Pandas file read and write operation.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pandas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# file Read Write operation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "np.set_printoptions(precision=4)  # These options determine the way floating point numbers, \n",
    "                                  # arrays and other NumPy objects are displayed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.options.display.max_rows = 10  # when we do read operation pandas first read complete data in memory\n",
    "\n",
    "# to avoid that use display.max_rows option\n",
    "# now it will not read complete data into main memory from disk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.5444 0.6165 0.7149 0.8859 0.3553 0.1824 0.057  0.6683 0.1533 0.0904]\n"
     ]
    }
   ],
   "source": [
    "x=np.random.random(10)   # np.random.random generate random no between o to 1\n",
    "print(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1.5e-10 1.5e+00 1.5e+03]\n"
     ]
    }
   ],
   "source": [
    "y=np.array([1.5e-10,1.5,1500])\n",
    "print(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[   0.     1.5 1500. ]\n"
     ]
    }
   ],
   "source": [
    "np.set_printoptions(suppress=True)\n",
    "print(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>a</th>\n",
       "      <th>b</th>\n",
       "      <th>c</th>\n",
       "      <th>d</th>\n",
       "      <th>message</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>hello</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>world</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>foo</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   a   b   c   d message\n",
       "0  1   2   3   4   hello\n",
       "1  5   6   7   8   world\n",
       "2  9  10  11  12     foo"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "draft1 = pd.read_csv('/Users/vernika/Downloads/examples/ex1.csv')    # Supply the file name (path)\n",
    "\n",
    "draft1.head(4)      "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>test</th>\n",
       "      <th>test</th>\n",
       "      <th>test.1</th>\n",
       "      <th>test.2</th>\n",
       "      <th>test.3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>sudh</th>\n",
       "      <td>sudh</td>\n",
       "      <td>sudh</td>\n",
       "      <td>sudh</td>\n",
       "      <td>sudh</td>\n",
       "      <td>sudh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kumar</th>\n",
       "      <td>kumar</td>\n",
       "      <td>kumar</td>\n",
       "      <td>kumar</td>\n",
       "      <td>kumar</td>\n",
       "      <td>kumar</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        test   test test.1 test.2 test.3\n",
       "sudh    sudh   sudh   sudh   sudh   sudh\n",
       "kumar  kumar  kumar  kumar  kumar  kumar"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "draft2 = pd.read_table('/Users/vernika/Downloads/examples/test.tsv')  # Read a tsv into a DataFrame\n",
    "\n",
    "draft2.head()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>a</th>\n",
       "      <th>b</th>\n",
       "      <th>c</th>\n",
       "      <th>d</th>\n",
       "      <th>message</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>hello</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>world</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>foo</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   a   b   c   d message\n",
       "0  1   2   3   4   hello\n",
       "1  5   6   7   8   world\n",
       "2  9  10  11  12     foo"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_table('/Users/vernika/Downloads/examples/ex1.csv', sep=',')  # read csv using read_table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>hello</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>world</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>foo</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   0   1   2   3      4\n",
       "0  1   2   3   4  hello\n",
       "1  5   6   7   8  world\n",
       "2  9  10  11  12    foo"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_csv('/Users/vernika/Downloads/examples/ex2.csv', header=None)  # if first row is not header\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>asdfdsfs</th>\n",
       "      <th>fsdf</th>\n",
       "      <th>b</th>\n",
       "      <th>c</th>\n",
       "      <th>sudh</th>\n",
       "      <th>message</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>hello</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>world</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>foo</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   asdfdsfs  fsdf   b   c   sudh  message\n",
       "0         1     2   3   4  hello      NaN\n",
       "1         5     6   7   8  world      NaN\n",
       "2         9    10  11  12    foo      NaN"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df =pd.read_csv(r'C:\\Users\\verni\\Desktop\\iNeuron\\Pandas\\examples\\ex2.csv', names=['asdfdsfs','fsdf', 'b', 'c', 'sudh', 'message'])\n",
    "type(df)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>value1</th>\n",
       "      <th>value2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>key1</th>\n",
       "      <th>key2</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">one</th>\n",
       "      <th>a</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>c</th>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d</th>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">two</th>\n",
       "      <th>a</th>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b</th>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>c</th>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d</th>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           value1  value2\n",
       "key1 key2                \n",
       "one  a          1       2\n",
       "     b          3       4\n",
       "     c          5       6\n",
       "     d          7       8\n",
       "two  a          9      10\n",
       "     b         11      12\n",
       "     c         13      14\n",
       "     d         15      16"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "parsed = pd.read_csv(r'C:\\Users\\verni\\Desktop\\iNeuron\\Pandas\\examples\\csv_mindex.csv',\n",
    "                     index_col=['key1', 'key2'])\n",
    "parsed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>a</th>\n",
       "      <th>b</th>\n",
       "      <th>c</th>\n",
       "      <th>d</th>\n",
       "      <th>message</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>hello</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>world</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>foo</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   a   b   c   d message\n",
       "0  1   2   3   4   hello\n",
       "1  5   6   7   8   world\n",
       "2  9  10  11  12     foo"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_csv(r'C:\\Users\\verni\\Desktop\\iNeuron\\Pandas\\examples\\ex4.csv', skiprows=[0, 2, 3]) # skip rows that are not needed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>something</th>\n",
       "      <th>a</th>\n",
       "      <th>b</th>\n",
       "      <th>c</th>\n",
       "      <th>d</th>\n",
       "      <th>message</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   something      a      b      c      d  message\n",
       "0      False  False  False  False  False     True\n",
       "1      False  False  False   True  False    False\n",
       "2      False  False  False  False  False    False"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = pd.read_csv(r'C:\\Users\\verni\\Desktop\\iNeuron\\Pandas\\examples\\ex5.csv')\n",
    "result\n",
    "pd.isnull(result)  # return true where data is null"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>something</th>\n",
       "      <th>a</th>\n",
       "      <th>b</th>\n",
       "      <th>c</th>\n",
       "      <th>d</th>\n",
       "      <th>message</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>one</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>two</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>world</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>three</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11.0</td>\n",
       "      <td>12</td>\n",
       "      <td>foo</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  something  a   b     c   d message\n",
       "0       one  1   2   3.0   4     NaN\n",
       "1       two  5   6   NaN   8   world\n",
       "2     three  9  10  11.0  12     foo"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = pd.read_csv(r'C:\\Users\\verni\\Desktop\\iNeuron\\Pandas\\examples\\ex5.csv', na_values=['NULL'])  \n",
    "# values define in na_values will be taken as null \n",
    "# we can define values to be taken as null in list or dictionary\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: 'C:\\\\Users\\\\verni\\\\Desktop\\\\iNeuron\\\\Pandas\\\\examples\\\\Transactions_Zenapt.xlsx'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-3-37f601e4fd00>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdraft3\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread_excel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mr'C:\\Users\\verni\\Desktop\\iNeuron\\Pandas\\examples\\Transactions_Zenapt.xlsx'\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m# Name of sheet to read from\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[0mdraft3\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m6\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\envs\\py36\\lib\\site-packages\\pandas\\io\\excel\\_base.py\u001b[0m in \u001b[0;36mread_excel\u001b[1;34m(io, sheet_name, header, names, index_col, usecols, squeeze, dtype, engine, converters, true_values, false_values, skiprows, nrows, na_values, keep_default_na, verbose, parse_dates, date_parser, thousands, comment, skipfooter, convert_float, mangle_dupe_cols, **kwds)\u001b[0m\n\u001b[0;32m    302\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    303\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mio\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mExcelFile\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 304\u001b[1;33m         \u001b[0mio\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mExcelFile\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mio\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mengine\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mengine\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    305\u001b[0m     \u001b[1;32melif\u001b[0m \u001b[0mengine\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mengine\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[0mio\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mengine\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    306\u001b[0m         raise ValueError(\n",
      "\u001b[1;32m~\\anaconda3\\envs\\py36\\lib\\site-packages\\pandas\\io\\excel\\_base.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, io, engine)\u001b[0m\n\u001b[0;32m    822\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_io\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mstringify_path\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mio\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    823\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 824\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_reader\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engines\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mengine\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_io\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    825\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    826\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__fspath__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\envs\\py36\\lib\\site-packages\\pandas\\io\\excel\\_xlrd.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, filepath_or_buffer)\u001b[0m\n\u001b[0;32m     19\u001b[0m         \u001b[0merr_msg\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"Install xlrd >= 1.0.0 for Excel support\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     20\u001b[0m         \u001b[0mimport_optional_dependency\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"xlrd\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mextra\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0merr_msg\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 21\u001b[1;33m         \u001b[0msuper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__init__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     22\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     23\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\envs\\py36\\lib\\site-packages\\pandas\\io\\excel\\_base.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, filepath_or_buffer)\u001b[0m\n\u001b[0;32m    351\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbook\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mload_workbook\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    352\u001b[0m         \u001b[1;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 353\u001b[1;33m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbook\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mload_workbook\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    354\u001b[0m         \u001b[1;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbytes\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    355\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbook\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mload_workbook\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mBytesIO\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\envs\\py36\\lib\\site-packages\\pandas\\io\\excel\\_xlrd.py\u001b[0m in \u001b[0;36mload_workbook\u001b[1;34m(self, filepath_or_buffer)\u001b[0m\n\u001b[0;32m     34\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mopen_workbook\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfile_contents\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     35\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 36\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mopen_workbook\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     37\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     38\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\envs\\py36\\lib\\site-packages\\xlrd\\__init__.py\u001b[0m in \u001b[0;36mopen_workbook\u001b[1;34m(filename, logfile, verbosity, use_mmap, file_contents, encoding_override, formatting_info, on_demand, ragged_rows)\u001b[0m\n\u001b[0;32m    109\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    110\u001b[0m         \u001b[0mfilename\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mos\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexpanduser\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 111\u001b[1;33m         \u001b[1;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"rb\"\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    112\u001b[0m             \u001b[0mpeek\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpeeksz\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    113\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mpeek\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34mb\"PK\\x03\\x04\"\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;31m# a ZIP file\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'C:\\\\Users\\\\verni\\\\Desktop\\\\iNeuron\\\\Pandas\\\\examples\\\\Transactions_Zenapt.xlsx'"
     ]
    }
   ],
   "source": [
    "draft3 = pd.read_excel(r'C:\\Users\\verni\\Desktop\\iNeuron\\Pandas\\examples\\Transactions_Zenapt.xlsx', \\\n",
    "                       sheet_name = 'sheet1') # Name of sheet to read from\n",
    "\n",
    "draft3.head(6)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'list'>\n"
     ]
    }
   ],
   "source": [
    "url = \"http://www.basketball-reference.com/leagues/NBA_2015_totals.html\"\n",
    "\n",
    "# Read data from the specified url\n",
    "# Read_html only read data that are in tabular form\n",
    "# read_html read data as a list not as a dataframe\n",
    "BB_data = pd.read_html(url)        \n",
    "                                    \n",
    "print(type(BB_data)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rk</th>\n",
       "      <th>Player</th>\n",
       "      <th>Pos</th>\n",
       "      <th>Age</th>\n",
       "      <th>Tm</th>\n",
       "      <th>G</th>\n",
       "      <th>GS</th>\n",
       "      <th>MP</th>\n",
       "      <th>FG</th>\n",
       "      <th>FGA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Quincy Acy</td>\n",
       "      <td>PF</td>\n",
       "      <td>24</td>\n",
       "      <td>NYK</td>\n",
       "      <td>68</td>\n",
       "      <td>22</td>\n",
       "      <td>1287</td>\n",
       "      <td>152</td>\n",
       "      <td>331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Jordan Adams</td>\n",
       "      <td>SG</td>\n",
       "      <td>20</td>\n",
       "      <td>MEM</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>248</td>\n",
       "      <td>35</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Steven Adams</td>\n",
       "      <td>C</td>\n",
       "      <td>21</td>\n",
       "      <td>OKC</td>\n",
       "      <td>70</td>\n",
       "      <td>67</td>\n",
       "      <td>1771</td>\n",
       "      <td>217</td>\n",
       "      <td>399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Jeff Adrien</td>\n",
       "      <td>PF</td>\n",
       "      <td>28</td>\n",
       "      <td>MIN</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>215</td>\n",
       "      <td>19</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Arron Afflalo</td>\n",
       "      <td>SG</td>\n",
       "      <td>29</td>\n",
       "      <td>TOT</td>\n",
       "      <td>78</td>\n",
       "      <td>72</td>\n",
       "      <td>2502</td>\n",
       "      <td>375</td>\n",
       "      <td>884</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Rk         Player Pos Age   Tm   G  GS    MP   FG  FGA\n",
       "0  1     Quincy Acy  PF  24  NYK  68  22  1287  152  331\n",
       "1  2   Jordan Adams  SG  20  MEM  30   0   248   35   86\n",
       "2  3   Steven Adams   C  21  OKC  70  67  1771  217  399\n",
       "3  4    Jeff Adrien  PF  28  MIN  17   0   215   19   44\n",
       "4  5  Arron Afflalo  SG  29  TOT  78  72  2502  375  884"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check 5 rows (10 columns only)\n",
    "BB_data[0].iloc[:,0:10].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "titanic_train = pd.read_csv(\"https://gist.githubusercontent.com/michhar/2dfd2de0d4f8727f873422c5d959fff5/raw/ff414a1bcfcba32481e4d4e8db578e55872a2ca1/titanic.csv\",\n",
    "                           sep='\\t')  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PassengerId</th>\n",
       "      <th>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Ticket</th>\n",
       "      <th>Fare</th>\n",
       "      <th>Cabin</th>\n",
       "      <th>Embarked</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Braund, Mr. Owen Harris</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>A/5 21171</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17599</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>C85</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   PassengerId  Survived  Pclass  \\\n",
       "0            1         0       3   \n",
       "1            2         1       1   \n",
       "\n",
       "                                                Name     Sex   Age  SibSp  \\\n",
       "0                            Braund, Mr. Owen Harris    male  22.0      1   \n",
       "1  Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0      1   \n",
       "\n",
       "   Parch     Ticket     Fare Cabin Embarked  \n",
       "0      0  A/5 21171   7.2500   NaN        S  \n",
       "1      0   PC 17599  71.2833   C85        C  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titanic_train.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Pclass</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Braund, Mr. Owen Harris</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Heikkinen, Miss. Laina</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Allen, Mr. William Henry</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                Name  Pclass\n",
