 2],\n",
       " [1, 5, 6, 11, 11, 3],\n",
       " [3, 4, 11, 11, 11, 2],\n",
       " [3, 9, 11, 11, 11, 2],\n",
       " [2, 1, 5, 11, 11, 3],\n",
       " [5, 2, 11, 11, 11, 2],\n",
       " [2, 7, 11, 11, 11, 2],\n",
       " [2, 11, 11, 11, 11, 1],\n",
       " [1, 8, 4, 11, 11, 3],\n",
       " [3, 7, 9, 11, 11, 3],\n",
       " [2, 5, 3, 11, 11, 3],\n",
       " [2, 11, 11, 11, 11, 1],\n",
       " [3, 11, 11, 11, 11, 1],\n",
       " [1, 8, 7, 11, 11, 3],\n",
       " [4, 11, 11, 11, 11, 1],\n",
       " [3, 5, 11, 11, 11, 2],\n",
       " [7, 4, 11, 11, 11, 2],\n",
       " [3, 7, 11, 11, 11, 2],\n",
       " [3, 1, 11, 11, 11, 2],\n",
       " [2, 10, 1, 11, 11, 3],\n",
       " [1, 3, 11, 11, 11, 2],\n",
       " ...]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "y = np.array(final_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "y[y==10] = 0\n",
    "y[y==11] = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(33402, 6)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1,  9, 10, 10, 10,  2],\n",
       "       [ 2,  3, 10, 10, 10,  2],\n",
       "       [ 2,  5, 10, 10, 10,  2],\n",
       "       [ 9,  3, 10, 10, 10,  2],\n",
       "       [ 3,  1, 10, 10, 10,  2],\n",
       "       [ 3,  3, 10, 10, 10,  2],\n",
       "       [ 2,  8, 10, 10, 10,  2],\n",
       "       [ 7,  4,  4, 10, 10,  3],\n",
       "       [ 1,  2,  8, 10, 10,  3],\n",
       "       [ 1,  6, 10, 10, 10,  2],\n",
       "       [ 2,  3, 10, 10, 10,  2],\n",
       "       [ 6,  3, 10, 10, 10,  2],\n",
       "       [ 4,  2, 10, 10, 10,  2],\n",
       "       [ 5,  8, 10, 10, 10,  2],\n",
       "       [ 1,  6, 10, 10, 10,  2],\n",
       "       [ 2,  3, 10, 10, 10,  2],\n",
       "       [ 7,  9, 10, 10, 10,  2],\n",
       "       [ 5,  3, 10, 10, 10,  2],\n",
       "       [ 2,  2,  2, 10, 10,  3],\n",
       "       [ 6,  2, 10, 10, 10,  2],\n",
       "       [ 2, 10, 10, 10, 10,  1],\n",
       "       [ 5,  1,  5, 10, 10,  3],\n",
       "       [ 4,  7, 10, 10, 10,  2],\n",
       "       [ 8,  9, 10, 10, 10,  2],\n",
       "       [ 6,  0,  1, 10, 10,  3],\n",
       "       [ 2,  4, 10, 10, 10,  2],\n",
       "       [ 5,  6, 10, 10, 10,  2],\n",
       "       [ 5,  2, 10, 10, 10,  2],\n",
       "       [ 1,  3,  2, 10, 10,  3],\n",
       "       [ 1,  4, 10, 10, 10,  2]])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y[:30]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle.dump(y, open(\"svhn_labels.pkl\", \"wb\"))"
   ]
  }
 ],
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