       "0                            Braund, Mr. Owen Harris       3\n",
       "1  Cumings, Mrs. John Bradley (Florence Briggs Th...       1\n",
       "2                             Heikkinen, Miss. Laina       3\n",
       "3       Futrelle, Mrs. Jacques Heath (Lily May Peel)       1\n",
       "4                           Allen, Mr. William Henry       3"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titanic_train[[\"Name\",\"Pclass\"]].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PassengerId      int64\n",
       "Survived         int64\n",
       "Pclass           int64\n",
       "Name            object\n",
       "Sex             object\n",
       "Age            float64\n",
       "SibSp            int64\n",
       "Parch            int64\n",
       "Ticket          object\n",
       "Fare           float64\n",
       "Cabin           object\n",
       "Embarked        object\n",
       "dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titanic_train.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.options.display.max_rows = 10  # when we do read operation pandas first read complete data in memory\n",
    "\n",
    "# to avoid that use display.max_rows option\n",
    "# now it will not read complete data into main memory from disk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>one</th>\n",
       "      <th>two</th>\n",
       "      <th>three</th>\n",
       "      <th>four</th>\n",
       "      <th>key</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.467976</td>\n",
       "      <td>-0.038649</td>\n",
       "      <td>-0.295344</td>\n",
       "      <td>-1.824726</td>\n",
       "      <td>L</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.358893</td>\n",
       "      <td>1.404453</td>\n",
       "      <td>0.704965</td>\n",
       "      <td>-0.200638</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        one       two     three      four key\n",
       "0  0.467976 -0.038649 -0.295344 -1.824726   L\n",
       "1 -0.358893  1.404453  0.704965 -0.200638   B"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = pd.read_csv(r'C:\\Users\\verni\\Desktop\\iNeuron\\Pandas\\examples\\ex6.csv')\n",
    "result.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>one</th>\n",
       "      <th>two</th>\n",
       "      <th>three</th>\n",
       "      <th>four</th>\n",
       "      <th>key</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.467976</td>\n",
       "      <td>-0.038649</td>\n",
       "      <td>-0.295344</td>\n",
       "      <td>-1.824726</td>\n",
       "      <td>L</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.358893</td>\n",
       "      <td>1.404453</td>\n",
       "      <td>0.704965</td>\n",
       "      <td>-0.200638</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.501840</td>\n",
       "      <td>0.659254</td>\n",
       "      <td>-0.421691</td>\n",
       "      <td>-0.057688</td>\n",
       "      <td>G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.204886</td>\n",
       "      <td>1.074134</td>\n",
       "      <td>1.388361</td>\n",
       "      <td>-0.982404</td>\n",
       "      <td>R</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.354628</td>\n",
       "      <td>-0.133116</td>\n",
       "      <td>0.283763</td>\n",
       "      <td>-0.837063</td>\n",
       "      <td>Q</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        one       two     three      four key\n",
       "0  0.467976 -0.038649 -0.295344 -1.824726   L\n",
       "1 -0.358893  1.404453  0.704965 -0.200638   B\n",
       "2 -0.501840  0.659254 -0.421691 -0.057688   G\n",
       "3  0.204886  1.074134  1.388361 -0.982404   R\n",
       "4  0.354628 -0.133116  0.283763 -0.837063   Q"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_csv(r'C:\\Users\\verni\\Desktop\\iNeuron\\Pandas\\examples\\ex6.csv', nrows=5)  \n",
    "# same instead of head, do nrows, increase speed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pandas.io.parsers.TextFileReader at 0x19f638ee0b8>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chunk = pd.read_csv(r'C:\\Users\\verni\\Desktop\\iNeuron\\Pandas\\examples\\ex6.csv', chunksize=10) \n",
    "# chunksize is in kb e.g. 1000kb\n",
    "# so it will read only specified chunck size. if given chunk size end in middle of row, it will not load that complete row even\n",
    "# it gives us an  object and have to iterate over this object to get data\n",
    "\n",
    "chunk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        one       two     three      four key\n",
      "0  0.467976 -0.038649 -0.295344 -1.824726   L\n",
      "1 -0.358893  1.404453  0.704965 -0.200638   B\n",
      "2 -0.501840  0.659254 -0.421691 -0.057688   G\n",
      "3  0.204886  1.074134  1.388361 -0.982404   R\n",
      "4  0.354628 -0.133116  0.283763 -0.837063   Q\n",
      "5  1.817480  0.742273  0.419395 -2.251035   Q\n",
      "6 -0.776764  0.935518 -0.332872 -1.875641   U\n",
      "7 -0.913135  1.530624 -0.572657  0.477252   K\n",
      "8  0.358480 -0.497572 -0.367016  0.507702   S\n",
      "9 -1.740877 -1.160417 -1.637830  2.172201   G\n",
      "         one       two     three      four key\n",
      "10  0.240564 -0.328249  1.252155  1.072796   8\n",
      "11  0.764018  1.165476 -0.639544  1.495258   R\n",
      "12  0.571035 -0.310537  0.582437 -0.298765   1\n",
      "13  2.317658  0.430710 -1.334216  0.199679   P\n",
      "14  1.547771 -1.119753 -2.277634  0.329586   J\n",
      "15 -1.310608  0.401719 -1.000987  1.156708   E\n",
      "16 -0.088496  0.634712  0.153324  0.415335   B\n",
      "17 -0.018663 -0.247487 -1.446522  0.750938   A\n",
      "18 -0.070127 -1.579097  0.120892  0.671432   F\n",
      "19 -0.194678 -0.492039  2.359605  0.319810   H\n",
      "         one       two     three      four key\n",
      "20 -0.248618  0.868707 -0.492226 -0.717959   W\n",
      "21 -1.091549 -0.867110 -0.647760 -0.832562   C\n",
      "22  0.641404 -0.138822 -0.621963 -0.284839   C\n",
      "23  1.216408  0.992687  0.165162 -0.069619   V\n",
      "24 -0.564474  0.792832  0.747053  0.571675   I\n",
      "25  1.759879 -0.515666 -0.230481  1.362317   S\n",
      "26  0.126266  0.309281  0.382820 -0.239199   L\n",
      "27  1.334360 -0.100152 -0.840731 -0.643967   6\n",
      "28 -0.737620  0.278087 -0.053235 -0.950972   J\n",
      "29 -1.148486 -0.986292 -0.144963  0.124362   Y\n",
      "         one       two     three      four key\n",
      "30  1.630594  0.243886  0.468368  1.258048   F\n",
      "31  1.044890  0.080718  0.857886 -0.298382   J\n",
      "32 -0.262543 -1.615199 -1.087239  0.759029   T\n",
      "33  0.020144  1.107792 -0.559435 -0.481925   M\n",
      "34 -1.203916  1.885343 -0.080470  0.250646   J\n",
      "35  0.366915 -2.430086 -1.053447  0.346279   A\n",
      "36  0.434220 -0.079863 -0.422977 -0.074272   I\n",
      "37  0.040666 -1.810216 -0.189193  1.229266   G\n",
      "38  1.338459  0.338489 -0.213446  2.325923   Q\n",
      "39  0.572981  0.782664  1.307673  1.619957   X\n",
      "         one       two     three      four key\n",
      "40  0.762428 -0.648529  1.936515 -1.159666   J\n",
      "41 -1.252046 -1.538539  1.042281  0.623835   A\n",
      "42 -0.047530 -0.494310 -0.165460  0.472929   J\n",
      "43  0.124548  0.730791 -0.257527 -1.511257   G\n",
      "44  0.801889 -0.462781 -1.734621  0.674768   R\n",
      "45 -0.992307 -1.096830 -2.061794  0.035391   R\n",
      "46 -0.109663  2.577094  0.913563  0.613594   V\n",
      "47 -0.541681  1.510031  0.467945  0.553225   N\n",
      "48 -0.079587 -0.609924  0.353834  1.108030   M\n",
      "49 -0.043752 -0.410666 -0.729599  0.263223   P\n",
      "         one       two     three      four key\n",
      "50 -0.761490  1.104182  1.270609 -0.319284   O\n",
      "51 -0.804975  0.559520  1.052232 -0.645574   F\n",
      "52  0.353941  1.829963  0.398922 -1.522231   O\n",
      "53  1.541636  0.478316 -0.666760  1.367175   X\n",
      "54 -0.987621  0.337534  0.386935  1.996144   Z\n",
      "55 -0.353462 -0.448433 -0.420520  0.606223   N\n",
      "56 -0.275687  0.127910  0.877756  0.141774   6\n",
      "57  0.448882 -0.016410 -0.041434  0.483096   6\n",
      "58 -0.043765 -0.878446  1.525075  0.008223   Q\n",
      "59 -0.064416  0.080921  0.644715  0.393025   T\n",
      "         one       two     three      four key\n",
      "60  0.015018 -1.620301  0.465866  1.637377   X\n",
      "61  0.579715 -0.565646 -0.812129  1.532803   H\n",
      "62 -0.324507  1.853351 -2.268609 -0.355132   F\n",
      "63 -0.100247 -1.954614  0.132519  0.836927   K\n",
      "64  0.275725  0.349561 -0.617723  0.675991   F\n",
      "65  0.300486 -0.914367 -1.604609 -0.905458   P\n",
      "66 -0.362382  0.708361 -0.388317 -2.328763   I\n",
      "67  0.805331  0.073617  0.481166  0.632621   Q\n",
      "68  0.786095  0.095137 -1.049965  1.828798   K\n",
      "69  0.207815  1.407275 -1.044800  0.140207   2\n",
      "         one       two     three      four key\n",
      "70  1.809750  0.592023 -0.146215 -0.113818   J\n",
      "71  0.190562 -2.886359  0.514365 -2.208118   F\n",
      "72  0.844977 -0.164290  0.218672  0.099012   D\n",
      "73  0.195035 -0.649591  2.171664  0.453466   I\n",
      "74 -0.056433  1.758650 -0.448091  0.346784   C\n",
      "75 -0.112609 -2.642457 -0.487310 -0.220507   K\n",
      "76 -1.395319  0.573474 -0.013324 -1.307070   C\n",
      "77 -2.080273  0.097498  0.321489  0.012608   E\n",
      "78  0.883172  0.490427 -0.799299 -0.699669   U\n",
      "79 -0.138632 -1.417845 -0.199678  1.199299   V\n",
      "         one       two     three      four key\n",
      "80 -0.961579  1.166247 -1.124953  0.201728   D\n",
      "81  1.301453  1.077117  0.560502  0.859991   U\n",
      "82  0.063679 -0.995532  0.879547 -0.012471   R\n",
      "83 -0.373381  0.982861 -0.037534 -1.337856   G\n",
      "84  1.492292  0.485490  0.129313  1.733569   Y\n",
      "85 -0.908492  0.498234 -0.588844 -0.903956   8\n",
      "86  1.137140  0.977509 -0.940994  0.149013   7\n",
      "87 -1.049838  2.453425  1.230087 -2.068508   K\n",
      "88  1.485199 -0.806453 -0.475087  0.936801   D\n",
      "89 -0.790437  1.823852  0.470827  0.898782   J\n",
      "         one       two     three      four key\n",
      "90  2.024808  0.032251  1.315297 -0.156433   S\n",
      "91  0.379253 -1.059409 -1.132068  1.222296   I\n",
      "92  2.403216 -1.792528 -0.917573 -0.886693   T\n",
      "93  1.249975  1.491530  0.371476 -0.000465   C\n",
      "94  0.501131 -1.852451  1.110354  0.508865   E\n",
      "95  1.106521  0.098153  0.789793  1.192693   T\n",
      "96 -0.540543  1.782569  0.051931  0.463868   Q\n",
      "97 -0.101980  0.981720  1.106990 -1.752269   M\n",
      "98  0.632107 -0.761419  1.427930 -0.046928   F\n",
      "99  1.009779 -0.608379 -1.405105 -1.175054   F\n",
      "          one       two     three      four key\n",
      "100 -0.602748 -0.182504 -0.768164  1.260686   X\n",
      "101 -0.039105 -0.069510 -1.358052 -0.292859   0\n",
      "102 -0.345101 -0.179477 -0.904658 -0.071287   T\n",
      "103 -0.759495  0.225916  2.235872 -0.004490   X\n",
      "104 -1.686771  0.742276  0.485876  1.798507   Q\n",
      "105  0.145697  0.805037  0.350362 -0.540235   O\n",
      "106  2.487654 -0.147867  0.580688 -0.305696   S\n",
      "107  0.380166 -0.592483  0.393693 -0.463217   M\n",
      "108  0.963549 -1.550302 -0.944962  0.121546   K\n",
      "109 -0.040385 -0.312649 -1.196604  1.075043   S\n",
      "          one       two     three      four key\n",
      "110  0.938357 -0.235761 -0.077360  1.162150   4\n",
      "111  0.190303 -0.425473  0.362347 -0.688711   U\n",
      "112  0.256419  0.082669 -2.302758 -0.446115   6\n",
      "113  0.690972  0.871498  0.948469  0.644683   7\n",
      "114 -1.157781  0.093696 -0.765273 -0.724767   Q\n",
      "115 -0.295462 -0.832817  1.490204 -0.420786   F\n",
      "116  0.132723 -1.255780  1.370008  1.144490   I\n",
      "117 -0.111381  0.572076  1.807962  1.090205   N\n",
      "118  0.178700 -1.608832  2.174615 -1.351738   6\n",
      "119  1.202183  0.179583  0.202061 -0.731213   F\n",
      "          one       two     three      four key\n",
      "120 -0.674447 -0.184703  0.706721  0.718681   H\n",
      "121  1.765535 -0.951932  0.320147 -1.159350   Z\n",
      "122 -1.247885 -0.725490  0.541998 -0.126572   W\n",
      "123 -1.164045 -0.647619 -0.550283  1.164943   H\n",
      "124  1.816133 -0.393382 -1.212910 -0.317187   C\n",
      "125  0.499883 -1.183631 -0.638619 -0.785337   Y\n",
      "126  1.228499  1.253479 -0.221459 -0.065413   H\n",
      "127  1.018951 -0.423937 -1.724553 -0.823409   A\n",
      "128 -0.169893  0.301072  1.409961 -0.516056   X\n",
      "129  0.883068  0.950613  0.783766  0.776407   6\n",
      "          one       two     three      four key\n",
      "130  1.032778 -0.092930  0.600042  0.173515   C\n",
      "131 -0.249225 -0.064820 -0.012763  0.030473   N\n",
      "132  0.556590  1.976901  0.130669  2.719664   I\n",
      "133  0.161076 -1.314940 -0.605192 -0.732213   S\n",
      "134 -1.842062  0.010915 -0.013233 -0.298259   C\n",
      "135  1.727237  1.674584 -0.988291  0.512445   H\n",
      "136 -0.190386 -0.184385  1.163292 -1.059896   Y\n",
      "137  0.693111  0.815751 -2.388695 -0.201710   J\n",
      "138 -0.062113 -0.009850  0.658453  0.782910   X\n",
      "139  0.880940 -0.707391 -0.750939 -0.042381   Y\n",
      "          one       two     three      four key\n",
      "140 -0.592838 -0.700117  0.831352 -1.158911   V\n",
      "141  1.628350  0.404618  0.086334  0.278914   V\n",
      "142  0.210544 -0.909438  0.903900  0.471579   0\n",
      "143  0.033606 -0.882900 -0.345729 -0.317833   C\n",
      "144 -0.075574 -0.616260 -0.342471  0.850522   F\n",
      "145 -1.262951 -0.167273  1.457807 -0.375636   H\n",
      "146 -0.289513 -0.927606  0.950207  1.234067   R\n",
      "147  1.346532  1.083389 -0.840823  0.525032   N\n",
      "148  0.698213 -1.263537  0.034589 -1.082713   U\n",
      "149 -0.798004 -1.301795 -1.956852 -1.284120   H\n",
      "          one       two     three      four key\n",
      "150  0.042611 -0.175943 -1.015977  0.668174   B\n",
      "151  1.522649  2.291392  1.506445 -0.448051   I\n",
      "152  0.549118 -0.439673  0.651229  2.648046   4\n",
      "153  0.119468  0.224633 -0.462937  1.410156   B\n",
      "154 -0.323899 -0.115278 -2.247625  0.271304   S\n",
      "155 -0.569093  1.860056 -2.552601 -0.433538   8\n",
      "156  0.112111 -0.845798  1.006310  1.138832   S\n",
      "157 -0.499492  0.916415 -1.045215 -0.507578   F\n",
      "158  0.376336  0.764119  0.935520 -0.594284   E\n",
      "159  0.043552 -1.133114  1.839960  1.076891   8\n",
      "          one       two     three      four key\n",
      "160  0.085216  2.510964 -1.054814  0.673700   M\n",
      "161 -1.781879 -1.085402 -0.052362 -1.070721   S\n",
      "162  0.895674  1.221778  0.354944 -2.720801   D\n",
      "163  0.178964 -1.240360  0.216703 -0.931038   N\n",
      "164  0.751111 -1.677541 -1.845294  0.472624   5\n",
      "165 -0.174065  0.417376  0.675686  0.976130   8\n",
      "166  0.469285  0.468043  0.740358 -3.173509   N\n",
      "167 -0.414343 -0.847570  0.321461 -2.575767   T\n",
      "168  0.947171  0.328539  0.194055 -0.530855   0\n",
      "169  0.280984  2.218110  0.043019  0.105971   M\n",
      "          one       two     three      four key\n",
      "170  1.368775  0.314364  0.237928  0.826480   X\n",
      "171 -0.556654  0.677244 -0.048745  0.481485   T\n",
      "172  1.275352 -1.636605 -0.907083 -0.842150   H\n",
      "173  0.354485  0.336961 -0.877361  1.943403   N\n",
      "174  1.630411 -0.107837 -0.452670  0.511911   A\n",
      "175  2.130822 -0.513613 -0.589273  0.270247   K\n",
      "176  1.133030 -0.920499 -0.411478 -0.001258   C\n",
      "177 -0.022368 -0.165693  1.487503 -1.560971   X\n",
      "178 -1.597818 -0.544170  0.565076  1.288177   U\n",
      "179 -0.641429  0.376690 -0.153789 -0.512961   G\n",
      "          one       two     three      four key\n",
      "180  0.314357 -0.962542 -0.541513 -1.156165   Y\n",
      "181  0.088340  0.814274 -0.304655  0.792676   K\n",
      "182 -0.241962 -0.629315 -2.212602 -0.374105   G\n",
      "183 -1.181735 -0.596942  0.274344  0.273126   5\n",
      "184 -0.216653 -0.736039 -0.695236  0.421188   O\n",
      "185 -0.210084  0.708077  1.545655 -1.587045   G\n",
      "186 -0.194804 -0.215578  0.691829 -0.099275   Z\n",
      "187  0.555034 -0.628948 -0.550886 -1.303585   Z\n",
      "188 -0.001326  0.234979  0.305587  1.174985   X\n",
      "189 -0.505885  0.289075 -1.017537  0.086235   L\n",
      "          one       two     three      four key\n",
      "190  0.818458 -0.077424 -1.535597 -0.727323   I\n",
      "191 -0.739838  0.654748  0.775893  0.911726   L\n",
      "192 -0.157669  0.010577 -0.473291 -0.114977   J\n",
      "193  1.582073  1.211351  0.277131  0.637144   W\n",
      "194 -0.704190  0.127876  1.052503  0.209074   B\n",
      "195 -0.389368 -0.932914 -0.998025  0.563617   D\n",
      "196 -0.558272 -0.161775 -1.538067  0.613443   G\n",
      "197 -0.158497  1.349013 -0.475158 -1.033059   0\n",
      "198  0.407671  0.254557 -1.560825  1.125628   F\n",
      "199 -0.653921  0.027579 -1.396294  0.913825   B\n",
      "          one       two     three      four key\n",
      "200 -2.576925  0.338165  0.519443 -2.303307   I\n",
      "201 -0.842865  1.082165 -0.646398 -1.135007   U\n",
      "202 -0.494181  0.104939  0.827237  1.055114   U\n",
      "203  1.155762 -0.066008  0.236059  0.309968   2\n",
      "204 -0.687534 -0.026354  0.106619  2.474902   N\n",
      "205  0.649518 -1.177811 -0.954277 -0.339044   G\n",
      "206 -0.423468  0.638838 -0.039035  0.145446   Q\n",
      "207  0.082738 -0.472712  0.480072  2.019987   J\n",
      "208  0.268893 -1.484846 -1.637640 -2.325580   I\n",
      "209 -0.107130 -1.112420 -1.270698  0.848297   D\n",
      "          one       two     three      four key\n",
      "210 -1.045441  0.797203 -0.350623 -1.154112   B\n",
      "211  0.419681 -1.202555  0.374433 -0.556202   F\n",
      "212  0.203281  0.947045  0.990642  0.061859   R\n",
      "213  2.092124  0.906692  1.327444  1.098020   D\n",
      "214  0.426330  0.775431 -0.540807  0.483395   G\n",
      "215  1.652039 -0.887320 -2.174533  1.286618   D\n",
      "216  1.014085  0.771958  0.391398  1.349605   D\n",
      "217 -0.268733  0.145778  1.148385 -0.055859   G\n",
      "218  1.174609  0.611714  0.515179 -0.185848   M\n",
      "219 -2.405019 -0.160283  2.322082 -0.944043   I\n",
      "          one       two     three      four key\n",
      "220  0.423192  0.095787 -0.887768 -0.741621   W\n",
      "221 -1.242080  0.371924  0.166777  1.010489   C\n",
      "222  1.293472  1.144530 -1.481267 -0.441602   E\n",
      "223 -1.126853 -1.037226 -0.239714  1.173219   7\n",
      "224 -1.062209  1.192262 -0.775448 -1.225012   G\n",
      "225 -0.372656 -0.485828  0.534655 -1.212245   A\n",
      "226 -0.020036 -1.333035  2.189450 -0.249190   1\n",
      "227 -0.577763 -0.389902  0.488138  0.626001   3\n",
      "228 -0.766541  0.713717 -1.018256  1.889361   S\n",
      "229 -1.738700 -0.336054 -0.992538  1.421204   A\n",
      "          one       two     three      four key\n",
      "230 -0.568216 -1.848144  0.863835  1.322281   4\n",
      "231  1.321858  1.008873  0.254608 -1.342099   E\n",
      "232 -1.443118  0.240571  0.792944  0.073668   Z\n",
      "233  0.440872  1.122574 -0.755519 -0.716928   I\n",
      "234  1.515096  1.335474 -0.910116  0.051178   1\n",
      "235  2.023580  1.096807 -1.348178  0.264342   O\n",
      "236 -0.361315  1.010652  2.553879 -0.089575   H\n",
      "237 -0.994548 -0.457568  2.218483 -1.278251   S\n",
      "238  0.132032 -1.305137 -0.536163 -1.280055   T\n",
      "239  1.161764  0.818182  0.015119  0.283322   D\n",
      "          one       two     three      four key\n",
      "240 -1.039421  1.134517 -2.225790  0.059204   G\n",
      "241 -0.867389  0.398072  2.053797  0.734563   7\n",
      "242  1.453002  0.569163  0.198248  0.465206   L\n",
      "243 -0.095428  0.428386 -0.405098 -1.397249   S\n",
      "244 -1.173270  0.159078  1.927651 -0.210691   D\n",
      "245  1.043966 -0.104111 -0.249276 -0.020779   I\n",
      "246  0.280529  1.601091  0.561331  0.868631   Q\n",
      "247 -0.659953 -2.303160  0.248001  0.942726   5\n",
      "248  0.790584 -0.983116  0.874531  0.809282   E\n",
      "249 -1.175911  2.151987 -0.080928 -0.431624   N\n",
      "          one       two     three      four key\n",
      "250 -0.261110 -0.516070  1.135388 -0.761320   V\n",
      "251  0.703424  0.449614 -1.593578 -1.155400   V\n",
      "252  1.116450 -0.274069 -0.029748 -0.433413   V\n",
      "253 -0.357309 -0.529398  0.205418  0.108428   K\n",
      "254  0.423229  2.089096  0.923675  1.502727   Q\n",
      "255  0.217126  1.282361 -0.978429  0.263613   C\n",
      "256 -0.443398  0.676990  0.638589 -0.873795   P\n",
      "257  1.005342  0.682462  1.200273  0.193455   Q\n",
      "258  1.376210  1.148046 -1.194933 -0.024651   G\n",
      "259  0.745347 -0.886025 -0.437063  2.124741   A\n",
      "          one       two     three      four key\n",
      "260  0.620059 -1.371443  0.722630  1.637960   A\n",
      "261  0.006307 -1.331342  0.064962 -0.572398   A\n",
      "262 -0.198477  0.684456 -0.147475  0.581649   8\n",
      "263  0.681178  0.283489 -0.201257 -0.837272   Y\n",
      "264 -3.726864  2.152632  0.986711 -1.273956   E\n",
      "265  1.232965 -0.872075  1.125734 -1.269692   1\n",
      "266  1.680718 -0.795062  0.429542  0.907960   1\n",
      "267  0.012603 -0.559558  1.170093 -0.755084   D\n",
      "268  0.478688 -0.923803 -1.621413  1.122109   E\n",
      "269  0.654913  0.051571  2.016148  0.652618   4\n",
      "          one       two     three      four key\n",
      "270 -0.840525 -0.155628  0.992246  0.818995   T\n",
      "271  0.167651 -0.126483 -0.215923 -0.551817   9\n",
      "272 -1.694869 -0.251794  0.643792  1.051484   X\n",
      "273  1.158911  1.192041 -0.474725 -1.188533   X\n",
      "274 -0.359609 -0.742870 -1.434232 -0.412530   I\n",
      "275  0.527894  0.084068  2.368530 -0.003024   B\n",
      "276  0.388307  0.969655 -0.162391 -0.256349   J\n",
      "277 -0.270080 -1.255751 -0.356179  1.231406   D\n",
      "278  0.082013 -0.523347 -0.298926 -2.259246   F\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "279 -1.401529  0.293567  0.915069 -0.697824   1\n",
      "          one       two     three      four key\n",
      "280 -0.342039  0.204837  0.965391  0.219577   N\n",
      "281  1.588456 -0.269372 -0.298399 -0.017322   S\n",
      "282  0.367103 -0.208087 -0.251701 -0.522193   G\n",
      "283  0.197511 -0.502179 -1.736854  1.234516   L\n",
      "284  1.552528 -1.332354 -0.227918 -0.817041   I\n",
      "285  0.304382  1.406603  0.373172  0.446837   6\n",
      "286 -1.405559 -0.701879  1.793801 -0.370495   U\n",
      "287 -0.290146  0.466117  1.019924 -0.091318   Y\n",
      "288 -0.046104  0.873557  0.660301  0.463093   E\n",
      "289 -1.577012 -2.119284  1.805621 -0.283501   S\n",
      "          one       two     three      four key\n",
      "290  0.340372  0.382561  0.000311  0.452417   G\n",
      "291  1.617485  0.325101 -0.560042  0.944086   O\n",
      "292  0.268348 -0.373020  0.433140 -0.868286   L\n",
      "293  0.599411 -1.053006 -0.061247  0.890922   F\n",
      "294 -1.767324  0.564683 -0.274612 -0.174666   R\n",
      "295  0.007589  1.506447  1.903478  0.416104   G\n",
      "296 -0.109962 -0.920117  1.823192 -1.427935   5\n",
      "297  0.645940  0.441283  0.724279  0.726795   R\n",
      "298  1.189913 -0.453601  1.207129 -0.241785   T\n",
      "299  1.209583  0.651352  0.384910  0.560130   N\n",
      "          one       two     three      four key\n",
      "300 -0.835033  0.186814  0.099421 -0.540764   7\n",
      "301  0.923118 -1.349525  1.986289  1.099944   U\n",
      "302 -0.169421  1.093335 -0.047652 -0.085705   L\n",
      "303 -0.367095 -0.764237  0.525876  0.358030   O\n",
      "304 -1.150007  0.824941 -0.871591  0.058124   X\n",
      "305  1.497400 -0.819334  0.017392 -0.037314   E\n",
      "306 -0.317808  1.235653  0.129119 -0.750614   L\n",
      "307  0.895324  1.738289 -0.789496  1.561415   R\n",
      "308 -2.323376 -0.086484 -0.937811  0.975500   Z\n",
      "309  0.749857 -1.469871  2.674434 -0.835018   L\n",
      "          one       two     three      four key\n",
      "310 -0.631611 -0.828862 -0.120594 -1.000737   6\n",
      "311 -0.722216 -0.507616  0.252700 -0.196935   R\n",
      "312 -1.121400 -0.830074 -1.556151  1.372112   F\n",
      "313  1.255334 -0.091549 -1.092050  1.431610   6\n",
      "314 -2.088980 -1.033840 -0.175710 -0.044959   H\n",
      "315 -0.593836 -0.125592 -0.148473  0.824293   J\n",
      "316 -0.853371 -1.050392 -1.636552 -0.531499   X\n",
      "317  0.184960  0.724281 -1.303614  0.042783   B\n",
      "318 -0.234229 -2.156776  0.665154  0.652185   O\n",
      "319 -0.542995  0.391323 -0.623619 -0.638091   E\n",
      "          one       two     three      four key\n",
      "320  1.036986  0.499677  1.148364 -0.467139   X\n",
      "321  0.762713 -0.337946 -0.239413 -0.662795   R\n",
      "322  0.749977  0.712538  1.001917 -0.996523   X\n",
      "323  0.171084 -0.255490  0.102048 -0.316483   P\n",
      "324  1.932525  0.246313 -0.141027 -0.530162   P\n",
      "325 -1.057745 -0.974924 -0.138164  0.507494   M\n",
      "326  1.450925 -0.757698 -0.095352 -0.783242   S\n",
      "327 -0.851492  0.531830 -0.000885  1.090088   J\n",
      "328 -1.455230 -1.651306  0.176941  0.872048   H\n",
      "329  1.614927 -1.213212 -0.481253 -0.417014   Y\n",
      "          one       two     three      four key\n",
      "330 -0.084471 -0.277350  1.451430  0.084764   V\n",
      "331 -0.518113  0.226028 -0.511796 -0.919190   I\n",
      "332 -0.972866  1.004205  0.120233  0.042025   U\n",
      "333  2.833891 -2.101260 -0.429482 -0.463515   V\n",
      "334 -0.128270 -0.543380 -0.221873 -1.029007   W\n",
      "335  1.247967  0.128850 -1.559185  0.044223   O\n",
      "336  0.273832  0.522074 -0.308342  2.699276   P\n",
      "337  0.702012  0.711724  1.163336  0.296343   W\n",
      "338 -1.016164 -0.354134  0.344964 -0.991717   B\n",
      "339  1.063249 -1.609780  1.585452  0.266229   N\n",
      "          one       two     three      four key\n",
      "340 -0.345092 -1.783733  0.995363 -0.133127   L\n",
      "341  0.580273  0.858170 -0.411594  0.237033   B\n",
      "342  0.242251 -0.014573 -0.546432  0.329856   Y\n",
      "343  0.399690  1.883217 -0.567522  0.406623   2\n",
      "344 -0.388245  1.919552 -0.905067  0.678331   F\n",
      "345  0.533744  1.906746  0.543798 -1.308828   V\n",
      "346 -0.978301 -0.936583  0.090409 -0.218280   G\n",
      "347  0.339442 -0.280250 -1.007012 -2.808084   3\n",
      "348 -1.670404  0.076665  1.298030 -0.763384   A\n",
      "349  0.673709  1.492749  0.547974 -0.214530   M\n",
      "          one       two     three      four key\n",
      "350 -0.860414 -1.054173 -0.213906  2.004594   5\n",
      "351 -0.697103  0.482459 -0.618269  0.468325   X\n",
      "352 -1.595699  0.747179  0.439322  0.375915   W\n",
      "353  0.640864 -0.928823  0.139356 -0.740332   F\n",
      "354  0.504642  0.081301 -0.524631  0.122069   A\n",
      "355 -1.560576 -1.408741  0.544641  0.939580   P\n",
      "356  0.876947  0.969392 -1.069375  0.173287   W\n",
      "357 -0.995748 -0.962385  1.257431 -0.631646   O\n",
      "358  0.500236 -0.891189  0.463304 -0.394501   Q\n",
      "359 -2.687335 -0.240997 -0.588067 -0.355682   X\n",
      "          one       two     three      four key\n",
      "360  1.112292 -0.026863 -0.144077  0.364361   B\n",
      "361  0.236183  0.113043 -1.380454  0.028792   B\n",
      "362 -1.093494 -0.946562  0.149382 -0.190454   Q\n",
      "363  0.676450  0.904576  0.854621  0.323596   V\n",
      "364  1.841712  0.439631 -1.265122 -0.713029   Z\n",
      "365 -1.128605 -0.498973 -0.079963  0.176692   V\n",
      "366  0.767857 -0.511653 -2.181414 -0.225151   I\n",
      "367  2.219223 -1.507158  0.901499  0.474151   7\n",
      "368 -0.030439  0.912498  1.780497  0.437122   O\n",
      "369  1.038661 -0.390589  1.521634  1.431299   6\n",
      "          one       two     three      four key\n",
      "370 -0.562848  0.630243 -0.055077 -2.031742   T\n",
      "371 -0.838191  1.910501  1.784924 -0.128932   H\n",
      "372  0.289630  1.530673 -1.678070  1.182819   2\n",
      "373 -0.458333  1.229672 -0.038087  0.961370   M\n",
      "374  0.607271 -1.161728  1.128581  0.477947   7\n",
      "375  1.136751 -0.617244 -0.103225  1.273975   L\n",
      "376 -0.499357  0.082418  0.886325 -0.889350   N\n",
      "377 -0.053079 -0.431909 -0.819710 -0.184383   Q\n",
      "378  0.554389 -3.415448 -1.008008  0.095636   Z\n",
      "379 -0.437518  1.416218 -1.223696 -0.983091   3\n",
      "          one       two     three      four key\n",
      "380 -0.562207  0.266432  0.282217 -0.572417   8\n",
      "381  0.282379  0.261255  0.389700 -1.350305   7\n",
      "382  1.036831  0.417989 -0.203446  0.483799   6\n",
      "383 -0.468093  0.346607 -1.773748  0.778593   G\n",
      "384  0.439716 -0.543873  0.113144 -0.889964   H\n",
      "385 -1.374947  1.858126  0.670141  1.643450   R\n",
      "386 -0.854071  0.015123  0.606645 -0.924789   C\n",
      "387 -1.064914 -0.752264  0.635654 -0.847769   Y\n",
      "388  0.328038 -2.201035 -0.640835 -0.762974   O\n",
      "389 -0.454491 -1.296817  2.021387  0.740482   6\n",
      "          one       two     three      four key\n",
      "390  0.495933 -0.706393  0.515892 -1.664529   C\n",
      "391  1.015098  0.254481  0.284005  0.084618   E\n",
      "392  1.110091 -1.078437 -0.415991 -2.497072   Q\n",
      "393 -0.787877  0.023630  0.791347 -0.153287   Z\n",
      "394  0.074121  2.946737  0.432237 -1.322222   3\n",
      "395  0.353429 -0.247717  0.027099 -0.872752   D\n",
      "396  1.224205  0.710345  0.406204  1.362394   O\n",
      "397 -0.350708 -2.263328  0.280188  0.996978   J\n",
      "398  0.207886  1.219363  0.120394  1.416482   S\n",
      "399  0.321767  0.997815 -0.141009 -0.214223   E\n",
      "          one       two     three      four key\n",
      "400 -1.343528 -0.396485 -1.638347 -1.006332   S\n",
      "401  0.022319 -0.704375  0.789894 -1.780649   W\n",
      "402 -1.539439  0.535850  1.976509  1.146052   R\n",
      "403  1.721770  0.110358 -1.426991  0.302453   M\n",
      "404 -0.122783  1.017953 -0.485182 -0.757533   P\n",
      "405  1.437882  0.462309  0.645184 -0.488188   I\n",
      "406  0.252519 -0.893764 -1.451020 -0.037571   Q\n",
      "407  1.428140 -0.307382  0.835236  0.318659   9\n",
      "408 -0.653513 -0.826898  0.365600 -0.343442   E\n",
      "409  0.648526  0.382166  0.837120  2.057713   T\n",
      "          one       two     three      four key\n",
      "410 -0.294031  1.866947 -2.424641 -0.594399   G\n",
      "411  0.546136 -1.165291 -0.069493  0.839443   F\n",
      "412  0.055590  0.460796  1.480777 -1.173950   W\n",
      "413  0.911487  0.336341 -0.890390 -0.131222   U\n",
      "414 -0.907505 -0.773818  0.123461  1.723814   A\n",
      "415  0.118950  0.898642  1.359423 -0.025140   U\n",
      "416 -0.878655 -1.640173 -1.324034  1.131211   S\n",
      "417 -0.019509  0.876113 -1.549758  1.650965   S\n",
      "418 -0.003943 -0.100711  0.089326  1.220398   R\n",
      "419 -0.047169 -0.834210 -1.417680 -0.992629   T\n",
      "          one       two     three      four key\n",
      "420  1.408109 -1.297373  0.331664  0.227963   T\n",
      "421 -1.254859  0.379769  0.234048 -0.412161   M\n",
      "422  0.532227 -0.576430  0.433983 -1.034566   1\n",
      "423 -0.440186 -0.920560 -0.886908 -0.717393   L\n",
      "424  1.755844  0.583305 -0.023002 -1.240222   S\n",
      "425  0.326275  1.118900  2.100199 -0.302665   U\n",
      "426  0.024880 -0.717322  1.408196  0.961346   S\n",
      "427 -2.338187  1.448027 -1.882319  0.090921   M\n",
      "428 -2.329398  0.226033 -0.359550 -0.545552   W\n",
      "429 -0.203604 -0.371016 -0.120285 -1.316813   0\n",
      "          one       two     three      four key\n",
      "430  1.626647  0.296330  0.314341 -0.031742   D\n",
      "431  1.915538  0.902880  0.408403  0.380036   Q\n",
      "432 -1.095378 -1.436462 -0.136636 -0.076472   V\n",
      "433 -1.588550 -0.192420 -0.125519 -0.116338   9\n",
      "434  0.677292  0.021536 -1.543651 -0.254482   O\n",
      "435  0.146033  0.956711 -0.116033 -1.118259   Z\n",
      "436  0.162939 -0.176831 -0.517489 -0.086483   B\n",
      "437  0.446004  1.421391  1.864233 -0.231944   D\n",
      "438 -0.766637  0.849322 -2.271482  0.097941   L\n",
      "439 -2.212326  0.371240  0.076708  0.579678   X\n",
      "          one       two     three      four key\n",
      "440  0.449888 -0.382982  0.535168 -0.139049   G\n",
      "441 -0.226391 -0.360102 -0.256503 -0.591466   U\n",
      "442  0.731660 -1.895307 -0.977830  0.609795   H\n",
      "443  0.093161 -0.941322  0.948940  0.907185   R\n",
      "444 -0.473135 -0.154075 -1.019198  0.463382   G\n",
      "445 -0.360482  1.129282 -0.520626 -0.583512   S\n",
      "446  0.398428  0.931627  0.126570 -0.359562   6\n",
      "447  0.056456  0.942890  0.487491 -0.325111   Z\n",
      "448  0.919766  1.271893  0.325629  1.438338   5\n",
      "449  0.826460 -0.252578 -0.935145  1.414167   8\n",
      "          one       two     three      four key\n",
      "450  0.239817  0.200546  0.676698  0.359205   G\n",
      "451  1.004258  0.137820  0.340930 -0.534090   K\n",
      "452 -0.022907 -1.523095  0.641033 -0.104281   X\n",
      "453  2.455329 -0.190569  0.302309 -0.480748   0\n",
      "454 -1.152559 -1.857734  0.187128 -1.995975   R\n",
      "455 -1.576836 -1.958031 -0.140602  0.632315   4\n",
      "456  0.426068 -0.167195 -1.075382 -1.092328   4\n",
      "457 -0.716212  1.015349  0.488514 -0.699262   Z\n",
      "458 -1.159867 -0.775871  0.605492 -0.297012   W\n",
      "459 -0.088278 -0.206925  0.104638  0.875423   M\n",
      "          one       two     three      four key\n",
      "460 -0.610495  0.557744  0.931149  0.436779   B\n",
      "461  0.379394 -1.317547  0.001410  0.969856   R\n",
      "462  0.864211  1.519593  1.260238  0.654337   J\n",
      "463  1.350424  0.345149 -0.829001  0.185953   T\n",
      "464  0.956002  0.566695  1.150978 -0.360039   A\n",
      "465 -1.012716 -1.020895  0.650649 -1.216440   K\n",
      "466 -1.087239 -0.949828 -0.645358 -0.859970   M\n",
      "467  1.614264  0.488728  2.352849  0.268151   A\n",
      "468  0.662645 -0.887113  0.476253  0.060454   3\n",
      "469  0.005817 -2.763755 -1.300543  0.542561   N\n",
      "          one       two     three      four key\n",
      "470  0.763453  0.438033 -1.231173  0.806291   4\n",
      "471  0.024834  1.118008  1.737034 -0.374938   V\n",
      "472 -0.355465 -1.076554  0.965899  0.659141   8\n",
      "473 -0.745188 -0.782877 -1.258483 -1.055936   L\n",
      "474  0.202093 -1.282088 -0.779935  1.443650   X\n",
      "475  0.760751  0.022058 -0.351377  0.211099   Y\n",
      "476  0.557158 -1.876649 -1.430152 -1.654969   H\n",
      "477  1.319639 -0.215070 -0.362025  0.518275   M\n",
      "478 -2.286471  0.411294 -1.539162 -0.091418   M\n",
      "479 -0.573244 -0.422650  1.464084  0.542439   O\n",
      "          one       two     three      four key\n",
      "480 -0.557591 -0.698958 -0.993515  0.075930   S\n",
      "481  1.334503  0.513017 -0.587334 -0.251176   X\n",
      "482 -1.496775  0.744357 -0.482187 -1.308006   Y\n",
      "483 -1.174527  0.387196 -1.718539 -1.281410   P\n",
      "484 -0.675110  1.193266  0.997502 -0.521573   V\n",
      "485  0.157038 -1.616308 -0.903544  0.350487   S\n",
      "486 -0.130342 -0.803972 -0.113091 -0.381549   R\n",
      "487 -1.348766  0.714156  0.043432 -0.057863   O\n",
      "488  0.760157 -0.318976  0.433243 -0.439731   O\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "489 -0.526896 -1.083645 -0.161763  0.660053   P\n",
      "          one       two     three      four key\n",
      "490 -0.461582 -1.050731 -0.426427  0.887175   P\n",
      "491 -0.222515  0.753492 -0.409289 -0.295382   S\n",
      "492  0.721114  1.011716 -0.271546  1.211776   Q\n",
      "493  1.121356  0.468571 -0.336326  0.078605   Z\n",
      "494  0.164942 -0.266021 -2.143937 -2.113471   E\n",
      "495  1.345822  2.363195 -1.405568  2.599800   3\n",
      "496  0.173217 -0.116329  0.373466  0.381805   K\n",
      "497 -0.289274  1.439352 -0.799853 -1.208543   O\n",
      "498  1.094008  0.049683 -1.445820  0.540209   9\n",
      "499  0.290745  0.590175  0.895260 -0.025518   Y\n",
      "          one       two     three      four key\n",
      "500 -0.264040 -1.204051  0.504199  0.602873   9\n",
      "501  2.027584 -0.097576 -0.445689  1.965018   I\n",
      "502  1.342573  1.231400  1.723257  1.332216   B\n",
      "503  1.536042  1.585264  0.904740  0.972697   G\n",
      "504 -0.494593  0.008418  1.512647 -0.114531   L\n",
      "505  0.796604  0.242223 -0.381732 -0.006187   L\n",
      "506 -0.103388  0.690857 -0.217870 -0.399363   4\n",
      "507 -1.055039  1.263498 -0.294833 -0.131290   Y\n",
      "508  0.769964 -0.077621 -1.569057  1.759866   H\n",
      "509 -0.380482 -0.444606 -0.959613  0.375138   Z\n",
      "          one       two     three      four key\n",
      "510  0.343652  1.653497  0.361990  1.413521   Q\n",
      "511 -1.037169  0.466151 -0.483780  1.754663   W\n",
      "512 -1.370660 -0.066661  0.780669 -0.341960   S\n",
      "513 -1.218953 -1.185454 -0.313377  0.509477   L\n",
      "514  0.320657 -2.371135  1.327589 -1.326688   5\n",
      "515 -0.021378 -0.062101  0.573617 -0.603958   I\n",
      "516  0.703793  0.094209  0.212399 -0.698490   Y\n",
      "517  0.126527 -0.597758  0.772462  0.406615   Y\n",
      "518  0.472917 -0.828902 -0.236532  1.138180   3\n",
      "519 -0.903719 -1.377777 -1.844190 -0.472677   I\n",
      "          one       two     three      four key\n",
      "520  1.024344 -0.450261 -0.683783 -0.661729   3\n",
      "521  0.127562  0.164955  0.302059 -0.774069   V\n",
      "522  1.114310  0.040545 -1.945605 -0.051613   3\n",
      "523 -1.105121  2.330199 -1.632064 -0.642056   C\n",
      "524 -0.638923  2.087784 -0.664267  1.279759   7\n",
      "525  0.394658 -1.415181  0.909133 -1.030027   R\n",
      "526  0.229629  1.221449  0.267325  1.546965   X\n",
      "527 -0.754186 -1.428343  1.642931  1.298858   5\n",
      "528  0.276274  0.759065 -0.779600  0.224756   D\n",
      "529  0.701377  0.120162  1.432007 -0.151164   E\n",
      "          one       two     three      four key\n",
      "530 -0.595785 -1.448381 -1.434809 -1.878632   J\n",
      "531  0.500949  0.070500 -0.443117  0.457912   9\n",
      "532  0.859546  2.785971 -0.532929 -1.136828   J\n",
      "533  0.711861  0.002736 -0.400844  0.551365   6\n",
      "534 -1.445062 -0.611055 -0.322967  0.547384   J\n",
      "535  0.954100 -1.257360  1.008903 -0.906558   U\n",
      "536 -0.833364  1.040694  1.197968 -1.312923   I\n",
      "537 -1.292614  0.276692 -1.050741  1.534013   B\n",
      "538 -1.013760 -0.066572 -0.620854  0.730214   H\n",
      "539 -0.976169 -0.974598 -2.197370  1.852371   X\n",
      "          one       two     three      four key\n",
      "540 -1.329730  1.085331  1.980574  1.176841   K\n",
      "541 -0.218698  0.084666 -0.173542 -0.651511   Q\n",
      "542 -1.982991  1.643599  1.468598  1.516742   J\n",
      "543  1.164884  0.020764 -0.533329 -1.145035   A\n",
      "544 -1.491799  0.007564  0.616605 -1.037414   J\n",
      "545 -0.996030  0.137301  1.731782  0.175898   J\n",
      "546  0.303861 -1.052662 -0.970055 -0.785081   I\n",
      "547 -1.001332  0.017181  1.782410 -1.190568   D\n",
      "548 -0.336102 -0.821629 -0.626185  0.571429   L\n",
      "549  0.422550  0.500042  0.513456  0.488156   U\n",
      "          one       two     three      four key\n",
      "550  1.867871  1.484582 -1.357443 -2.626637   N\n",
      "551  2.005167 -0.685622 -1.561030  0.182441   I\n",
      "552  0.597000  0.222708  0.305168 -0.080533   X\n",
      "553 -0.508773  1.021734  1.108644  0.943291   F\n",
      "554 -1.179020  0.036331  1.042837  1.088222   E\n",
      "555  0.951402 -0.307578 -0.368335  0.251813   B\n",
      "556  1.218339  0.713224 -1.293507 -0.760257   Q\n",
      "557 -0.637575  0.264305 -1.318301 -0.356751   P\n",
      "558 -0.279952 -0.480788  0.570095  0.064280   O\n",
      "559  0.070160  1.671392 -0.799068  1.152375   J\n",
      "          one       two     three      four key\n",
      "560  0.765127  1.032661  0.202238 -0.111697   A\n",
      "561 -0.164872 -0.205052 -1.352808  1.070987   E\n",
      "562 -0.921249  0.130183 -0.494700  1.200320   4\n",
      "563 -0.772598  0.971766 -1.172807 -0.629114   Y\n",
      "564 -1.168048 -0.763392 -1.101017 -1.225282   L\n",
      "565 -0.487141 -1.570014  2.023701  0.942098   U\n",
      "566 -0.960110 -0.599789 -0.420131 -1.060305   K\n",
      "567  1.145774  0.271638  0.158536 -0.138008   8\n",
      "568 -0.193084  0.966616 -1.288475 -0.604217   F\n",
      "569 -0.328503  0.848668 -0.046550 -0.349784   F\n",
      "          one       two     three      four key\n",
      "570 -0.350641  0.682652  1.213110 -0.422607   G\n",
      "571  1.623558 -0.389626  2.020485 -0.204085   W\n",
      "572 -0.281836  0.799264 -0.033647  0.041708   C\n",
      "573 -1.379627 -1.124807  0.076573 -0.908953   V\n",
      "574 -0.481685  1.317100 -0.913979 -0.677304   X\n",
      "575  0.574356 -0.732228 -0.158524 -1.794890   O\n",
      "576 -0.556246 -0.972948 -0.358834 -0.229477   H\n",
      "577 -0.662142 -0.182813  0.328315  2.252194   7\n",
      "578 -0.209264  1.116097 -0.839968  0.491750   2\n",
      "579  0.412337 -0.464012  0.112052  0.829024   S\n",
      "          one       two     three      four key\n",
      "580 -0.292731  0.152552  0.171421 -1.676514   E\n",
      "581 -0.810217  1.707645 -0.295623  0.205511   A\n",
      "582  0.443111  0.546866 -0.815407 -0.814718   K\n",
      "583  0.421462 -0.836823  1.425804  0.052379   O\n",
      "584 -0.761553 -2.153481 -1.241917 -1.000066   O\n",
      "585 -1.740843 -1.618405 -0.206717  0.088524   Z\n",
      "586  0.862219 -1.028091  0.132116  0.920400   D\n",
      "587  1.151347  0.109756 -0.987297  0.763409   R\n",
      "588 -0.910335 -0.982107  0.490226  0.643449   W\n",
      "589  0.761674 -0.617406 -1.652585  1.875518   J\n",
      "          one       two     three      four key\n",
      "590 -0.994851 -0.103497 -1.577335 -0.537263   Y\n",
      "591  0.410500  2.351971 -0.974480  0.163615   S\n",
      "592  0.363843 -0.331079  0.008411 -1.808952   R\n",
      "593 -0.726563 -0.261141  0.243103  0.142011   C\n",
      "594 -1.010931  1.014739 -0.925784 -0.869491   O\n",
      "595  0.938799  0.421110 -0.105712 -0.563260   Z\n",
      "596 -0.639067 -1.289469  1.124618  0.608780   W\n",
      "597  0.853380 -0.514838  0.097316 -0.297523   B\n",
      "598  0.947749  0.259260  0.549507 -2.636814   U\n",
      "599  1.905350 -0.012055  2.431791  1.237997   Q\n",
      "          one       two     three      four key\n",
      "600 -0.516668 -1.809236  0.416144 -2.280588   Q\n",
      "601  1.027780 -0.027405 -0.564503 -0.119947   Q\n",
      "602  1.551204  0.466685 -0.641260 -0.181744   J\n",
      "603  0.926318  0.927291  0.117346  0.689852   O\n",
      "604 -0.632273  0.324688  0.298193 -1.017273   O\n",
      "605 -0.015874  0.788401  0.638825  0.372048   L\n",
      "606 -0.010017 -0.326955 -0.318236  1.046044   4\n",
      "607 -0.634580 -0.522508  0.068567 -0.884560   I\n",
      "608  2.050653 -1.181549 -0.533822 -2.125313   V\n",
      "609 -0.908868 -0.793014 -0.335109  0.037492   W\n",
      "          one       two     three      four key\n",
      "610  1.224110  0.958274  1.329758 -0.253768   F\n",
      "611  1.718144 -0.648634  0.142423 -0.403445   J\n",
      "612 -0.533005 -0.214491 -0.235923  0.914930   D\n",
      "613 -1.390759  0.211406  0.590674  0.083262   7\n",
      "614 -0.928091  0.701956  1.039178 -0.762259   S\n",
      "615  0.728672 -0.383446 -0.562926  0.423290   M\n",
      "616  0.370024  0.032020 -1.263050 -0.661190   A\n",
      "617 -0.174518 -0.253561  1.363441 -0.352337   F\n",
      "618 -1.462123 -1.024080  0.516048 -0.274181   M\n",
      "619  0.149626 -1.258493 -3.147012  0.647377   F\n",
      "          one       two     three      four key\n",
      "620  0.718572  0.122687 -0.264683 -0.012467   G\n",
      "621 -0.583261  1.866096 -1.291962  0.501720   S\n",
      "622 -0.215772  0.096258  0.500506  1.266032   V\n",
      "623 -2.008887 -0.463262  0.235280  1.576381   2\n",
      "624 -0.389031  0.756333 -0.727188 -0.241930   L\n",
      "625  0.094756  1.443395  0.421279  0.521304   A\n",
      "626  0.211397 -1.091062 -0.885885 -1.174211   Z\n",
      "627  0.867971  0.059845  2.117674 -0.275678   U\n",
      "628 -0.689220 -0.498567 -0.754487  0.249618   M\n",
      "629 -1.422313 -0.799299 -0.818168  0.175179   A\n",
      "          one       two     three      four key\n",
      "630  0.121058 -1.391758  0.540614  0.610208   C\n",
      "631  0.320297  2.239588 -1.146741 -0.510208   Z\n",
      "632 -0.690142  0.491001  1.058332 -0.008989   R\n",
      "633 -0.521703 -2.299228  1.042974  0.022488   O\n",
      "634  0.255021  0.547390 -0.590398  1.040875   N\n",
      "635  1.173623 -1.470366  0.391082  2.614733   S\n",
      "636  0.408012  0.666054 -1.332051 -1.773270   4\n",
      "637 -0.404665 -1.826796  0.051082 -0.389155   Y\n",
      "638  1.311233  1.071636 -0.691517 -0.197166   Y\n",
      "639  1.329483 -0.314181  1.155250 -0.310138   X\n",
      "          one       two     three      four key\n",
      "640 -1.334960 -1.373417  0.021264  0.902418   X\n",
      "641  2.268282 -0.007329  0.394683 -1.679803   9\n",
      "642 -0.304685 -1.356296 -1.620419 -0.569422   A\n",
      "643 -0.530818  0.800831 -2.274781  0.170541   H\n",
      "644 -0.001800 -3.465356 -0.827826  1.430808   V\n",
      "645 -0.261444  1.486314 -1.039579  0.719062   D\n",
      "646  0.627622 -0.469194 -0.101264  1.891676   H\n",
      "647 -0.329298  0.071715  0.479169 -1.079075   F\n",
      "648 -0.742765  0.759030 -1.118109  0.884687   A\n",
      "649  0.383764  1.115819  1.333113  0.371440   R\n",
      "          one       two     three      four key\n",
      "650  0.137338 -0.662399  1.757140 -0.909405   O\n",
      "651 -1.539605 -0.895458 -0.233275  2.666556   P\n",
      "652  0.035304 -1.942487  1.242118 -0.184326   H\n",
      "653  0.182066  0.434355 -0.583836  0.616160   R\n",
      "654 -1.259901 -1.114100  0.283941  0.797892   0\n",
      "655  0.988202 -1.163367  0.115797 -0.048535   H\n",
      "656  0.236980 -1.602385  1.118380 -0.554616   U\n",
      "657  0.900938  0.716454  1.811875 -1.330704   J\n",
      "658  0.727675 -0.938174  0.479874  0.347832   P\n",
      "659  0.287110 -0.346400 -1.159676  1.049243   Z\n",
      "          one       two     three      four key\n",
      "660 -1.099466  0.356533 -0.167410 -1.174868   G\n",
      "661  2.128371  0.678286 -1.134974  0.492645   E\n",
      "662 -0.839114 -0.006299  0.822817 -1.684707   W\n",
      "663  0.883543 -1.083908 -0.056349  0.571913   E\n",
      "664  0.394936  0.935668  0.401927 -0.062631   K\n",
      "665 -1.239741 -1.063991  0.117355  0.529984   N\n",
      "666 -0.921699  2.013758  0.578416 -0.832472   Q\n",
      "667 -0.438839 -1.688726 -0.772548 -1.138874   T\n",
      "668  0.367194  0.588574  0.637054  0.636912   E\n",
      "669 -1.398241  0.701902 -1.603974 -0.001910   C\n",
      "          one       two     three      four key\n",
      "670 -0.759556 -1.767282  1.903070 -0.191659   W\n",
      "671 -0.032537  0.924379 -0.148704  0.321012   F\n",
      "672  0.209909  1.623332 -1.144754  0.412216   B\n",
      "673 -0.457389 -0.117801 -0.323972  0.879816   N\n",
      "674  0.126167 -0.170582 -0.086928  1.426527   V\n",
      "675  1.385306 -1.470873  0.593692 -1.331943   L\n",
      "676  0.411997 -0.792781  1.117095  3.372951   W\n",
      "677 -0.794808  0.294574 -1.235114 -1.038514   B\n",
      "678 -0.400435 -0.040874 -1.539885  1.306125   S\n",
      "679  0.069999  0.856249 -0.599017 -0.766095   C\n",
      "          one       two     three      four key\n",
      "680  0.480274  0.934571 -1.233171 -1.027289   F\n",
      "681  0.169191 -0.241472 -0.199201 -0.421583   2\n",
      "682 -0.274243  1.465206  0.098366 -0.166066   H\n",
      "683  0.350214  0.375084 -1.319546 -0.105641   V\n",
      "684  0.238529  0.373155  0.755962 -1.681836   S\n",
      "685 -0.222048  2.136200  0.197333 -0.539230   H\n",
      "686  0.375309  1.165427 -1.357453  0.612017   9\n",
      "687 -0.463573  1.766087  0.455837  0.255512   S\n",
      "688  0.279988  0.420717  0.805524 -0.755125   M\n",
      "689  0.930874  0.060651  1.623671  0.086015   F\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          one       two     three      four key\n",
      "690 -0.292949 -0.880245 -0.581178  0.654815   X\n",
      "691 -0.204133  0.333149  0.406852 -1.169391   P\n",
      "692 -0.242474  0.331982  0.290742 -0.278750   X\n",
      "693  0.145993  1.930448  1.720139  1.377522   F\n",
      "694 -0.617593 -1.614591  0.016191 -0.604622   I\n",
      "695  0.922978 -1.292055 -1.351997  0.283806   A\n",
      "696 -0.928138  0.852961  0.024444  2.340553   T\n",
      "697 -0.821976  0.817374  0.451825 -1.570028   8\n",
      "698  1.321737 -0.400621 -0.807798  1.015631   U\n",
      "699  0.711289  0.923190 -0.455170  1.067814   O\n",
      "          one       two     three      four key\n",
      "700 -0.047304  1.394180  2.344610 -0.002397   S\n",
      "701 -1.688336 -0.346352  0.425520 -0.224832   Z\n",
      "702  0.160533 -0.687899 -1.421196 -0.272783   1\n",
      "703 -1.066810  1.259937 -0.206259 -0.970699   T\n",
      "704  0.745745  0.218009 -1.164389  0.998144   1\n",
      "705 -1.113694  1.714325  0.081232 -0.774844   H\n",
      "706  0.836289 -0.640712  0.214118  0.672353   S\n",
      "707 -1.253733  1.755154  1.009684  0.813607   N\n",
      "708  0.688122  0.107563  1.268690  1.585725   L\n",
      "709 -1.000947  0.543779  1.701537 -0.824418   T\n",
      "          one       two     three      four key\n",
      "710  0.259233  0.384970  0.623987 -2.267827   G\n",
      "711  0.681097  1.819244  0.669091 -1.138714   1\n",
      "712  0.079504 -0.515797  0.034017  0.533997   D\n",
      "713  0.408101  0.314263 -2.700834  0.885913   3\n",
      "714 -1.043828 -0.659638 -0.383559  3.060846   D\n",
      "715 -0.559463  0.347588 -1.730812  0.517563   F\n",
      "716  0.980145  1.394327 -1.456224  0.791639   3\n",
      "717 -0.723501  2.558271 -0.850818 -0.475867   A\n",
      "718  0.100228 -0.570544 -0.002565 -2.148293   G\n",
      "719 -2.006154  1.062676  0.569060  0.418153   R\n",
      "          one       two     three      four key\n",
      "720  1.698521 -0.877715  2.729603  1.443464   E\n",
      "721  0.151383 -0.519386  0.389304 -0.481319   Z\n",
      "722  0.945801  0.619985  2.090553 -0.437160   U\n",
      "723 -0.921652  0.748418 -1.993968 -0.438938   4\n",
      "724  1.936295  1.162780 -2.154590  0.718839   V\n",
      "725  1.550970  0.188207 -0.850502 -0.990649   V\n",
      "726  0.482061 -0.204229 -0.500644  0.319991   M\n",
      "727  0.223549 -0.195633 -1.181842  0.874798   S\n",
      "728  0.152340 -1.239362 -0.572878  2.023121   H\n",
      "729  0.364105  0.911930 -0.056518 -0.468410   U\n",
      "          one       two     three      four key\n",
      "730 -0.766294 -0.268946  0.722880 -0.744594   G\n",
      "731  0.769705 -1.639635  0.498835 -0.237019   U\n",
      "732 -2.189870  0.334059 -0.248977 -0.303730   O\n",
      "733 -1.219167 -0.094164 -0.759449 -0.373387   T\n",
      "734 -1.331303  0.159015  0.488240 -0.421206   O\n",
      "735  0.000057  1.475884 -0.493883 -1.347344   A\n",
      "736  0.427966 -0.462143  2.548931 -0.643162   L\n",
      "737  0.326545 -0.360348 -1.712747 -1.031053   I\n",
      "738 -0.857995  0.301969 -1.466876  0.306275   V\n",
      "739 -1.097458  0.394401 -1.255293 -0.439218   A\n",
      "          one       two     three      four key\n",
      "740  0.172591 -0.264390 -1.498304 -0.072483   Y\n",
      "741 -0.537247  0.987166 -0.415319 -0.911046   P\n",
      "742  0.736183  0.215746 -0.396431 -0.011701   U\n",
      "743 -1.916784 -1.356730  0.109771 -1.226509   8\n",
      "744 -0.583047  1.137829 -0.592201  0.409020   I\n",
      "745 -0.377472  0.867824  0.146361  0.649430   U\n",
      "746 -0.669548  0.118215 -1.476486  0.535222   K\n",
      "747  0.943050 -2.480243  0.571789 -1.371331   I\n",
      "748 -0.556300  2.471795  0.387172 -0.374154   O\n",
      "749  1.129519  0.415313 -0.037097 -0.150885   Q\n",
      "          one       two     three      four key\n",
      "750 -1.600413  0.159826  0.150359  0.088060   V\n",
      "751 -0.792302 -0.765247 -1.021910 -2.058838   L\n",
      "752  0.492472  1.075038  0.855289 -0.021079   S\n",
      "753 -1.037104  0.431854  2.730071  0.452413   K\n",
      "754  0.486591  0.122527  1.388340  0.014270   D\n",
      "755  0.031621  0.222669  3.025273  0.412352   L\n",
      "756 -0.516121  0.433224 -1.821537  0.666071   V\n",
      "757 -0.127361 -1.419093  0.364285  0.709469   H\n",
      "758  1.286620 -1.324586  0.498089  0.001875   B\n",
      "759  0.941218  0.937461  0.993775 -1.541011   7\n",
      "          one       two     three      four key\n",
      "760  0.140539 -0.675598 -0.050526 -0.392513   Y\n",
      "761  1.100811 -0.071889  0.748639  0.926796   B\n",
      "762  0.904096 -0.387636 -1.832550 -0.025005   A\n",
      "763 -0.723901  0.389483  2.041585 -0.193699   E\n",
      "764 -1.556294 -0.358824  0.094072 -1.163632   C\n",
      "765  0.257940 -1.344356 -1.615863  0.534847   Y\n",
      "766 -0.955549  0.721610  0.544829 -0.773344   S\n",
      "767  0.084983  0.643734  0.924384  0.820764   R\n",
      "768  0.339438 -0.512475 -0.140745  1.772117   J\n",
      "769  0.738019 -1.090932  0.936387 -0.037196   P\n",
      "          one       two     three      four key\n",
      "770  0.498951 -1.609796  0.202239  0.333631   D\n",
      "771 -1.421275 -0.892238 -1.079191  1.361871   Q\n",
      "772  0.571228  1.107259 -0.489436  0.439030   4\n",
      "773  2.343104 -0.052859  0.536495 -0.256878   Y\n",
      "774 -1.649719 -0.588896 -0.542998 -1.429529   9\n",
      "775 -1.231455 -0.141106 -0.045299 -2.033290   Q\n",
      "776  2.046176  0.003491 -0.419639  0.338629   0\n",
      "777  0.455334  0.586219 -1.659733  0.745404   R\n",
      "778  1.085040 -0.416365 -2.094405 -0.291053   4\n",
      "779  0.223690  1.399661 -1.052632 -1.198156   6\n",
      "          one       two     three      four key\n",
      "780  0.285272  0.167573 -0.111292  0.310479   L\n",
      "781  0.063793 -0.837654 -0.677238 -0.626084   F\n",
      "782  0.087285 -0.517900 -1.184332 -1.086610   Z\n",
      "783  0.131171  1.340719 -0.134507 -0.599765   P\n",
      "784  0.413139  0.297188 -0.674361 -0.868657   0\n",
      "785 -0.725957 -0.998949  0.592402 -0.818486   M\n",
      "786  2.019106 -0.870474  1.639569 -0.018648   C\n",
      "787  1.522817  0.863991 -1.084725  0.995037   K\n",
      "788  1.599495  0.878766 -0.031821 -1.541137   D\n",
      "789  0.032584 -0.830247  0.093528 -0.885421   K\n",
      "          one       two     three      four key\n",
      "790 -0.218408 -0.479250  0.269820  0.587703   T\n",
      "791 -0.811633  0.880449 -0.355221  1.267463   K\n",
      "792 -0.331629  0.758539 -1.848992 -1.417983   W\n",
      "793  0.732672 -0.744898  0.512209  1.417495   M\n",
      "794 -1.280849  1.200019 -0.946480 -1.236550   M\n",
      "795 -0.154021 -0.413900 -0.475061 -0.452330   Q\n",
      "796 -0.232235 -0.368472  0.993501 -1.021010   7\n",
      "797  0.781140  1.342346  0.913418  1.774222   Z\n",
      "798  1.681210  0.372874  1.311298 -1.133757   L\n",
      "799 -1.240547 -1.168227 -0.580810  1.076764   H\n",
      "          one       two     three      four key\n",
      "800 -1.294914  0.331682 -0.085695 -0.380569   R\n",
      "801 -0.049305 -2.438811 -0.682628 -0.573968   E\n",
      "802 -0.650771 -0.881442 -1.694826  1.437016   I\n",
      "803 -0.396328 -0.045237 -0.820599  0.975118   P\n",
      "804  1.398057 -0.416835 -0.527765  0.655063   I\n",
      "805 -0.491838  0.252638 -0.712340 -0.134048   2\n",
      "806 -0.336569 -2.269899 -1.071023  0.943110   K\n",
      "807  0.756197  0.732625 -1.372741  2.878871   J\n",
      "808 -0.269079  0.639093  1.244106 -2.136111   7\n",
      "809 -0.308118  1.034232 -0.431445  0.994420   N\n",
      "          one       two     three      four key\n",
      "810 -0.477305  0.350103 -0.825061 -1.610219   W\n",
      "811 -0.197311  1.499384 -0.450783 -0.543044   X\n",
      "812 -1.056253  1.329374  0.133393 -0.675954   O\n",
      "813  1.658800  1.210938  0.302966 -1.972337   I\n",
      "814  0.754500 -2.845933  1.253487  0.339284   T\n",
      "815  0.297284  0.420508  0.580423  0.909306   H\n",
      "816 -0.763218 -0.644610  0.200417  1.015394   J\n",
      "817 -0.193427 -0.461658 -0.340601  0.798476   P\n",
      "818 -0.086358  0.278119 -0.796805 -0.224212   F\n",
      "819 -0.349745  0.754809  1.096169 -1.311705   U\n",
      "          one       two     three      four key\n",
      "820  0.961266 -1.467788 -0.381349  3.412734   J\n",
      "821  0.673156 -0.895040 -0.887768  1.036861   3\n",
      "822  1.674725  1.311048 -2.121708  0.744071   Z\n",
      "823 -0.855255 -1.540225 -0.445043 -0.937947   C\n",
      "824  1.677783  0.670608  1.078747  0.268647   N\n",
      "825  0.951291 -1.040883  1.452374  0.205421   H\n",
      "826 -0.683098  2.921636 -2.355285 -0.835637   E\n",
      "827  1.344263 -0.900980  0.568158  1.055773   S\n",
      "828 -1.108598 -0.652089 -0.564324  0.768528   H\n",
      "829  0.866476  1.019045 -1.305545 -0.511821   K\n",
      "          one       two     three      four key\n",
      "830  0.033623 -0.521881  0.359101 -0.119274   D\n",
      "831  1.319066 -0.396322 -1.249605  0.121017   L\n",
      "832 -0.199601  1.006747 -1.415585  0.691379   W\n",
      "833 -1.023019  1.194964  0.255707 -0.457101   7\n",
      "834  0.065228 -0.575107  0.182696 -0.828035   1\n",
      "835 -2.825997 -1.297744  1.049191  1.840404   S\n",
      "836 -0.179055  1.174393  1.734680 -1.918800   O\n",
      "837 -0.729083 -1.319774  1.528342 -1.092921   B\n",
      "838  0.104814 -0.552228  1.353238  0.630352   Q\n",
      "839 -0.255672  0.775343  0.387702  0.041849   D\n",
      "          one       two     three      four key\n",
      "840 -0.587911  0.873910 -0.304846 -1.050275   R\n",
      "841 -1.334261  0.244747  0.467975 -0.815459   J\n",
      "842  0.438790  0.395960  0.579843 -0.738805   Z\n",
      "843  0.000147 -0.713571 -0.727030  0.207665   T\n",
      "844 -0.693389  0.133032 -1.810385 -0.206716   V\n",
      "845  0.312562  0.702847  0.531875 -0.419882   8\n",
      "846 -0.729949  0.909011 -0.368560  0.712993   1\n",
      "847  0.029555 -0.052973  0.687465 -1.877284   P\n",
      "848  1.043611 -0.083895 -0.563814 -0.637314   G\n",
      "849  1.332120  0.432327 -1.071631 -0.353301   G\n",
      "          one       two     three      four key\n",
      "850  0.433454  0.493090 -0.430091 -1.247392   U\n",
      "851 -0.388183  0.717130  0.104645 -1.344749   H\n",
      "852 -0.309841 -0.055652 -0.471843  0.286451   J\n",
      "853 -0.108284 -1.610658  0.452592  1.942240   X\n",
      "854 -0.124121 -0.454046  0.019400  0.700823   R\n",
      "855  1.113946 -1.856832  0.814431  1.195482   U\n",
      "856 -0.685257  0.124450 -0.505895  0.642685   4\n",
      "857 -0.631722 -0.143666  1.087936  0.219917   U\n",
      "858 -0.187875 -1.481584 -1.054768  0.200388   K\n",
      "859  2.412396 -0.338504 -3.234391 -0.688067   K\n",
      "          one       two     three      four key\n",
      "860 -1.946231  1.372080 -0.221380 -1.126996   4\n",
      "861 -0.226293  0.040196 -2.770018  1.115093   H\n",
      "862  1.008070 -0.423869  1.889713  0.348198   2\n",
      "863  0.971149 -1.326166 -0.354046 -0.327411   X\n",
      "864  1.363531  0.135904  1.467313 -0.127779   J\n",
      "865 -0.191971 -0.123172  0.510274  0.399055   7\n",
      "866 -0.751565  1.868232  0.088694  0.470143   E\n",
      "867 -0.699965 -1.763551  1.828489 -0.880434   R\n",
      "868  0.026008  0.920830  0.371928  1.213848   O\n",
      "869  0.680894  0.578016 -1.214840  1.447624   W\n",
      "          one       two     three      four key\n",
      "870  1.393271  0.043563 -1.146234  1.178807   K\n",
      "871 -2.190870  0.447900  0.982867 -0.103477   E\n",
      "872  0.849065 -0.657636 -1.700643 -1.235272   O\n",
      "873  0.356928  0.729239 -1.165260  0.096956   D\n",
      "874 -0.615839 -1.021528 -0.775867 -0.585818   I\n",
      "875  0.094128 -0.637392  2.356799 -0.716470   R\n",
      "876  1.388508 -0.023484  0.376429  1.644896   J\n",
      "877  0.418293 -0.817763  0.017513 -1.007160   T\n",
      "878 -1.023229 -1.664268  1.294334  0.333396   P\n",
      "879 -0.357209 -0.812385  0.164544  0.395521   3\n",
      "          one       two     three      four key\n",
      "880  0.243235  0.198341  0.146675 -0.912408   S\n",
      "881  0.100768 -0.111569  0.442555  0.655966   G\n",
      "882  0.202154 -0.403594  1.086938  0.057199   O\n",
      "883  0.682939 -1.257409 -1.030951 -0.695576   W\n",
      "884  0.224674 -1.282982  0.170886 -0.726662   V\n",
      "885 -0.815750  0.041670  0.449464 -2.606145   N\n",
      "886 -0.670342 -0.181165  1.513165  0.241033   V\n",
      "887 -0.421223 -0.506196  0.667947 -0.252557   E\n",
      "888  0.035651 -0.034945 -0.354961 -1.003239   Q\n",
      "889 -0.853610 -0.436814 -0.871246 -0.016232   I\n",
      "          one       two     three      four key\n",
      "890  0.720570 -0.123687 -1.700154  0.301859   T\n",
      "891  1.006002 -0.282087  2.905202  1.603571   K\n",
      "892  1.330782  1.253422 -0.876880 -0.939894   F\n",
      "893 -1.139084  0.521192 -0.693468  0.703674   D\n",
      "894  0.322376  0.314143  0.260488 -0.496941   5\n",
      "895  0.998554 -0.814302  1.048220 -0.061590   M\n",
      "896 -0.005025 -0.711575 -1.732007 -0.517528   J\n",
      "897 -1.577290  0.516399  1.199673 -0.512884   3\n",
      "898 -0.856403  0.031718 -0.488677 -0.819807   Z\n",
      "899  0.879164 -0.000069  0.085142 -0.737688   G\n",
      "          one       two     three      four key\n",
      "900 -0.917821  0.058367 -0.531512 -0.812805   B\n",
      "901 -0.759939  0.105655  0.051760  1.124987   Y\n",
      "902 -0.179008  0.577351  0.638650  1.513243   V\n",
      "903 -0.792081  0.311284 -0.154408 -0.351271   E\n",
      "904 -1.331304  0.893181 -0.081846 -0.294823   C\n",
      "905 -1.197574  0.568164  1.985164  0.583706   R\n",
      "906 -0.091010 -0.727648  0.315932 -0.031456   Y\n",
      "907 -0.228641  0.009792  0.409630  0.028353   S\n",
      "908  1.429089 -0.029746 -0.140590  1.007687   F\n",
      "909 -0.851548 -0.260413 -0.407416  0.068328   N\n",
      "          one       two     three      four key\n",
      "910  0.451367  0.434450  0.700736  0.190065   Q\n",
      "911  1.273204  1.482586 -2.012272 -1.377785   C\n",
      "912  0.665904  0.656233  0.304480  0.159379   6\n",
      "913  0.206585 -1.101147 -0.707541 -0.978277   C\n",
      "914  0.990034  0.111278 -0.503772 -0.895681   K\n",
      "915 -0.684401  0.509117 -0.957427  0.130916   D\n",
      "916  0.034604  0.769922  0.168948 -1.610443   Q\n",
      "917  2.487347 -0.258829 -0.970272 -0.531656   H\n",
      "918  0.842772  2.665060 -0.093389 -1.222986   J\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "919  0.556822  2.105321  0.408342 -1.069528   6\n",
      "          one       two     three      four key\n",
      "920 -0.566608 -1.806123  0.007237  1.142460   1\n",
      "921 -0.347958 -1.703298 -1.276779  0.016063   Q\n",
      "922  1.689285 -0.243741 -0.032860 -0.699974   F\n",
      "923  0.512344  1.105886  0.996068  1.866303   X\n",
      "924 -0.695323 -1.138164  0.995713 -0.789440   9\n",
      "925 -0.494162 -2.277690 -0.092798 -0.041204   V\n",
      "926  0.102128 -0.497693 -1.240402 -1.376682   S\n",
      "927  0.532616 -0.955477  0.825893  2.390448   V\n",
      "928 -1.271741  2.018046  0.124696 -1.138061   T\n",
      "929  1.163885 -2.197588 -1.198055 -0.422572   F\n",
      "          one       two     three      four key\n",
      "930 -0.679813  0.274314 -0.178448 -0.426899   2\n",
      "931  0.933634  0.350504 -0.468304  1.156173   H\n",
      "932  0.648978 -0.095915 -0.063839  0.086077   J\n",
      "933  0.611149 -0.742647 -0.250951  1.610875   9\n",
      "934 -0.141520 -0.351263  1.965070  0.297954   J\n",
      "935 -0.684332  1.011875  0.706506 -0.181271   N\n",
      "936  0.268777  0.214678  0.427272  0.521099   E\n",
      "937  1.167300 -0.018029  1.086841 -0.686287   F\n",
      "938  0.329986  0.299003 -1.502037 -1.866984   K\n",
      "939  1.026257  0.389163 -0.433496  0.159210   W\n",
      "          one       two     three      four key\n",
      "940  1.478011 -0.295447 -0.276814 -0.316251   O\n",
      "941 -0.343394 -0.083514  3.053345 -0.573149   M\n",
      "942 -0.030498 -0.380566  0.482507  0.004529   F\n",
      "943  1.003789 -0.688903 -0.627384  0.704902   H\n",
      "944 -1.466971 -0.086289 -1.829227 -0.212290   S\n",
      "945 -1.071013 -1.461017  1.337436  2.297508   P\n",
      "946 -1.594760 -1.095687 -0.941551 -1.540258   R\n",
      "947 -0.621689  0.613430 -0.756052  0.647458   H\n",
      "948 -0.891974  0.507888 -0.220683  0.062233   O\n",
      "949 -1.186332 -0.450562 -0.546766 -1.057266   O\n",
      "          one       two     three      four key\n",
      "950 -0.166791 -1.105684 -0.078870  0.052164   G\n",
      "951 -0.188106 -0.248578  0.490971  1.547712   O\n",
      "952 -0.138188  1.187741  1.902460  0.953903   Q\n",
      "953  0.104038 -0.113551  0.764308 -0.918112   S\n",
      "954 -0.010589  1.300181  0.796239  0.982547   2\n",
      "955 -1.025152  0.896531 -2.336380  1.033232   N\n",
      "956  1.851357 -1.359367  2.396933  0.214648   T\n",
      "957  0.683999  0.638675 -0.277296 -0.996665   Y\n",
      "958  0.086146 -0.918117 -0.541720  0.536131   S\n",
      "959  0.841857  0.913907 -2.575079  0.794487   W\n",
      "          one       two     three      four key\n",
      "960 -0.890223  0.582864 -0.999818  0.472839   U\n",
      "961  0.365285  1.439141  1.549642 -0.181554   A\n",
      "962  0.172716  0.202307  0.956203 -0.145277   A\n",
      "963 -0.830696  2.152076  1.159642  1.237279   W\n",
      "964  1.078979  0.031309 -0.134672  0.438420   L\n",
      "965  0.505522  0.563120  0.752424  1.252909   3\n",
      "966  0.120994  0.416449 -0.643344  0.585661   7\n",
      "967 -0.686921  0.439469  0.320119  0.841977   G\n",
      "968  1.540677 -0.824946  1.046444 -0.890283   U\n",
      "969 -1.630690  0.467838  0.299394 -0.086505   I\n",
      "          one       two     three      four key\n",
      "970  0.633495 -0.186524  0.927627  0.143164   P\n",
      "971  0.308636 -0.112857  0.762842 -1.072977   X\n",
      "972 -1.627051 -0.978151  0.154745 -1.229037   O\n",
      "973  0.314847  0.097989  0.199608  0.955193   R\n",
      "974  1.666907  0.992005  0.496128 -0.686391   W\n",
      "975  0.010603  0.708540 -1.258711  0.226541   O\n",
      "976  0.118693 -0.714455 -0.501342 -0.254764   S\n",
      "977  0.302616 -2.011527 -0.628085  0.768827   R\n",
      "978 -0.098572  1.769086 -0.215027 -0.053076   G\n",
      "979 -0.019058  1.964994  0.738538 -0.883776   X\n",
      "          one       two     three      four key\n",
      "980 -0.595349  0.001781 -1.423355 -1.458477   O\n",
      "981  1.392170 -1.396560 -1.425306 -0.847535   K\n",
      "982 -0.896029 -0.152287  1.924483  0.365184   M\n",
      "983 -2.274642 -0.901874  1.500352  0.996541   Q\n",
      "984 -0.301898  1.019906  1.102160  2.624526   Q\n",
      "985 -2.548389 -0.585374  1.496201 -0.718815   R\n",
      "986 -0.064588  0.759292 -1.568415 -0.420933   N\n",
      "987 -0.143365 -1.111760 -1.815581  0.435274   C\n",
      "988 -0.070412 -1.055921  0.338017 -0.440763   X\n",
      "989  0.649148  0.994273 -1.384227  0.485120   I\n",
      "          one       two     three      four key\n",
      "990 -0.370769  0.404356 -1.051628 -1.050899   V\n",
      "991 -0.409980  0.155627 -0.818990  1.277350   4\n",
      "992  0.301214 -1.111203  0.668258  0.671922   Q\n",
      "993  1.821117  0.416445  0.173874  0.505118   O\n",
      "994  0.068804  1.322759  0.802346  0.223618   W\n",
      "995  2.311896 -0.417070 -1.409599 -0.515821   M\n",
      "996 -0.479893 -0.650419  0.745152 -0.646038   H\n",
      "997  0.523331  0.787112  0.486066  1.093156   D\n",
      "998 -0.362559  0.598894 -1.843201  0.887292   W\n",
      "999 -0.096376 -1.012999 -0.657431 -0.573315   K\n",
      "           one       two     three      four key\n",
      "1000  0.467976 -0.038649 -0.295344 -1.824726   T\n",
      "1001 -0.358893  1.404453  0.704965 -0.200638   J\n",
      "1002 -0.501840  0.659254 -0.421691 -0.057688   R\n",
      "1003  0.204886  1.074134  1.388361 -0.982404   S\n",
      "1004  0.354628 -0.133116  0.283763 -0.837063   B\n",
      "1005  1.817480  0.742273  0.419395 -2.251035   Q\n",
      "1006 -0.776764  0.935518 -0.332872 -1.875641   Z\n",
      "1007 -0.913135  1.530624 -0.572657  0.477252   X\n",
      "1008  0.358480 -0.497572 -0.367016  0.507702   R\n",
      "1009 -1.740877 -1.160417 -1.637830  2.172201   4\n",
      "           one       two     three      four key\n",
      "1010  0.240564 -0.328249  1.252155  1.072796   5\n",
      "1011  0.764018  1.165476 -0.639544  1.495258   A\n",
      "1012  0.571035 -0.310537  0.582437 -0.298765   J\n",
      "1013  2.317658  0.430710 -1.334216  0.199679   L\n",
      "1014  1.547771 -1.119753 -2.277634  0.329586   N\n",
      "1015 -1.310608  0.401719 -1.000987  1.156708   I\n",
      "1016 -0.088496  0.634712  0.153324  0.415335   6\n",
      "1017 -0.018663 -0.247487 -1.446522  0.750938   T\n",
      "1018 -0.070127 -1.579097  0.120892  0.671432   R\n",
      "1019 -0.194678 -0.492039  2.359605  0.319810   4\n",
      "           one       two     three      four key\n",
      "1020 -0.248618  0.868707 -0.492226 -0.717959   Z\n",
      "1021 -1.091549 -0.867110 -0.647760 -0.832562   K\n",
      "1022  0.641404 -0.138822 -0.621963 -0.284839   B\n",
      "1023  1.216408  0.992687  0.165162 -0.069619   O\n",
      "1024 -0.564474  0.792832  0.747053  0.571675   G\n",
      "1025  1.759879 -0.515666 -0.230481  1.362317   F\n",
      "1026  0.126266  0.309281  0.382820 -0.239199   I\n",
      "1027  1.334360 -0.100152 -0.840731 -0.643967   K\n",
      "1028 -0.737620  0.278087 -0.053235 -0.950972   L\n",
      "1029 -1.148486 -0.986292 -0.144963  0.124362   O\n",
      "           one       two     three      four key\n",
      "1030  1.630594  0.243886  0.468368  1.258048   Z\n",
      "1031  1.044890  0.080718  0.857886 -0.298382   F\n",
      "1032 -0.262543 -1.615199 -1.087239  0.759029   A\n",
      "1033  0.020144  1.107792 -0.559435 -0.481925   W\n",
      "1034 -1.203916  1.885343 -0.080470  0.250646   K\n",
      "1035  0.366915 -2.430086 -1.053447  0.346279   G\n",
      "1036  0.434220 -0.079863 -0.422977 -0.074272   U\n",
      "1037  0.040666 -1.810216 -0.189193  1.229266   L\n",
      "1038  1.338459  0.338489 -0.213446  2.325923   T\n",
      "1039  0.572981  0.782664  1.307673  1.619957   8\n",
      "           one       two     three      four key\n",
      "1040  0.762428 -0.648529  1.936515 -1.159666   G\n",
      "1041 -1.252046 -1.538539  1.042281  0.623835   U\n",
      "1042 -0.047530 -0.494310 -0.165460  0.472929   A\n",
      "1043  0.124548  0.730791 -0.257527 -1.511257   X\n",
      "1044  0.801889 -0.462781 -1.734621  0.674768   U\n",
      "1045 -0.992307 -1.096830 -2.061794  0.035391   M\n",
      "1046 -0.109663  2.577094  0.913563  0.613594   K\n",
      "1047 -0.541681  1.510031  0.467945  0.553225   J\n",
      "1048 -0.079587 -0.609924  0.353834  1.108030   1\n",
      "1049 -0.043752 -0.410666 -0.729599  0.263223   A\n",
      "           one       two     three      four key\n",
      "1050 -0.761490  1.104182  1.270609 -0.319284   W\n",
      "1051 -0.804975  0.559520  1.052232 -0.645574   X\n",
      "1052  0.353941  1.829963  0.398922 -1.522231   H\n",
      "1053  1.541636  0.478316 -0.666760  1.367175   R\n",
      "1054 -0.987621  0.337534  0.386935  1.996144   5\n",
      "1055 -0.353462 -0.448433 -0.420520  0.606223   O\n",
      "1056 -0.275687  0.127910  0.877756  0.141774   Q\n",
      "1057  0.448882 -0.016410 -0.041434  0.483096   8\n",
      "1058 -0.043765 -0.878446  1.525075  0.008223   C\n",
      "1059 -0.064416  0.080921  0.644715  0.393025   I\n",
      "           one       two     three      four key\n",
      "1060  0.015018 -1.620301  0.465866  1.637377   4\n",
      "1061  0.579715 -0.565646 -0.812129  1.532803   Y\n",
      "1062 -0.324507  1.853351 -2.268609 -0.355132   L\n",
      "1063 -0.100247 -1.954614  0.132519  0.836927   E\n",
      "1064  0.275725  0.349561 -0.617723  0.675991   5\n",
      "1065  0.300486 -0.914367 -1.604609 -0.905458   N\n",
      "1066 -0.362382  0.708361 -0.388317 -2.328763   K\n",
      "1067  0.805331  0.073617  0.481166  0.632621   6\n",
      "1068  0.786095  0.095137 -1.049965  1.828798   I\n",
      "1069  0.207815  1.407275 -1.044800  0.140207   Y\n",
      "           one       two     three      four key\n",
      "1070  1.809750  0.592023 -0.146215 -0.113818   M\n",
      "1071  0.190562 -2.886359  0.514365 -2.208118   L\n",
      "1072  0.844977 -0.164290  0.218672  0.099012   R\n",
      "1073  0.195035 -0.649591  2.171664  0.453466   Y\n",
      "1074 -0.056433  1.758650 -0.448091  0.346784   T\n",
      "1075 -0.112609 -2.642457 -0.487310 -0.220507   I\n",
      "1076 -1.395319  0.573474 -0.013324 -1.307070   V\n",
      "1077 -2.080273  0.097498  0.321489  0.012608   C\n",
      "1078  0.883172  0.490427 -0.799299 -0.699669   U\n",
      "1079 -0.138632 -1.417845 -0.199678  1.199299   L\n",
      "           one       two     three      four key\n",
      "1080 -0.961579  1.166247 -1.124953  0.201728   Q\n",
      "1081  1.301453  1.077117  0.560502  0.859991   Q\n",
      "1082  0.063679 -0.995532  0.879547 -0.012471   G\n",
      "1083 -0.373381  0.982861 -0.037534 -1.337856   4\n",
      "1084  1.492292  0.485490  0.129313  1.733569   D\n",
      "1085 -0.908492  0.498234 -0.588844 -0.903956   A\n",
      "1086  1.137140  0.977509 -0.940994  0.149013   A\n",
      "1087 -1.049838  2.453425  1.230087 -2.068508   L\n",
      "1088  1.485199 -0.806453 -0.475087  0.936801   6\n",
      "1089 -0.790437  1.823852  0.470827  0.898782   I\n",
      "           one       two     three      four key\n",
      "1090  2.024808  0.032251  1.315297 -0.156433   R\n",
      "1091  0.379253 -1.059409 -1.132068  1.222296   G\n",
      "1092  2.403216 -1.792528 -0.917573 -0.886693   O\n",
      "1093  1.249975  1.491530  0.371476 -0.000465   D\n",
      "1094  0.501131 -1.852451  1.110354  0.508865   0\n",
      "1095  1.106521  0.098153  0.789793  1.192693   8\n",
      "1096 -0.540543  1.782569  0.051931  0.463868   Z\n",
      "1097 -0.101980  0.981720  1.106990 -1.752269   L\n",
      "1098  0.632107 -0.761419  1.427930 -0.046928   E\n",
      "1099  1.009779 -0.608379 -1.405105 -1.175054   Z\n",
      "           one       two     three      four key\n",
      "1100 -0.602748 -0.182504 -0.768164  1.260686   D\n",
      "1101 -0.039105 -0.069510 -1.358052 -0.292859   N\n",
      "1102 -0.345101 -0.179477 -0.904658 -0.071287   D\n",
      "1103 -0.759495  0.225916  2.235872 -0.004490   E\n",
      "1104 -1.686771  0.742276  0.485876  1.798507   V\n",
      "1105  0.145697  0.805037  0.350362 -0.540235   H\n",
      "1106  2.487654 -0.147867  0.580688 -0.305696   W\n",
      "1107  0.380166 -0.592483  0.393693 -0.463217   0\n",
      "1108  0.963549 -1.550302 -0.944962  0.121546   X\n",
      "1109 -0.040385 -0.312649 -1.196604  1.075043   S\n",
      "           one       two     three      four key\n",
      "1110  0.938357 -0.235761 -0.077360  1.162150   T\n",
      "1111  0.190303 -0.425473  0.362347 -0.688711   F\n",
      "1112  0.256419  0.082669 -2.302758 -0.446115   D\n",
      "1113  0.690972  0.871498  0.948469  0.644683   0\n",
      "1114 -1.157781  0.093696 -0.765273 -0.724767   S\n",
      "1115 -0.295462 -0.832817  1.490204 -0.420786   A\n",
      "1116  0.132723 -1.255780  1.370008  1.144490   Q\n",
      "1117 -0.111381  0.572076  1.807962  1.090205   H\n",
      "1118  0.178700 -1.608832  2.174615 -1.351738   V\n",
      "1119  1.202183  0.179583  0.202061 -0.731213   R\n",
      "           one       two     three      four key\n",
      "1120 -0.674447 -0.184703  0.706721  0.718681   R\n",
      "1121  1.765535 -0.951932  0.320147 -1.159350   Z\n",
      "1122 -1.247885 -0.725490  0.541998 -0.126572   1\n",
      "1123 -1.164045 -0.647619 -0.550283  1.164943   I\n",
      "1124  1.816133 -0.393382 -1.212910 -0.317187   F\n",
      "1125  0.499883 -1.183631 -0.638619 -0.785337   L\n",
      "1126  1.228499  1.253479 -0.221459 -0.065413   H\n",
      "1127  1.018951 -0.423937 -1.724553 -0.823409   Q\n",
      "1128 -0.169893  0.301072  1.409961 -0.516056   5\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1129  0.883068  0.950613  0.783766  0.776407   O\n",
      "           one       two     three      four key\n",
      "1130  1.032778 -0.092930  0.600042  0.173515   F\n",
      "1131 -0.249225 -0.064820 -0.012763  0.030473   O\n",
      "1132  0.556590  1.976901  0.130669  2.719664   X\n",
      "1133  0.161076 -1.314940 -0.605192 -0.732213   P\n",
      "1134 -1.842062  0.010915 -0.013233 -0.298259   Q\n",
      "1135  1.727237  1.674584 -0.988291  0.512445   S\n",
      "1136 -0.190386 -0.184385  1.163292 -1.059896   J\n",
      "1137  0.693111  0.815751 -2.388695 -0.201710   T\n",
      "1138 -0.062113 -0.009850  0.658453  0.782910   A\n",
      "1139  0.880940 -0.707391 -0.750939 -0.042381   S\n",
      "           one       two     three      four key\n",
      "1140 -0.592838 -0.700117  0.831352 -1.158911   G\n",
      "1141  1.628350  0.404618  0.086334  0.278914   D\n",
      "1142  0.210544 -0.909438  0.903900  0.471579   5\n",
      "1143  0.033606 -0.882900 -0.345729 -0.317833   H\n",
      "1144 -0.075574 -0.616260 -0.342471  0.850522   C\n",
      "1145 -1.262951 -0.167273  1.457807 -0.375636   P\n",
      "1146 -0.289513 -0.927606  0.950207  1.234067   H\n",
      "1147  1.346532  1.083389 -0.840823  0.525032   M\n",
      "1148  0.698213 -1.263537  0.034589 -1.082713   Y\n",
      "1149 -0.798004 -1.301795 -1.956852 -1.284120   B\n",
      "           one       two     three      four key\n",
      "1150  0.042611 -0.175943 -1.015977  0.668174   P\n",
      "1151  1.522649  2.291392  1.506445 -0.448051   7\n",
      "1152  0.549118 -0.439673  0.651229  2.648046   3\n",
      "1153  0.119468  0.224633 -0.462937  1.410156   6\n",
      "1154 -0.323899 -0.115278 -2.247625  0.271304   K\n",
      "1155 -0.569093  1.860056 -2.552601 -0.433538   X\n",
      "1156  0.112111 -0.845798  1.006310  1.138832   F\n",
      "1157 -0.499492  0.916415 -1.045215 -0.507578   S\n",
      "1158  0.376336  0.764119  0.935520 -0.594284   S\n",
      "1159  0.043552 -1.133114  1.839960  1.076891   Y\n",
      "           one       two     three      four key\n",
      "1160  0.085216  2.510964 -1.054814  0.673700   J\n",
      "1161 -1.781879 -1.085402 -0.052362 -1.070721   1\n",
      "1162  0.895674  1.221778  0.354944 -2.720801   F\n",
      "1163  0.178964 -1.240360  0.216703 -0.931038   8\n",
      "1164  0.751111 -1.677541 -1.845294  0.472624   L\n",
      "1165 -0.174065  0.417376  0.675686  0.976130   Q\n",
      "1166  0.469285  0.468043  0.740358 -3.173509   L\n",
      "1167 -0.414343 -0.847570  0.321461 -2.575767   N\n",
      "1168  0.947171  0.328539  0.194055 -0.530855   G\n",
      "1169  0.280984  2.218110  0.043019  0.105971   S\n",
      "           one       two     three      four key\n",
      "1170  1.368775  0.314364  0.237928  0.826480   Q\n",
      "1171 -0.556654  0.677244 -0.048745  0.481485   8\n",
      "1172  1.275352 -1.636605 -0.907083 -0.842150   M\n",
      "1173  0.354485  0.336961 -0.877361  1.943403   D\n",
      "1174  1.630411 -0.107837 -0.452670  0.511911   5\n",
      "1175  2.130822 -0.513613 -0.589273  0.270247   T\n",
      "1176  1.133030 -0.920499 -0.411478 -0.001258   I\n",
      "1177 -0.022368 -0.165693  1.487503 -1.560971   M\n",
      "1178 -1.597818 -0.544170  0.565076  1.288177   W\n",
      "1179 -0.641429  0.376690 -0.153789 -0.512961   X\n",
      "           one       two     three      four key\n",
      "1180  0.314357 -0.962542 -0.541513 -1.156165   X\n",
      "1181  0.088340  0.814274 -0.304655  0.792676   G\n",
      "1182 -0.241962 -0.629315 -2.212602 -0.374105   Q\n",
      "1183 -1.181735 -0.596942  0.274344  0.273126   Z\n",
      "1184 -0.216653 -0.736039 -0.695236  0.421188   M\n",
      "1185 -0.210084  0.708077  1.545655 -1.587045   N\n",
      "1186 -0.194804 -0.215578  0.691829 -0.099275   3\n",
      "1187  0.555034 -0.628948 -0.550886 -1.303585   P\n",
      "1188 -0.001326  0.234979  0.305587  1.174985   N\n",
      "1189 -0.505885  0.289075 -1.017537  0.086235   F\n",
      "           one       two     three      four key\n",
      "1190  0.818458 -0.077424 -1.535597 -0.727323   2\n",
      "1191 -0.739838  0.654748  0.775893  0.911726   Q\n",
      "1192 -0.157669  0.010577 -0.473291 -0.114977   N\n",
      "1193  1.582073  1.211351  0.277131  0.637144   X\n",
      "1194 -0.704190  0.127876  1.052503  0.209074   5\n",
      "1195 -0.389368 -0.932914 -0.998025  0.563617   O\n",
      "1196 -0.558272 -0.161775 -1.538067  0.613443   3\n",
      "1197 -0.158497  1.349013 -0.475158 -1.033059   U\n",
      "1198  0.407671  0.254557 -1.560825  1.125628   I\n",
      "1199 -0.653921  0.027579 -1.396294  0.913825   C\n",
      "           one       two     three      four key\n",
      "1200 -2.576925  0.338165  0.519443 -2.303307   R\n",
      "1201 -0.842865  1.082165 -0.646398 -1.135007   X\n",
      "1202 -0.494181  0.104939  0.827237  1.055114   N\n",
      "1203  1.155762 -0.066008  0.236059  0.309968   C\n",
      "1204 -0.687534 -0.026354  0.106619  2.474902   T\n",
      "1205  0.649518 -1.177811 -0.954277 -0.339044   D\n",
      "1206 -0.423468  0.638838 -0.039035  0.145446   U\n",
      "1207  0.082738 -0.472712  0.480072  2.019987   F\n",
      "1208  0.268893 -1.484846 -1.637640 -2.325580   E\n",
      "1209 -0.107130 -1.112420 -1.270698  0.848297   T\n",
      "           one       two     three      four key\n",
      "1210 -1.045441  0.797203 -0.350623 -1.154112   R\n",
      "1211  0.419681 -1.202555  0.374433 -0.556202   L\n",
      "1212  0.203281  0.947045  0.990642  0.061859   W\n",
      "1213  2.092124  0.906692  1.327444  1.098020   I\n",
      "1214  0.426330  0.775431 -0.540807  0.483395   Y\n",
      "1215  1.652039 -0.887320 -2.174533  1.286618   H\n",
      "1216  1.014085  0.771958  0.391398  1.349605   U\n",
      "1217 -0.268733  0.145778  1.148385 -0.055859   7\n",
      "1218  1.174609  0.611714  0.515179 -0.185848   P\n",
      "1219 -2.405019 -0.160283  2.322082 -0.944043   T\n",
      "           one       two     three      four key\n",
      "1220  0.423192  0.095787 -0.887768 -0.741621   6\n",
      "1221 -1.242080  0.371924  0.166777  1.010489   F\n",
      "1222  1.293472  1.144530 -1.481267 -0.441602   O\n",
      "1223 -1.126853 -1.037226 -0.239714  1.173219   H\n",
      "1224 -1.062209  1.192262 -0.775448 -1.225012   9\n",
      "1225 -0.372656 -0.485828  0.534655 -1.212245   P\n",
      "1226 -0.020036 -1.333035  2.189450 -0.249190   I\n",
      "1227 -0.577763 -0.389902  0.488138  0.626001   D\n",
      "1228 -0.766541  0.713717 -1.018256  1.889361   U\n",
      "1229 -1.738700 -0.336054 -0.992538  1.421204   2\n",
      "           one       two     three      four key\n",
      "1230 -0.568216 -1.848144  0.863835  1.322281   0\n",
      "1231  1.321858  1.008873  0.254608 -1.342099   6\n",
      "1232 -1.443118  0.240571  0.792944  0.073668   T\n",
      "1233  0.440872  1.122574 -0.755519 -0.716928   J\n",
      "1234  1.515096  1.335474 -0.910116  0.051178   K\n",
      "1235  2.023580  1.096807 -1.348178  0.264342   3\n",
      "1236 -0.361315  1.010652  2.553879 -0.089575   C\n",
      "1237 -0.994548 -0.457568  2.218483 -1.278251   J\n",
      "1238  0.132032 -1.305137 -0.536163 -1.280055   C\n",
      "1239  1.161764  0.818182  0.015119  0.283322   W\n",
      "           one       two     three      four key\n",
      "1240 -1.039421  1.134517 -2.225790  0.059204   J\n",
      "1241 -0.867389  0.398072  2.053797  0.734563   H\n",
      "1242  1.453002  0.569163  0.198248  0.465206   C\n",
      "1243 -0.095428  0.428386 -0.405098 -1.397249   0\n",
      "1244 -1.173270  0.159078  1.927651 -0.210691   J\n",
      "1245  1.043966 -0.104111 -0.249276 -0.020779   W\n",
      "1246  0.280529  1.601091  0.561331  0.868631   1\n",
      "1247 -0.659953 -2.303160  0.248001  0.942726   M\n",
      "1248  0.790584 -0.983116  0.874531  0.809282   M\n",
      "1249 -1.175911  2.151987 -0.080928 -0.431624   W\n",
      "           one       two     three      four key\n",
      "1250 -0.261110 -0.516070  1.135388 -0.761320   Z\n",
      "1251  0.703424  0.449614 -1.593578 -1.155400   O\n",
      "1252  1.116450 -0.274069 -0.029748 -0.433413   Q\n",
      "1253 -0.357309 -0.529398  0.205418  0.108428   0\n",
      "1254  0.423229  2.089096  0.923675  1.502727   S\n",
      "1255  0.217126  1.282361 -0.978429  0.263613   9\n",
      "1256 -0.443398  0.676990  0.638589 -0.873795   S\n",
      "1257  1.005342  0.682462  1.200273  0.193455   P\n",
      "1258  1.376210  1.148046 -1.194933 -0.024651   T\n",
      "1259  0.745347 -0.886025 -0.437063  2.124741   N\n",
      "           one       two     three      four key\n",
      "1260  0.620059 -1.371443  0.722630  1.637960   D\n",
      "1261  0.006307 -1.331342  0.064962 -0.572398   X\n",
      "1262 -0.198477  0.684456 -0.147475  0.581649   9\n",
      "1263  0.681178  0.283489 -0.201257 -0.837272   A\n",
      "1264 -3.726864  2.152632  0.986711 -1.273956   R\n",
      "1265  1.232965 -0.872075  1.125734 -1.269692   F\n",
      "1266  1.680718 -0.795062  0.429542  0.907960   H\n",
      "1267  0.012603 -0.559558  1.170093 -0.755084   Y\n",
      "1268  0.478688 -0.923803 -1.621413  1.122109   F\n",
      "1269  0.654913  0.051571  2.016148  0.652618   P\n",
      "           one       two     three      four key\n",
      "1270 -0.840525 -0.155628  0.992246  0.818995   G\n",
      "1271  0.167651 -0.126483 -0.215923 -0.551817   V\n",
      "1272 -1.694869 -0.251794  0.643792  1.051484   M\n",
      "1273  1.158911  1.192041 -0.474725 -1.188533   T\n",
      "1274 -0.359609 -0.742870 -1.434232 -0.412530   L\n",
      "1275  0.527894  0.084068  2.368530 -0.003024   X\n",
      "1276  0.388307  0.969655 -0.162391 -0.256349   I\n",
      "1277 -0.270080 -1.255751 -0.356179  1.231406   H\n",
      "1278  0.082013 -0.523347 -0.298926 -2.259246   N\n",
      "1279 -1.401529  0.293567  0.915069 -0.697824   I\n",
      "           one       two     three      four key\n",
      "1280 -0.342039  0.204837  0.965391  0.219577   H\n",
      "1281  1.588456 -0.269372 -0.298399 -0.017322   P\n",
      "1282  0.367103 -0.208087 -0.251701 -0.522193   H\n",
      "1283  0.197511 -0.502179 -1.736854  1.234516   Y\n",
      "1284  1.552528 -1.332354 -0.227918 -0.817041   R\n",
      "1285  0.304382  1.406603  0.373172  0.446837   4\n",
      "1286 -1.405559 -0.701879  1.793801 -0.370495   F\n",
      "1287 -0.290146  0.466117  1.019924 -0.091318   Z\n",
      "1288 -0.046104  0.873557  0.660301  0.463093   I\n",
      "1289 -1.577012 -2.119284  1.805621 -0.283501   E\n",
      "           one       two     three      four key\n",
      "1290  0.340372  0.382561  0.000311  0.452417   O\n",
      "1291  1.617485  0.325101 -0.560042  0.944086   I\n",
      "1292  0.268348 -0.373020  0.433140 -0.868286   J\n",
      "1293  0.599411 -1.053006 -0.061247  0.890922   I\n",
      "1294 -1.767324  0.564683 -0.274612 -0.174666   0\n",
      "1295  0.007589  1.506447  1.903478  0.416104   X\n",
      "1296 -0.109962 -0.920117  1.823192 -1.427935   5\n",
      "1297  0.645940  0.441283  0.724279  0.726795   I\n",
      "1298  1.189913 -0.453601  1.207129 -0.241785   B\n",
      "1299  1.209583  0.651352  0.384910  0.560130   N\n",
      "           one       two     three      four key\n",
      "1300 -0.835033  0.186814  0.099421 -0.540764   M\n",
      "1301  0.923118 -1.349525  1.986289  1.099944   D\n",
      "1302 -0.169421  1.093335 -0.047652 -0.085705   5\n",
      "1303 -0.367095 -0.764237  0.525876  0.358030   L\n",
      "1304 -1.150007  0.824941 -0.871591  0.058124   M\n",
      "1305  1.497400 -0.819334  0.017392 -0.037314   D\n",
      "1306 -0.317808  1.235653  0.129119 -0.750614   R\n",
      "1307  0.895324  1.738289 -0.789496  1.561415   5\n",
      "1308 -2.323376 -0.086484 -0.937811  0.975500   F\n",
      "1309  0.749857 -1.469871  2.674434 -0.835018   Z\n",
      "           one       two     three      four key\n",
      "1310 -0.631611 -0.828862 -0.120594 -1.000737   S\n",
      "1311 -0.722216 -0.507616  0.252700 -0.196935   C\n",
      "1312 -1.121400 -0.830074 -1.556151  1.372112   P\n",
      "1313  1.255334 -0.091549 -1.092050  1.431610   U\n",
      "1314 -2.088980 -1.033840 -0.175710 -0.044959   P\n",
      "1315 -0.593836 -0.125592 -0.148473  0.824293   3\n",
      "1316 -0.853371 -1.050392 -1.636552 -0.531499   I\n",
      "1317  0.184960  0.724281 -1.303614  0.042783   D\n",
      "1318 -0.234229 -2.156776  0.665154  0.652185   K\n",
      "1319 -0.542995  0.391323 -0.623619 -0.638091   Y\n",
      "           one       two     three      four key\n",
      "1320  1.036986  0.499677  1.148364 -0.467139   4\n",
      "1321  0.762713 -0.337946 -0.239413 -0.662795   U\n",
      "1322  0.749977  0.712538  1.001917 -0.996523   K\n",
      "1323  0.171084 -0.255490  0.102048 -0.316483   I\n",
      "1324  1.932525  0.246313 -0.141027 -0.530162   7\n",
      "1325 -1.057745 -0.974924 -0.138164  0.507494   7\n",
      "1326  1.450925 -0.757698 -0.095352 -0.783242   E\n",
      "1327 -0.851492  0.531830 -0.000885  1.090088   P\n",
      "1328 -1.455230 -1.651306  0.176941  0.872048   O\n",
      "1329  1.614927 -1.213212 -0.481253 -0.417014   7\n",
      "           one       two     three      four key\n",
      "1330 -0.084471 -0.277350  1.451430  0.084764   D\n",
      "1331 -0.518113  0.226028 -0.511796 -0.919190   K\n",
      "1332 -0.972866  1.004205  0.120233  0.042025   I\n",
      "1333  2.833891 -2.101260 -0.429482 -0.463515   C\n",
      "1334 -0.128270 -0.543380 -0.221873 -1.029007   X\n",
      "1335  1.247967  0.128850 -1.559185  0.044223   M\n",
      "1336  0.273832  0.522074 -0.308342  2.699276   K\n",
      "1337  0.702012  0.711724  1.163336  0.296343   2\n",
      "1338 -1.016164 -0.354134  0.344964 -0.991717   2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1339  1.063249 -1.609780  1.585452  0.266229   R\n",
      "           one       two     three      four key\n",
      "1340 -0.345092 -1.783733  0.995363 -0.133127   A\n",
      "1341  0.580273  0.858170 -0.411594  0.237033   K\n",
      "1342  0.242251 -0.014573 -0.546432  0.329856   I\n",
      "1343  0.399690  1.883217 -0.567522  0.406623   E\n",
      "1344 -0.388245  1.919552 -0.905067  0.678331   U\n",
      "1345  0.533744  1.906746  0.543798 -1.308828   Y\n",
      "1346 -0.978301 -0.936583  0.090409 -0.218280   L\n",
      "1347  0.339442 -0.280250 -1.007012 -2.808084   X\n",
      "1348 -1.670404  0.076665  1.298030 -0.763384   6\n",
      "1349  0.673709  1.492749  0.547974 -0.214530   2\n",
      "           one       two     three      four key\n",
      "1350 -0.860414 -1.054173 -0.213906  2.004594   N\n",
      "1351 -0.697103  0.482459 -0.618269  0.468325   E\n",
      "1352 -1.595699  0.747179  0.439322  0.375915   K\n",
      "1353  0.640864 -0.928823  0.139356 -0.740332   7\n",
      "1354  0.504642  0.081301 -0.524631  0.122069   0\n",
      "1355 -1.560576 -1.408741  0.544641  0.939580   J\n",
      "1356  0.876947  0.969392 -1.069375  0.173287   Y\n",
      "1357 -0.995748 -0.962385  1.257431 -0.631646   N\n",
      "1358  0.500236 -0.891189  0.463304 -0.394501   E\n",
      "1359 -2.687335 -0.240997 -0.588067 -0.355682   E\n",
      "           one       two     three      four key\n",
      "1360  1.112292 -0.026863 -0.144077  0.364361   B\n",
      "1361  0.236183  0.113043 -1.380454  0.028792   W\n",
      "1362 -1.093494 -0.946562  0.149382 -0.190454   D\n",
      "1363  0.676450  0.904576  0.854621  0.323596   K\n",
      "1364  1.841712  0.439631 -1.265122 -0.713029   L\n",
      "1365 -1.128605 -0.498973 -0.079963  0.176692   9\n",
      "1366  0.767857 -0.511653 -2.181414 -0.225151   K\n",
      "1367  2.219223 -1.507158  0.901499  0.474151   R\n",
      "1368 -0.030439  0.912498  1.780497  0.437122   Y\n",
      "1369  1.038661 -0.390589  1.521634  1.431299   3\n",
      "           one       two     three      four key\n",
      "1370 -0.562848  0.630243 -0.055077 -2.031742   5\n",
      "1371 -0.838191  1.910501  1.784924 -0.128932   B\n",
      "1372  0.289630  1.530673 -1.678070  1.182819   K\n",
      "1373 -0.458333  1.229672 -0.038087  0.961370   A\n",
      "1374  0.607271 -1.161728  1.128581  0.477947   O\n",
      "1375  1.136751 -0.617244 -0.103225  1.273975   P\n",
      "1376 -0.499357  0.082418  0.886325 -0.889350   3\n",
      "1377 -0.053079 -0.431909 -0.819710 -0.184383   O\n",
      "1378  0.554389 -3.415448 -1.008008  0.095636   5\n",
      "1379 -0.437518  1.416218 -1.223696 -0.983091   B\n",
      "           one       two     three      four key\n",
      "1380 -0.562207  0.266432  0.282217 -0.572417   G\n",
      "1381  0.282379  0.261255  0.389700 -1.350305   Z\n",
      "1382  1.036831  0.417989 -0.203446  0.483799   M\n",
      "1383 -0.468093  0.346607 -1.773748  0.778593   L\n",
      "1384  0.439716 -0.543873  0.113144 -0.889964   A\n",
      "1385 -1.374947  1.858126  0.670141  1.643450   C\n",
      "1386 -0.854071  0.015123  0.606645 -0.924789   Q\n",
      "1387 -1.064914 -0.752264  0.635654 -0.847769   O\n",
      "1388  0.328038 -2.201035 -0.640835 -0.762974   N\n",
      "1389 -0.454491 -1.296817  2.021387  0.740482   O\n",
      "           one       two     three      four key\n",
      "1390  0.495933 -0.706393  0.515892 -1.664529   Z\n",
      "1391  1.015098  0.254481  0.284005  0.084618   X\n",
      "1392  1.110091 -1.078437 -0.415991 -2.497072   W\n",
      "1393 -0.787877  0.023630  0.791347 -0.153287   V\n",
      "1394  0.074121  2.946737  0.432237 -1.322222   I\n",
      "1395  0.353429 -0.247717  0.027099 -0.872752   X\n",
      "1396  1.224205  0.710345  0.406204  1.362394   E\n",
      "1397 -0.350708 -2.263328  0.280188  0.996978   R\n",
      "1398  0.207886  1.219363  0.120394  1.416482   Q\n",
      "1399  0.321767  0.997815 -0.141009 -0.214223   H\n",
      "           one       two     three      four key\n",
      "1400 -1.343528 -0.396485 -1.638347 -1.006332   6\n",
      "1401  0.022319 -0.704375  0.789894 -1.780649   X\n",
      "1402 -1.539439  0.535850  1.976509  1.146052   J\n",
      "1403  1.721770  0.110358 -1.426991  0.302453   Y\n",
      "1404 -0.122783  1.017953 -0.485182 -0.757533   L\n",
      "1405  1.437882  0.462309  0.645184 -0.488188   N\n",
      "1406  0.252519 -0.893764 -1.451020 -0.037571   E\n",
      "1407  1.428140 -0.307382  0.835236  0.318659   T\n",
      "1408 -0.653513 -0.826898  0.365600 -0.343442   Q\n",
      "1409  0.648526  0.382166  0.837120  2.057713   8\n",
      "           one       two     three      four key\n",
      "1410 -0.294031  1.866947 -2.424641 -0.594399   E\n",
      "1411  0.546136 -1.165291 -0.069493  0.839443   O\n",
      "1412  0.055590  0.460796  1.480777 -1.173950   1\n",
      "1413  0.911487  0.336341 -0.890390 -0.131222   6\n",
      "1414 -0.907505 -0.773818  0.123461  1.723814   S\n",
      "1415  0.118950  0.898642  1.359423 -0.025140   Q\n",
      "1416 -0.878655 -1.640173 -1.324034  1.131211   F\n",
      "1417 -0.019509  0.876113 -1.549758  1.650965   0\n",
      "1418 -0.003943 -0.100711  0.089326  1.220398   5\n",
      "1419 -0.047169 -0.834210 -1.417680 -0.992629   O\n",
      "           one       two     three      four key\n",
      "1420  1.408109 -1.297373  0.331664  0.227963   Q\n",
      "1421 -1.254859  0.379769  0.234048 -0.412161   N\n",
      "1422  0.532227 -0.576430  0.433983 -1.034566   V\n",
      "1423 -0.440186 -0.920560 -0.886908 -0.717393   O\n",
      "1424  1.755844  0.583305 -0.023002 -1.240222   5\n",
      "1425  0.326275  1.118900  2.100199 -0.302665   9\n",
      "1426  0.024880 -0.717322  1.408196  0.961346   O\n",
      "1427 -2.338187  1.448027 -1.882319  0.090921   D\n",
      "1428 -2.329398  0.226033 -0.359550 -0.545552   S\n",
      "1429 -0.203604 -0.371016 -0.120285 -1.316813   1\n",
      "           one       two     three      four key\n",
      "1430  1.626647  0.296330  0.314341 -0.031742   U\n",
      "1431  1.915538  0.902880  0.408403  0.380036   R\n",
      "1432 -1.095378 -1.436462 -0.136636 -0.076472   3\n",
      "1433 -1.588550 -0.192420 -0.125519 -0.116338   O\n",
      "1434  0.677292  0.021536 -1.543651 -0.254482   4\n",
      "1435  0.146033  0.956711 -0.116033 -1.118259   Q\n",
      "1436  0.162939 -0.176831 -0.517489 -0.086483   A\n",
      "1437  0.446004  1.421391  1.864233 -0.231944   T\n",
      "1438 -0.766637  0.849322 -2.271482  0.097941   E\n",
      "1439 -2.212326  0.371240  0.076708  0.579678   E\n",
      "           one       two     three      four key\n",
      "1440  0.449888 -0.382982  0.535168 -0.139049   K\n",
      "1441 -0.226391 -0.360102 -0.256503 -0.591466   J\n",
      "1442  0.731660 -1.895307 -0.977830  0.609795   4\n",
      "1443  0.093161 -0.941322  0.948940  0.907185   4\n",
      "1444 -0.473135 -0.154075 -1.019198  0.463382   A\n",
      "1445 -0.360482  1.129282 -0.520626 -0.583512   B\n",
      "1446  0.398428  0.931627  0.126570 -0.359562   E\n",
      "1447  0.056456  0.942890  0.487491 -0.325111   Q\n",
      "1448  0.919766  1.271893  0.325629  1.438338   A\n",
      "1449  0.826460 -0.252578 -0.935145  1.414167   W\n",
      "           one       two     three      four key\n",
      "1450  0.239817  0.200546  0.676698  0.359205   L\n",
      "1451  1.004258  0.137820  0.340930 -0.534090   K\n",
      "1452 -0.022907 -1.523095  0.641033 -0.104281   Z\n",
      "1453  2.455329 -0.190569  0.302309 -0.480748   S\n",
      "1454 -1.152559 -1.857734  0.187128 -1.995975   L\n",
      "1455 -1.576836 -1.958031 -0.140602  0.632315   T\n",
      "1456  0.426068 -0.167195 -1.075382 -1.092328   Z\n",
      "1457 -0.716212  1.015349  0.488514 -0.699262   K\n",
      "1458 -1.159867 -0.775871  0.605492 -0.297012   P\n",
      "1459 -0.088278 -0.206925  0.104638  0.875423   N\n",
      "           one       two     three      four key\n",
      "1460 -0.610495  0.557744  0.931149  0.436779   I\n",
      "1461  0.379394 -1.317547  0.001410  0.969856   9\n",
      "1462  0.864211  1.519593  1.260238  0.654337   L\n",
      "1463  1.350424  0.345149 -0.829001  0.185953   V\n",
      "1464  0.956002  0.566695  1.150978 -0.360039   G\n",
      "1465 -1.012716 -1.020895  0.650649 -1.216440   3\n",
      "1466 -1.087239 -0.949828 -0.645358 -0.859970   W\n",
      "1467  1.614264  0.488728  2.352849  0.268151   8\n",
      "1468  0.662645 -0.887113  0.476253  0.060454   2\n",
      "1469  0.005817 -2.763755 -1.300543  0.542561   N\n",
      "           one       two     three      four key\n",
      "1470  0.763453  0.438033 -1.231173  0.806291   O\n",
      "1471  0.024834  1.118008  1.737034 -0.374938   6\n",
      "1472 -0.355465 -1.076554  0.965899  0.659141   A\n",
      "1473 -0.745188 -0.782877 -1.258483 -1.055936   J\n",
      "1474  0.202093 -1.282088 -0.779935  1.443650   N\n",
      "1475  0.760751  0.022058 -0.351377  0.211099   1\n",
      "1476  0.557158 -1.876649 -1.430152 -1.654969   D\n",
      "1477  1.319639 -0.215070 -0.362025  0.518275   T\n",
      "1478 -2.286471  0.411294 -1.539162 -0.091418   G\n",
      "1479 -0.573244 -0.422650  1.464084  0.542439   4\n",
      "           one       two     three      four key\n",
      "1480 -0.557591 -0.698958 -0.993515  0.075930   D\n",
      "1481  1.334503  0.513017 -0.587334 -0.251176   T\n",
      "1482 -1.496775  0.744357 -0.482187 -1.308006   Q\n",
      "1483 -1.174527  0.387196 -1.718539 -1.281410   V\n",
      "1484 -0.675110  1.193266  0.997502 -0.521573   C\n",
      "1485  0.157038 -1.616308 -0.903544  0.350487   Q\n",
      "1486 -0.130342 -0.803972 -0.113091 -0.381549   R\n",
      "1487 -1.348766  0.714156  0.043432 -0.057863   U\n",
      "1488  0.760157 -0.318976  0.433243 -0.439731   B\n",
      "1489 -0.526896 -1.083645 -0.161763  0.660053   8\n",
      "           one       two     three      four key\n",
      "1490 -0.461582 -1.050731 -0.426427  0.887175   S\n",
      "1491 -0.222515  0.753492 -0.409289 -0.295382   U\n",
      "1492  0.721114  1.011716 -0.271546  1.211776   A\n",
      "1493  1.121356  0.468571 -0.336326  0.078605   3\n",
      "1494  0.164942 -0.266021 -2.143937 -2.113471   8\n",
      "1495  1.345822  2.363195 -1.405568  2.599800   Z\n",
      "1496  0.173217 -0.116329  0.373466  0.381805   M\n",
      "1497 -0.289274  1.439352 -0.799853 -1.208543   9\n",
      "1498  1.094008  0.049683 -1.445820  0.540209   C\n",
      "1499  0.290745  0.590175  0.895260 -0.025518   D\n",
      "           one       two     three      four key\n",
      "1500 -0.264040 -1.204051  0.504199  0.602873   O\n",
      "1501  2.027584 -0.097576 -0.445689  1.965018   Y\n",
      "1502  1.342573  1.231400  1.723257  1.332216   N\n",
      "1503  1.536042  1.585264  0.904740  0.972697   C\n",
      "1504 -0.494593  0.008418  1.512647 -0.114531   R\n",
      "1505  0.796604  0.242223 -0.381732 -0.006187   9\n",
      "1506 -0.103388  0.690857 -0.217870 -0.399363   V\n",
      "1507 -1.055039  1.263498 -0.294833 -0.131290   I\n",
      "1508  0.769964 -0.077621 -1.569057  1.759866   I\n",
      "1509 -0.380482 -0.444606 -0.959613  0.375138   W\n",
      "           one       two     three      four key\n",
      "1510  0.343652  1.653497  0.361990  1.413521   E\n",
      "1511 -1.037169  0.466151 -0.483780  1.754663   Z\n",
      "1512 -1.370660 -0.066661  0.780669 -0.341960   O\n",
      "1513 -1.218953 -1.185454 -0.313377  0.509477   T\n",
      "1514  0.320657 -2.371135  1.327589 -1.326688   K\n",
      "1515 -0.021378 -0.062101  0.573617 -0.603958   W\n",
      "1516  0.703793  0.094209  0.212399 -0.698490   X\n",
      "1517  0.126527 -0.597758  0.772462  0.406615   2\n",
      "1518  0.472917 -0.828902 -0.236532  1.138180   V\n",
      "1519 -0.903719 -1.377777 -1.844190 -0.472677   W\n",
      "           one       two     three      four key\n",
      "1520  1.024344 -0.450261 -0.683783 -0.661729   L\n",
      "1521  0.127562  0.164955  0.302059 -0.774069   H\n",
      "1522  1.114310  0.040545 -1.945605 -0.051613   X\n",
      "1523 -1.105121  2.330199 -1.632064 -0.642056   X\n",
      "1524 -0.638923  2.087784 -0.664267  1.279759   B\n",
      "1525  0.394658 -1.415181  0.909133 -1.030027   S\n",
      "1526  0.229629  1.221449  0.267325  1.546965   P\n",
      "1527 -0.754186 -1.428343  1.642931  1.298858   A\n",
      "1528  0.276274  0.759065 -0.779600  0.224756   S\n",
      "1529  0.701377  0.120162  1.432007 -0.151164   E\n",
      "           one       two     three      four key\n",
      "1530 -0.595785 -1.448381 -1.434809 -1.878632   H\n",
      "1531  0.500949  0.070500 -0.443117  0.457912   G\n",
      "1532  0.859546  2.785971 -0.532929 -1.136828   J\n",
      "1533  0.711861  0.002736 -0.400844  0.551365   H\n",
      "1534 -1.445062 -0.611055 -0.322967  0.547384   B\n",
      "1535  0.954100 -1.257360  1.008903 -0.906558   L\n",
      "1536 -0.833364  1.040694  1.197968 -1.312923   O\n",
      "1537 -1.292614  0.276692 -1.050741  1.534013   M\n",
      "1538 -1.013760 -0.066572 -0.620854  0.730214   X\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1539 -0.976169 -0.974598 -2.197370  1.852371   O\n",
      "           one       two     three      four key\n",
      "1540 -1.329730  1.085331  1.980574  1.176841   X\n",
      "1541 -0.218698  0.084666 -0.173542 -0.651511   Z\n",
      "1542 -1.982991  1.643599  1.468598  1.516742   K\n",
      "1543  1.164884  0.020764 -0.533329 -1.145035   E\n",
      "1544 -1.491799  0.007564  0.616605 -1.037414   M\n",
      "1545 -0.996030  0.137301  1.731782  0.175898   B\n",
      "1546  0.303861 -1.052662 -0.970055 -0.785081   O\n",
      "1547 -1.001332  0.017181  1.782410 -1.190568   9\n",
      "1548 -0.336102 -0.821629 -0.626185  0.571429   F\n",
      "1549  0.422550  0.500042  0.513456  0.488156   L\n",
      "           one       two     three      four key\n",
      "1550  1.867871  1.484582 -1.357443 -2.626637   M\n",
      "1551  2.005167 -0.685622 -1.561030  0.182441   C\n",
      "1552  0.597000  0.222708  0.305168 -0.080533   V\n",
      "1553 -0.508773  1.021734  1.108644  0.943291   V\n",
      "1554 -1.179020  0.036331  1.042837  1.088222   7\n",
      "1555  0.951402 -0.307578 -0.368335  0.251813   H\n",
      "1556  1.218339  0.713224 -1.293507 -0.760257   P\n",
      "1557 -0.637575  0.264305 -1.318301 -0.356751   Y\n",
      "1558 -0.279952 -0.480788  0.570095  0.064280   4\n",
      "1559  0.070160  1.671392 -0.799068  1.152375   U\n",
      "           one       two     three      four key\n",
      "1560  0.765127  1.032661  0.202238 -0.111697   O\n",
      "1561 -0.164872 -0.205052 -1.352808  1.070987   3\n",
      "1562 -0.921249  0.130183 -0.494700  1.200320   D\n",
      "1563 -0.772598  0.971766 -1.172807 -0.629114   M\n",
      "1564 -1.168048 -0.763392 -1.101017 -1.225282   F\n",
      "1565 -0.487141 -1.570014  2.023701  0.942098   1\n",
      "1566 -0.960110 -0.599789 -0.420131 -1.060305   D\n",
      "1567  1.145774  0.271638  0.158536 -0.138008   Q\n",
      "1568 -0.193084  0.966616 -1.288475 -0.604217   8\n",
      "1569 -0.328503  0.848668 -0.046550 -0.349784   X\n",
      "           one       two     three      four key\n",
      "1570 -0.350641  0.682652  1.213110 -0.422607   N\n",
      "1571  1.623558 -0.389626  2.020485 -0.204085   0\n",
      "1572 -0.281836  0.799264 -0.033647  0.041708   N\n",
      "1573 -1.379627 -1.124807  0.076573 -0.908953   U\n",
      "1574 -0.481685  1.317100 -0.913979 -0.677304   H\n",
      "1575  0.574356 -0.732228 -0.158524 -1.794890   L\n",
      "1576 -0.556246 -0.972948 -0.358834 -0.229477   W\n",
      "1577 -0.662142 -0.182813  0.328315  2.252194   X\n",
      "1578 -0.209264  1.116097 -0.839968  0.491750   F\n",
      "1579  0.412337 -0.464012  0.112052  0.829024   V\n",
      "           one       two     three      four key\n",
      "1580 -0.292731  0.152552  0.171421 -1.676514   A\n",
      "1581 -0.810217  1.707645 -0.295623  0.205511   0\n",
      "1582  0.443111  0.546866 -0.815407 -0.814718   1\n",
      "1583  0.421462 -0.836823  1.425804  0.052379   U\n",
      "1584 -0.761553 -2.153481 -1.241917 -1.000066   V\n",
      "1585 -1.740843 -1.618405 -0.206717  0.088524   W\n",
      "1586  0.862219 -1.028091  0.132116  0.920400   T\n",
      "1587  1.151347  0.109756 -0.987297  0.763409   I\n",
      "1588 -0.910335 -0.982107  0.490226  0.643449   8\n",
      "1589  0.761674 -0.617406 -1.652585  1.875518   9\n",
      "           one       two     three      four key\n",
      "1590 -0.994851 -0.103497 -1.577335 -0.537263   K\n",
      "1591  0.410500  2.351971 -0.974480  0.163615   U\n",
      "1592  0.363843 -0.331079  0.008411 -1.808952   W\n",
      "1593 -0.726563 -0.261141  0.243103  0.142011   C\n",
      "1594 -1.010931  1.014739 -0.925784 -0.869491   X\n",
      "1595  0.938799  0.421110 -0.105712 -0.563260   T\n",
      "1596 -0.639067 -1.289469  1.124618  0.608780   H\n",
      "1597  0.853380 -0.514838  0.097316 -0.297523   9\n",
      "1598  0.947749  0.259260  0.549507 -2.636814   9\n",
      "1599  1.905350 -0.012055  2.431791  1.237997   M\n",
      "           one       two     three      four key\n",
      "1600 -0.516668 -1.809236  0.416144 -2.280588   J\n",
      "1601  1.027780 -0.027405 -0.564503 -0.119947   P\n",
      "1602  1.551204  0.466685 -0.641260 -0.181744   O\n",
      "1603  0.926318  0.927291  0.117346  0.689852   N\n",
      "1604 -0.632273  0.324688  0.298193 -1.017273   J\n",
      "1605 -0.015874  0.788401  0.638825  0.372048   S\n",
      "1606 -0.010017 -0.326955 -0.318236  1.046044   4\n",
      "1607 -0.634580 -0.522508  0.068567 -0.884560   J\n",
      "1608  2.050653 -1.181549 -0.533822 -2.125313   X\n",
      "1609 -0.908868 -0.793014 -0.335109  0.037492   0\n",
      "           one       two     three      four key\n",
      "1610  1.224110  0.958274  1.329758 -0.253768   Q\n",
      "1611  1.718144 -0.648634  0.142423 -0.403445   I\n",
      "1612 -0.533005 -0.214491 -0.235923  0.914930   I\n",
      "1613 -1.390759  0.211406  0.590674  0.083262   M\n",
      "1614 -0.928091  0.701956  1.039178 -0.762259   A\n",
      "1615  0.728672 -0.383446 -0.562926  0.423290   Y\n",
      "1616  0.370024  0.032020 -1.263050 -0.661190   V\n",
      "1617 -0.174518 -0.253561  1.363441 -0.352337   V\n",
      "1618 -1.462123 -1.024080  0.516048 -0.274181   R\n",
      "1619  0.149626 -1.258493 -3.147012  0.647377   A\n",
      "           one       two     three      four key\n",
      "1620  0.718572  0.122687 -0.264683 -0.012467   A\n",
      "1621 -0.583261  1.866096 -1.291962  0.501720   4\n",
      "1622 -0.215772  0.096258  0.500506  1.266032   G\n",
      "1623 -2.008887 -0.463262  0.235280  1.576381   P\n",
      "1624 -0.389031  0.756333 -0.727188 -0.241930   9\n",
      "1625  0.094756  1.443395  0.421279  0.521304   K\n",
      "1626  0.211397 -1.091062 -0.885885 -1.174211   3\n",
      "1627  0.867971  0.059845  2.117674 -0.275678   I\n",
      "1628 -0.689220 -0.498567 -0.754487  0.249618   T\n",
      "1629 -1.422313 -0.799299 -0.818168  0.175179   N\n",
      "           one       two     three      four key\n",
      "1630  0.121058 -1.391758  0.540614  0.610208   Z\n",
      "1631  0.320297  2.239588 -1.146741 -0.510208   B\n",
      "1632 -0.690142  0.491001  1.058332 -0.008989   M\n",
      "1633 -0.521703 -2.299228  1.042974  0.022488   V\n",
      "1634  0.255021  0.547390 -0.590398  1.040875   E\n",
      "1635  1.173623 -1.470366  0.391082  2.614733   O\n",
      "1636  0.408012  0.666054 -1.332051 -1.773270   H\n",
      "1637 -0.404665 -1.826796  0.051082 -0.389155   V\n",
      "1638  1.311233  1.071636 -0.691517 -0.197166   H\n",
      "1639  1.329483 -0.314181  1.155250 -0.310138   R\n",
      "           one       two     three      four key\n",
      "1640 -1.334960 -1.373417  0.021264  0.902418   N\n",
      "1641  2.268282 -0.007329  0.394683 -1.679803   C\n",
      "1642 -0.304685 -1.356296 -1.620419 -0.569422   U\n",
      "1643 -0.530818  0.800831 -2.274781  0.170541   X\n",
      "1644 -0.001800 -3.465356 -0.827826  1.430808   R\n",
      "1645 -0.261444  1.486314 -1.039579  0.719062   U\n",
      "1646  0.627622 -0.469194 -0.101264  1.891676   V\n",
      "1647 -0.329298  0.071715  0.479169 -1.079075   0\n",
      "1648 -0.742765  0.759030 -1.118109  0.884687   Z\n",
      "1649  0.383764  1.115819  1.333113  0.371440   8\n",
      "           one       two     three      four key\n",
      "1650  0.137338 -0.662399  1.757140 -0.909405   X\n",
      "1651 -1.539605 -0.895458 -0.233275  2.666556   P\n",
      "1652  0.035304 -1.942487  1.242118 -0.184326   9\n",
      "1653  0.182066  0.434355 -0.583836  0.616160   O\n",
      "1654 -1.259901 -1.114100  0.283941  0.797892   E\n",
      "1655  0.988202 -1.163367  0.115797 -0.048535   O\n",
      "1656  0.236980 -1.602385  1.118380 -0.554616   0\n",
      "1657  0.900938  0.716454  1.811875 -1.330704   Q\n",
      "1658  0.727675 -0.938174  0.479874  0.347832   O\n",
      "1659  0.287110 -0.346400 -1.159676  1.049243   9\n",
      "           one       two     three      four key\n",
      "1660 -1.099466  0.356533 -0.167410 -1.174868   A\n",
      "1661  2.128371  0.678286 -1.134974  0.492645   X\n",
      "1662 -0.839114 -0.006299  0.822817 -1.684707   8\n",
      "1663  0.883543 -1.083908 -0.056349  0.571913   R\n",
      "1664  0.394936  0.935668  0.401927 -0.062631   B\n",
      "1665 -1.239741 -1.063991  0.117355  0.529984   B\n",
      "1666 -0.921699  2.013758  0.578416 -0.832472   X\n",
      "1667 -0.438839 -1.688726 -0.772548 -1.138874   V\n",
      "1668  0.367194  0.588574  0.637054  0.636912   G\n",
      "1669 -1.398241  0.701902 -1.603974 -0.001910   I\n",
      "           one       two     three      four key\n",
      "1670 -0.759556 -1.767282  1.903070 -0.191659   A\n",
      "1671 -0.032537  0.924379 -0.148704  0.321012   W\n",
      "1672  0.209909  1.623332 -1.144754  0.412216   2\n",
      "1673 -0.457389 -0.117801 -0.323972  0.879816   Z\n",
      "1674  0.126167 -0.170582 -0.086928  1.426527   X\n",
      "1675  1.385306 -1.470873  0.593692 -1.331943   8\n",
      "1676  0.411997 -0.792781  1.117095  3.372951   O\n",
      "1677 -0.794808  0.294574 -1.235114 -1.038514   H\n",
      "1678 -0.400435 -0.040874 -1.539885  1.306125   J\n",
      "1679  0.069999  0.856249 -0.599017 -0.766095   Q\n",
      "           one       two     three      four key\n",
      "1680  0.480274  0.934571 -1.233171 -1.027289   L\n",
      "1681  0.169191 -0.241472 -0.199201 -0.421583   Q\n",
      "1682 -0.274243  1.465206  0.098366 -0.166066   Z\n",
      "1683  0.350214  0.375084 -1.319546 -0.105641   Z\n",
      "1684  0.238529  0.373155  0.755962 -1.681836   3\n",
      "1685 -0.222048  2.136200  0.197333 -0.539230   1\n",
      "1686  0.375309  1.165427 -1.357453  0.612017   X\n",
      "1687 -0.463573  1.766087  0.455837  0.255512   Y\n",
      "1688  0.279988  0.420717  0.805524 -0.755125   Z\n",
      "1689  0.930874  0.060651  1.623671  0.086015   T\n",
      "           one       two     three      four key\n",
      "1690 -0.292949 -0.880245 -0.581178  0.654815   C\n",
      "1691 -0.204133  0.333149  0.406852 -1.169391   U\n",
      "1692 -0.242474  0.331982  0.290742 -0.278750   F\n",
      "1693  0.145993  1.930448  1.720139  1.377522   U\n",
      "1694 -0.617593 -1.614591  0.016191 -0.604622   I\n",
      "1695  0.922978 -1.292055 -1.351997  0.283806   Q\n",
      "1696 -0.928138  0.852961  0.024444  2.340553   D\n",
      "1697 -0.821976  0.817374  0.451825 -1.570028   O\n",
      "1698  1.321737 -0.400621 -0.807798  1.015631   A\n",
      "1699  0.711289  0.923190 -0.455170  1.067814   B\n",
      "           one       two     three      four key\n",
      "1700 -0.047304  1.394180  2.344610 -0.002397   W\n",
      "1701 -1.688336 -0.346352  0.425520 -0.224832   F\n",
      "1702  0.160533 -0.687899 -1.421196 -0.272783   S\n",
      "1703 -1.066810  1.259937 -0.206259 -0.970699   2\n",
      "1704  0.745745  0.218009 -1.164389  0.998144   K\n",
      "1705 -1.113694  1.714325  0.081232 -0.774844   M\n",
      "1706  0.836289 -0.640712  0.214118  0.672353   F\n",
      "1707 -1.253733  1.755154  1.009684  0.813607   L\n",
      "1708  0.688122  0.107563  1.268690  1.585725   Q\n",
      "1709 -1.000947  0.543779  1.701537 -0.824418   M\n",
      "           one       two     three      four key\n",
      "1710  0.259233  0.384970  0.623987 -2.267827   F\n",
      "1711  0.681097  1.819244  0.669091 -1.138714   R\n",
      "1712  0.079504 -0.515797  0.034017  0.533997   V\n",
      "1713  0.408101  0.314263 -2.700834  0.885913   O\n",
      "1714 -1.043828 -0.659638 -0.383559  3.060846   F\n",
      "1715 -0.559463  0.347588 -1.730812  0.517563   1\n",
      "1716  0.980145  1.394327 -1.456224  0.791639   8\n",
      "1717 -0.723501  2.558271 -0.850818 -0.475867   G\n",
      "1718  0.100228 -0.570544 -0.002565 -2.148293   Y\n",
      "1719 -2.006154  1.062676  0.569060  0.418153   T\n",
      "           one       two     three      four key\n",
      "1720  1.698521 -0.877715  2.729603  1.443464   K\n",
      "1721  0.151383 -0.519386  0.389304 -0.481319   V\n",
      "1722  0.945801  0.619985  2.090553 -0.437160   U\n",
      "1723 -0.921652  0.748418 -1.993968 -0.438938   E\n",
      "1724  1.936295  1.162780 -2.154590  0.718839   T\n",
      "1725  1.550970  0.188207 -0.850502 -0.990649   B\n",
      "1726  0.482061 -0.204229 -0.500644  0.319991   0\n",
      "1727  0.223549 -0.195633 -1.181842  0.874798   S\n",
      "1728  0.152340 -1.239362 -0.572878  2.023121   I\n",
      "1729  0.364105  0.911930 -0.056518 -0.468410   X\n",
      "           one       two     three      four key\n",
      "1730 -0.766294 -0.268946  0.722880 -0.744594   F\n",
      "1731  0.769705 -1.639635  0.498835 -0.237019   H\n",
      "1732 -2.189870  0.334059 -0.248977 -0.303730   D\n",
      "1733 -1.219167 -0.094164 -0.759449 -0.373387   L\n",
      "1734 -1.331303  0.159015  0.488240 -0.421206   D\n",
      "1735  0.000057  1.475884 -0.493883 -1.347344   S\n",
      "1736  0.427966 -0.462143  2.548931 -0.643162   6\n",
      "1737  0.326545 -0.360348 -1.712747 -1.031053   Z\n",
      "1738 -0.857995  0.301969 -1.466876  0.306275   Q\n",
      "1739 -1.097458  0.394401 -1.255293 -0.439218   Y\n",
      "           one       two     three      four key\n",
      "1740  0.172591 -0.264390 -1.498304 -0.072483   D\n",
      "1741 -0.537247  0.987166 -0.415319 -0.911046   D\n",
      "1742  0.736183  0.215746 -0.396431 -0.011701   6\n",
      "1743 -1.916784 -1.356730  0.109771 -1.226509   4\n",
      "1744 -0.583047  1.137829 -0.592201  0.409020   2\n",
      "1745 -0.377472  0.867824  0.146361  0.649430   G\n",
      "1746 -0.669548  0.118215 -1.476486  0.535222   T\n",
      "1747  0.943050 -2.480243  0.571789 -1.371331   0\n",
      "1748 -0.556300  2.471795  0.387172 -0.374154   A\n",
      "1749  1.129519  0.415313 -0.037097 -0.150885   V\n",
      "           one       two     three      four key\n",
      "1750 -1.600413  0.159826  0.150359  0.088060   F\n",
      "1751 -0.792302 -0.765247 -1.021910 -2.058838   F\n",
      "1752  0.492472  1.075038  0.855289 -0.021079   E\n",
      "1753 -1.037104  0.431854  2.730071  0.452413   2\n",
      "1754  0.486591  0.122527  1.388340  0.014270   G\n",
      "1755  0.031621  0.222669  3.025273  0.412352   9\n",
      "1756 -0.516121  0.433224 -1.821537  0.666071   Q\n",
      "1757 -0.127361 -1.419093  0.364285  0.709469   Q\n",
      "1758  1.286620 -1.324586  0.498089  0.001875   G\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1759  0.941218  0.937461  0.993775 -1.541011   E\n",
      "           one       two     three      four key\n",
      "1760  0.140539 -0.675598 -0.050526 -0.392513   V\n",
      "1761  1.100811 -0.071889  0.748639  0.926796   P\n",
      "1762  0.904096 -0.387636 -1.832550 -0.025005   I\n",
      "1763 -0.723901  0.389483  2.041585 -0.193699   I\n",
      "1764 -1.556294 -0.358824  0.094072 -1.163632   I\n",
      "1765  0.257940 -1.344356 -1.615863  0.534847   M\n",
      "1766 -0.955549  0.721610  0.544829 -0.773344   5\n",
      "1767  0.084983  0.643734  0.924384  0.820764   Y\n",
      "1768  0.339438 -0.512475 -0.140745  1.772117   L\n",
      "1769  0.738019 -1.090932  0.936387 -0.037196   V\n",
      "           one       two     three      four key\n",
      "1770  0.498951 -1.609796  0.202239  0.333631   I\n",
      "1771 -1.421275 -0.892238 -1.079191  1.361871   X\n",
      "1772  0.571228  1.107259 -0.489436  0.439030   R\n",
      "1773  2.343104 -0.052859  0.536495 -0.256878   Z\n",
      "1774 -1.649719 -0.588896 -0.542998 -1.429529   F\n",
      "1775 -1.231455 -0.141106 -0.045299 -2.033290   Y\n",
      "1776  2.046176  0.003491 -0.419639  0.338629   E\n",
      "1777  0.455334  0.586219 -1.659733  0.745404   G\n",
      "1778  1.085040 -0.416365 -2.094405 -0.291053   F\n",
      "1779  0.223690  1.399661 -1.052632 -1.198156   R\n",
      "           one       two     three      four key\n",
      "1780  0.285272  0.167573 -0.111292  0.310479   C\n",
      "1781  0.063793 -0.837654 -0.677238 -0.626084   5\n",
      "1782  0.087285 -0.517900 -1.184332 -1.086610   J\n",
      "1783  0.131171  1.340719 -0.134507 -0.599765   U\n",
      "1784  0.413139  0.297188 -0.674361 -0.868657   O\n",
      "1785 -0.725957 -0.998949  0.592402 -0.818486   M\n",
      "1786  2.019106 -0.870474  1.639569 -0.018648   B\n",
      "1787  1.522817  0.863991 -1.084725  0.995037   R\n",
      "1788  1.599495  0.878766 -0.031821 -1.541137   J\n",
      "1789  0.032584 -0.830247  0.093528 -0.885421   4\n",
      "           one       two     three      four key\n",
      "1790 -0.218408 -0.479250  0.269820  0.587703   S\n",
      "1791 -0.811633  0.880449 -0.355221  1.267463   9\n",
      "1792 -0.331629  0.758539 -1.848992 -1.417983   R\n",
      "1793  0.732672 -0.744898  0.512209  1.417495   A\n",
      "1794 -1.280849  1.200019 -0.946480 -1.236550   6\n",
      "1795 -0.154021 -0.413900 -0.475061 -0.452330   1\n",
      "1796 -0.232235 -0.368472  0.993501 -1.021010   A\n",
      "1797  0.781140  1.342346  0.913418  1.774222   M\n",
      "1798  1.681210  0.372874  1.311298 -1.133757   K\n",
      "1799 -1.240547 -1.168227 -0.580810  1.076764   O\n",
      "           one       two     three      four key\n",
      "1800 -1.294914  0.331682 -0.085695 -0.380569   0\n",
      "1801 -0.049305 -2.438811 -0.682628 -0.573968   X\n",
      "1802 -0.650771 -0.881442 -1.694826  1.437016   V\n",
      "1803 -0.396328 -0.045237 -0.820599  0.975118   U\n",
      "1804  1.398057 -0.416835 -0.527765  0.655063   C\n",
      "1805 -0.491838  0.252638 -0.712340 -0.134048   Y\n",
      "1806 -0.336569 -2.269899 -1.071023  0.943110   F\n",
      "1807  0.756197  0.732625 -1.372741  2.878871   Y\n",
      "1808 -0.269079  0.639093  1.244106 -2.136111   T\n",
      "1809 -0.308118  1.034232 -0.431445  0.994420   H\n",
      "           one       two     three      four key\n",
      "1810 -0.477305  0.350103 -0.825061 -1.610219   G\n",
      "1811 -0.197311  1.499384 -0.450783 -0.543044   X\n",
      "1812 -1.056253  1.329374  0.133393 -0.675954   8\n",
      "1813  1.658800  1.210938  0.302966 -1.972337   L\n",
      "1814  0.754500 -2.845933  1.253487  0.339284   5\n",
      "1815  0.297284  0.420508  0.580423  0.909306   E\n",
      "1816 -0.763218 -0.644610  0.200417  1.015394   H\n",
      "1817 -0.193427 -0.461658 -0.340601  0.798476   K\n",
      "1818 -0.086358  0.278119 -0.796805 -0.224212   E\n",
      "1819 -0.349745  0.754809  1.096169 -1.311705   1\n",
      "           one       two     three      four key\n",
      "1820  0.961266 -1.467788 -0.381349  3.412734   F\n",
      "1821  0.673156 -0.895040 -0.887768  1.036861   T\n",
      "1822  1.674725  1.311048 -2.121708  0.744071   D\n",
      "1823 -0.855255 -1.540225 -0.445043 -0.937947   F\n",
      "1824  1.677783  0.670608  1.078747  0.268647   2\n",
      "1825  0.951291 -1.040883  1.452374  0.205421   E\n",
      "1826 -0.683098  2.921636 -2.355285 -0.835637   Z\n",
      "1827  1.344263 -0.900980  0.568158  1.055773   7\n",
      "1828 -1.108598 -0.652089 -0.564324  0.768528   3\n",
      "1829  0.866476  1.019045 -1.305545 -0.511821   C\n",
      "           one       two     three      four key\n",
      "1830  0.033623 -0.521881  0.359101 -0.119274   L\n",
      "1831  1.319066 -0.396322 -1.249605  0.121017   L\n",
      "1832 -0.199601  1.006747 -1.415585  0.691379   I\n",
      "1833 -1.023019  1.194964  0.255707 -0.457101   T\n",
      "1834  0.065228 -0.575107  0.182696 -0.828035   N\n",
      "1835 -2.825997 -1.297744  1.049191  1.840404   L\n",
      "1836 -0.179055  1.174393  1.734680 -1.918800   N\n",
      "1837 -0.729083 -1.319774  1.528342 -1.092921   7\n",
      "1838  0.104814 -0.552228  1.353238  0.630352   J\n",
      "1839 -0.255672  0.775343  0.387702  0.041849   5\n",
      "           one       two     three      four key\n",
      "1840 -0.587911  0.873910 -0.304846 -1.050275   I\n",
      "1841 -1.334261  0.244747  0.467975 -0.815459   7\n",
      "1842  0.438790  0.395960  0.579843 -0.738805   F\n",
      "1843  0.000147 -0.713571 -0.727030  0.207665   O\n",
      "1844 -0.693389  0.133032 -1.810385 -0.206716   E\n",
      "1845  0.312562  0.702847  0.531875 -0.419882   R\n",
      "1846 -0.729949  0.909011 -0.368560  0.712993   D\n",
      "1847  0.029555 -0.052973  0.687465 -1.877284   V\n",
      "1848  1.043611 -0.083895 -0.563814 -0.637314   P\n",
      "1849  1.332120  0.432327 -1.071631 -0.353301   P\n",
      "           one       two     three      four key\n",
      "1850  0.433454  0.493090 -0.430091 -1.247392   F\n",
      "1851 -0.388183  0.717130  0.104645 -1.344749   Z\n",
      "1852 -0.309841 -0.055652 -0.471843  0.286451   L\n",
      "1853 -0.108284 -1.610658  0.452592  1.942240   D\n",
      "1854 -0.124121 -0.454046  0.019400  0.700823   D\n",
      "1855  1.113946 -1.856832  0.814431  1.195482   L\n",
      "1856 -0.685257  0.124450 -0.505895  0.642685   X\n",
      "1857 -0.631722 -0.143666  1.087936  0.219917   R\n",
      "1858 -0.187875 -1.481584 -1.054768  0.200388   Y\n",
      "1859  2.412396 -0.338504 -3.234391 -0.688067   B\n",
      "           one       two     three      four key\n",
      "1860 -1.946231  1.372080 -0.221380 -1.126996   P\n",
      "1861 -0.226293  0.040196 -2.770018  1.115093   O\n",
      "1862  1.008070 -0.423869  1.889713  0.348198   0\n",
      "1863  0.971149 -1.326166 -0.354046 -0.327411   G\n",
      "1864  1.363531  0.135904  1.467313 -0.127779   K\n",
      "1865 -0.191971 -0.123172  0.510274  0.399055   3\n",
      "1866 -0.751565  1.868232  0.088694  0.470143   I\n",
      "1867 -0.699965 -1.763551  1.828489 -0.880434   O\n",
      "1868  0.026008  0.920830  0.371928  1.213848   K\n",
      "1869  0.680894  0.578016 -1.214840  1.447624   K\n",
      "           one       two     three      four key\n",
      "1870  1.393271  0.043563 -1.146234  1.178807   G\n",
      "1871 -2.190870  0.447900  0.982867 -0.103477   L\n",
      "1872  0.849065 -0.657636 -1.700643 -1.235272   J\n",
      "1873  0.356928  0.729239 -1.165260  0.096956   Y\n",
      "1874 -0.615839 -1.021528 -0.775867 -0.585818   L\n",
      "1875  0.094128 -0.637392  2.356799 -0.716470   4\n",
      "1876  1.388508 -0.023484  0.376429  1.644896   J\n",
      "1877  0.418293 -0.817763  0.017513 -1.007160   9\n",
      "1878 -1.023229 -1.664268  1.294334  0.333396   L\n",
      "1879 -0.357209 -0.812385  0.164544  0.395521   W\n",
      "           one       two     three      four key\n",
      "1880  0.243235  0.198341  0.146675 -0.912408   S\n",
      "1881  0.100768 -0.111569  0.442555  0.655966   A\n",
      "1882  0.202154 -0.403594  1.086938  0.057199   K\n",
      "1883  0.682939 -1.257409 -1.030951 -0.695576   4\n",
      "1884  0.224674 -1.282982  0.170886 -0.726662   U\n",
      "1885 -0.815750  0.041670  0.449464 -2.606145   X\n",
      "1886 -0.670342 -0.181165  1.513165  0.241033   S\n",
      "1887 -0.421223 -0.506196  0.667947 -0.252557   F\n",
      "1888  0.035651 -0.034945 -0.354961 -1.003239   R\n",
      "1889 -0.853610 -0.436814 -0.871246 -0.016232   2\n",
      "           one       two     three      four key\n",
      "1890  0.720570 -0.123687 -1.700154  0.301859   W\n",
      "1891  1.006002 -0.282087  2.905202  1.603571   H\n",
      "1892  1.330782  1.253422 -0.876880 -0.939894   X\n",
      "1893 -1.139084  0.521192 -0.693468  0.703674   5\n",
      "1894  0.322376  0.314143  0.260488 -0.496941   Q\n",
      "1895  0.998554 -0.814302  1.048220 -0.061590   U\n",
      "1896 -0.005025 -0.711575 -1.732007 -0.517528   L\n",
      "1897 -1.577290  0.516399  1.199673 -0.512884   J\n",
      "1898 -0.856403  0.031718 -0.488677 -0.819807   F\n",
      "1899  0.879164 -0.000069  0.085142 -0.737688   Z\n",
      "           one       two     three      four key\n",
      "1900 -0.917821  0.058367 -0.531512 -0.812805   4\n",
      "1901 -0.759939  0.105655  0.051760  1.124987   T\n",
      "1902 -0.179008  0.577351  0.638650  1.513243   A\n",
      "1903 -0.792081  0.311284 -0.154408 -0.351271   L\n",
      "1904 -1.331304  0.893181 -0.081846 -0.294823   L\n",
      "1905 -1.197574  0.568164  1.985164  0.583706   1\n",
      "1906 -0.091010 -0.727648  0.315932 -0.031456   8\n",
      "1907 -0.228641  0.009792  0.409630  0.028353   B\n",
      "1908  1.429089 -0.029746 -0.140590  1.007687   C\n",
      "1909 -0.851548 -0.260413 -0.407416  0.068328   N\n",
      "           one       two     three      four key\n",
      "1910  0.451367  0.434450  0.700736  0.190065   V\n",
      "1911  1.273204  1.482586 -2.012272 -1.377785   R\n",
      "1912  0.665904  0.656233  0.304480  0.159379   W\n",
      "1913  0.206585 -1.101147 -0.707541 -0.978277   K\n",
      "1914  0.990034  0.111278 -0.503772 -0.895681   E\n",
      "1915 -0.684401  0.509117 -0.957427  0.130916   M\n",
      "1916  0.034604  0.769922  0.168948 -1.610443   J\n",
      "1917  2.487347 -0.258829 -0.970272 -0.531656   E\n",
      "1918  0.842772  2.665060 -0.093389 -1.222986   L\n",
      "1919  0.556822  2.105321  0.408342 -1.069528   N\n",
      "           one       two     three      four key\n",
      "1920 -0.566608 -1.806123  0.007237  1.142460   F\n",
      "1921 -0.347958 -1.703298 -1.276779  0.016063   O\n",
      "1922  1.689285 -0.243741 -0.032860 -0.699974   9\n",
      "1923  0.512344  1.105886  0.996068  1.866303   P\n",
      "1924 -0.695323 -1.138164  0.995713 -0.789440   H\n",
      "1925 -0.494162 -2.277690 -0.092798 -0.041204   S\n",
      "1926  0.102128 -0.497693 -1.240402 -1.376682   7\n",
      "1927  0.532616 -0.955477  0.825893  2.390448   O\n",
      "1928 -1.271741  2.018046  0.124696 -1.138061   V\n",
      "1929  1.163885 -2.197588 -1.198055 -0.422572   E\n",
      "           one       two     three      four key\n",
      "1930 -0.679813  0.274314 -0.178448 -0.426899   Z\n",
      "1931  0.933634  0.350504 -0.468304  1.156173   G\n",
      "1932  0.648978 -0.095915 -0.063839  0.086077   U\n",
      "1933  0.611149 -0.742647 -0.250951  1.610875   O\n",
      "1934 -0.141520 -0.351263  1.965070  0.297954   G\n",
      "1935 -0.684332  1.011875  0.706506 -0.181271   V\n",
      "1936  0.268777  0.214678  0.427272  0.521099   Z\n",
      "1937  1.167300 -0.018029  1.086841 -0.686287   0\n",
      "1938  0.329986  0.299003 -1.502037 -1.866984   J\n",
      "1939  1.026257  0.389163 -0.433496  0.159210   J\n",
      "           one       two     three      four key\n",
      "1940  1.478011 -0.295447 -0.276814 -0.316251   H\n",
      "1941 -0.343394 -0.083514  3.053345 -0.573149   R\n",
      "1942 -0.030498 -0.380566  0.482507  0.004529   6\n",
      "1943  1.003789 -0.688903 -0.627384  0.704902   P\n",
      "1944 -1.466971 -0.086289 -1.829227 -0.212290   G\n",
      "1945 -1.071013 -1.461017  1.337436  2.297508   B\n",
      "1946 -1.594760 -1.095687 -0.941551 -1.540258   U\n",
      "1947 -0.621689  0.613430 -0.756052  0.647458   B\n",
      "1948 -0.891974  0.507888 -0.220683  0.062233   R\n",
      "1949 -1.186332 -0.450562 -0.546766 -1.057266   2\n",
      "           one       two     three      four key\n",
      "1950 -0.166791 -1.105684 -0.078870  0.052164   C\n",
      "1951 -0.188106 -0.248578  0.490971  1.547712   H\n",
      "1952 -0.138188  1.187741  1.902460  0.953903   H\n",
      "1953  0.104038 -0.113551  0.764308 -0.918112   Q\n",
      "1954 -0.010589  1.300181  0.796239  0.982547   O\n",
      "1955 -1.025152  0.896531 -2.336380  1.033232   1\n",
      "1956  1.851357 -1.359367  2.396933  0.214648   8\n",
      "1957  0.683999  0.638675 -0.277296 -0.996665   R\n",
      "1958  0.086146 -0.918117 -0.541720  0.536131   K\n",
      "1959  0.841857  0.913907 -2.575079  0.794487   L\n",
      "           one       two     three      four key\n",
      "1960 -0.890223  0.582864 -0.999818  0.472839   Y\n",
      "1961  0.365285  1.439141  1.549642 -0.181554   J\n",
      "1962  0.172716  0.202307  0.956203 -0.145277   B\n",
      "1963 -0.830696  2.152076  1.159642  1.237279   Y\n",
      "1964  1.078979  0.031309 -0.134672  0.438420   N\n",
      "1965  0.505522  0.563120  0.752424  1.252909   1\n",
      "1966  0.120994  0.416449 -0.643344  0.585661   U\n",
      "1967 -0.686921  0.439469  0.320119  0.841977   R\n",
      "1968  1.540677 -0.824946  1.046444 -0.890283   D\n",
      "1969 -1.630690  0.467838  0.299394 -0.086505   5\n",
      "           one       two     three      four key\n",
      "1970  0.633495 -0.186524  0.927627  0.143164   V\n",
      "1971  0.308636 -0.112857  0.762842 -1.072977   J\n",
      "1972 -1.627051 -0.978151  0.154745 -1.229037   Q\n",
      "1973  0.314847  0.097989  0.199608  0.955193   R\n",
      "1974  1.666907  0.992005  0.496128 -0.686391   T\n",
      "1975  0.010603  0.708540 -1.258711  0.226541   R\n",
      "1976  0.118693 -0.714455 -0.501342 -0.254764   3\n",
      "1977  0.302616 -2.011527 -0.628085  0.768827   O\n",
      "1978 -0.098572  1.769086 -0.215027 -0.053076   O\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1979 -0.019058  1.964994  0.738538 -0.883776   8\n",
      "           one       two     three      four key\n",
      "1980 -0.595349  0.001781 -1.423355 -1.458477   A\n",
      "1981  1.392170 -1.396560 -1.425306 -0.847535   7\n",
      "1982 -0.896029 -0.152287  1.924483  0.365184   V\n",
      "1983 -2.274642 -0.901874  1.500352  0.996541   S\n",
      "1984 -0.301898  1.019906  1.102160  2.624526   W\n",
      "1985 -2.548389 -0.585374  1.496201 -0.718815   O\n",
      "1986 -0.064588  0.759292 -1.568415 -0.420933   M\n",
      "1987 -0.143365 -1.111760 -1.815581  0.435274   S\n",
      "1988 -0.070412 -1.055921  0.338017 -0.440763   D\n",
      "1989  0.649148  0.994273 -1.384227  0.485120   P\n",
      "           one       two     three      four key\n",
      "1990 -0.370769  0.404356 -1.051628 -1.050899   B\n",
      "1991 -0.409980  0.155627 -0.818990  1.277350   D\n",
      "1992  0.301214 -1.111203  0.668258  0.671922   F\n",
      "1993  1.821117  0.416445  0.173874  0.505118   O\n",
      "1994  0.068804  1.322759  0.802346  0.223618   Q\n",
      "1995  2.311896 -0.417070 -1.409599 -0.515821   L\n",
      "1996 -0.479893 -0.650419  0.745152 -0.646038   J\n",
      "1997  0.523331  0.787112  0.486066  1.093156   V\n",
      "1998 -0.362559  0.598894 -1.843201  0.887292   W\n",
      "1999 -0.096376 -1.012999 -0.657431 -0.573315   D\n",
      "           one       two     three      four key\n",
      "2000  0.467976 -0.038649 -0.295344 -1.824726   1\n",
      "2001 -0.358893  1.404453  0.704965 -0.200638   H\n",
      "2002 -0.501840  0.659254 -0.421691 -0.057688   F\n",
      "2003  0.204886  1.074134  1.388361 -0.982404   L\n",
      "2004  0.354628 -0.133116  0.283763 -0.837063   E\n",
      "2005  1.817480  0.742273  0.419395 -2.251035   3\n",
      "2006 -0.776764  0.935518 -0.332872 -1.875641   G\n",
      "2007 -0.913135  1.530624 -0.572657  0.477252   X\n",
      "2008  0.358480 -0.497572 -0.367016  0.507702   D\n",
      "2009 -1.740877 -1.160417 -1.637830  2.172201   Q\n",
      "           one       two     three      four key\n",
      "2010  0.240564 -0.328249  1.252155  1.072796   N\n",
      "2011  0.764018  1.165476 -0.639544  1.495258   W\n",
      "2012  0.571035 -0.310537  0.582437 -0.298765   T\n",
      "2013  2.317658  0.430710 -1.334216  0.199679   M\n",
      "2014  1.547771 -1.119753 -2.277634  0.329586   M\n",
      "2015 -1.310608  0.401719 -1.000987  1.156708   X\n",
      "2016 -0.088496  0.634712  0.153324  0.415335   Z\n",
      "2017 -0.018663 -0.247487 -1.446522  0.750938   T\n",
      "2018 -0.070127 -1.579097  0.120892  0.671432   E\n",
      "2019 -0.194678 -0.492039  2.359605  0.319810   H\n",
      "           one       two     three      four key\n",
      "2020 -0.248618  0.868707 -0.492226 -0.717959   U\n",
      "2021 -1.091549 -0.867110 -0.647760 -0.832562   Q\n",
      "2022  0.641404 -0.138822 -0.621963 -0.284839   I\n",
      "2023  1.216408  0.992687  0.165162 -0.069619   1\n",
      "2024 -0.564474  0.792832  0.747053  0.571675   Y\n",
      "2025  1.759879 -0.515666 -0.230481  1.362317   9\n",
      "2026  0.126266  0.309281  0.382820 -0.239199   E\n",
      "2027  1.334360 -0.100152 -0.840731 -0.643967   C\n",
      "2028 -0.737620  0.278087 -0.053235 -0.950972   6\n",
      "2029 -1.148486 -0.986292 -0.144963  0.124362   K\n",
      "           one       two     three      four key\n",
      "2030  1.630594  0.243886  0.468368  1.258048   R\n",
      "2031  1.044890  0.080718  0.857886 -0.298382   G\n",
      "2032 -0.262543 -1.615199 -1.087239  0.759029   N\n",
      "2033  0.020144  1.107792 -0.559435 -0.481925   G\n",
      "2034 -1.203916  1.885343 -0.080470  0.250646   L\n",
      "2035  0.366915 -2.430086 -1.053447  0.346279   X\n",
      "2036  0.434220 -0.079863 -0.422977 -0.074272   U\n",
      "2037  0.040666 -1.810216 -0.189193  1.229266   O\n",
      "2038  1.338459  0.338489 -0.213446  2.325923   M\n",
      "2039  0.572981  0.782664  1.307673  1.619957   9\n",
      "           one       two     three      four key\n",
      "2040  0.762428 -0.648529  1.936515 -1.159666   F\n",
      "2041 -1.252046 -1.538539  1.042281  0.623835   T\n",
      "2042 -0.047530 -0.494310 -0.165460  0.472929   Y\n",
      "2043  0.124548  0.730791 -0.257527 -1.511257   5\n",
      "2044  0.801889 -0.462781 -1.734621  0.674768   P\n",
      "2045 -0.992307 -1.096830 -2.061794  0.035391   E\n",
      "2046 -0.109663  2.577094  0.913563  0.613594   E\n",
      "2047 -0.541681  1.510031  0.467945  0.553225   K\n",
      "2048 -0.079587 -0.609924  0.353834  1.108030   P\n",
      "2049 -0.043752 -0.410666 -0.729599  0.263223   W\n",
      "           one       two     three      four key\n",
      "2050 -0.761490  1.104182  1.270609 -0.319284   Q\n",
      "2051 -0.804975  0.559520  1.052232 -0.645574   P\n",
      "2052  0.353941  1.829963  0.398922 -1.522231   T\n",
      "2053  1.541636  0.478316 -0.666760  1.367175   Y\n",
      "2054 -0.987621  0.337534  0.386935  1.996144   X\n",
      "2055 -0.353462 -0.448433 -0.420520  0.606223   J\n",
      "2056 -0.275687  0.127910  0.877756  0.141774   0\n",
      "2057  0.448882 -0.016410 -0.041434  0.483096   O\n",
      "2058 -0.043765 -0.878446  1.525075  0.008223   J\n",
      "2059 -0.064416  0.080921  0.644715  0.393025   8\n",
      "           one       two     three      four key\n",
      "2060  0.015018 -1.620301  0.465866  1.637377   W\n",
      "2061  0.579715 -0.565646 -0.812129  1.532803   B\n",
      "2062 -0.324507  1.853351 -2.268609 -0.355132   U\n",
      "2063 -0.100247 -1.954614  0.132519  0.836927   O\n",
      "2064  0.275725  0.349561 -0.617723  0.675991   V\n",
      "2065  0.300486 -0.914367 -1.604609 -0.905458   L\n",
      "2066 -0.362382  0.708361 -0.388317 -2.328763   9\n",
      "2067  0.805331  0.073617  0.481166  0.632621   V\n",
      "2068  0.786095  0.095137 -1.049965  1.828798   M\n",
      "2069  0.207815  1.407275 -1.044800  0.140207   0\n",
      "           one       two     three      four key\n",
      "2070  1.809750  0.592023 -0.146215 -0.113818   J\n",
      "2071  0.190562 -2.886359  0.514365 -2.208118   E\n",
      "2072  0.844977 -0.164290  0.218672  0.099012   K\n",
      "2073  0.195035 -0.649591  2.171664  0.453466   D\n",
      "2074 -0.056433  1.758650 -0.448091  0.346784   K\n",
      "2075 -0.112609 -2.642457 -0.487310 -0.220507   P\n",
      "2076 -1.395319  0.573474 -0.013324 -1.307070   5\n",
      "2077 -2.080273  0.097498  0.321489  0.012608   1\n",
      "2078  0.883172  0.490427 -0.799299 -0.699669   B\n",
      "2079 -0.138632 -1.417845 -0.199678  1.199299   N\n",
      "           one       two     three      four key\n",
      "2080 -0.961579  1.166247 -1.124953  0.201728   V\n",
      "2081  1.301453  1.077117  0.560502  0.859991   X\n",
      "2082  0.063679 -0.995532  0.879547 -0.012471   A\n",
      "2083 -0.373381  0.982861 -0.037534 -1.337856   0\n",
      "2084  1.492292  0.485490  0.129313  1.733569   S\n",
      "2085 -0.908492  0.498234 -0.588844 -0.903956   O\n",
      "2086  1.137140  0.977509 -0.940994  0.149013   A\n",
      "2087 -1.049838  2.453425  1.230087 -2.068508   I\n",
      "2088  1.485199 -0.806453 -0.475087  0.936801   S\n",
      "2089 -0.790437  1.823852  0.470827  0.898782   I\n",
      "           one       two     three      four key\n",
      "2090  2.024808  0.032251  1.315297 -0.156433   T\n",
      "2091  0.379253 -1.059409 -1.132068  1.222296   5\n",
      "2092  2.403216 -1.792528 -0.917573 -0.886693   6\n",
      "2093  1.249975  1.491530  0.371476 -0.000465   P\n",
      "2094  0.501131 -1.852451  1.110354  0.508865   C\n",
      "2095  1.106521  0.098153  0.789793  1.192693   5\n",
      "2096 -0.540543  1.782569  0.051931  0.463868   E\n",
      "2097 -0.101980  0.981720  1.106990 -1.752269   G\n",
      "2098  0.632107 -0.761419  1.427930 -0.046928   G\n",
      "2099  1.009779 -0.608379 -1.405105 -1.175054   P\n",
      "           one       two     three      four key\n",
      "2100 -0.602748 -0.182504 -0.768164  1.260686   I\n",
      "2101 -0.039105 -0.069510 -1.358052 -0.292859   N\n",
      "2102 -0.345101 -0.179477 -0.904658 -0.071287   M\n",
      "2103 -0.759495  0.225916  2.235872 -0.004490   3\n",
      "2104 -1.686771  0.742276  0.485876  1.798507   U\n",
      "2105  0.145697  0.805037  0.350362 -0.540235   L\n",
      "2106  2.487654 -0.147867  0.580688 -0.305696   M\n",
      "2107  0.380166 -0.592483  0.393693 -0.463217   C\n",
      "2108  0.963549 -1.550302 -0.944962  0.121546   H\n",
      "2109 -0.040385 -0.312649 -1.196604  1.075043   7\n",
      "           one       two     three      four key\n",
      "2110  0.938357 -0.235761 -0.077360  1.162150   C\n",
      "2111  0.190303 -0.425473  0.362347 -0.688711   R\n",
      "2112  0.256419  0.082669 -2.302758 -0.446115   Z\n",
      "2113  0.690972  0.871498  0.948469  0.644683   C\n",
      "2114 -1.157781  0.093696 -0.765273 -0.724767   J\n",
      "2115 -0.295462 -0.832817  1.490204 -0.420786   O\n",
      "2116  0.132723 -1.255780  1.370008  1.144490   T\n",
      "2117 -0.111381  0.572076  1.807962  1.090205   T\n",
      "2118  0.178700 -1.608832  2.174615 -1.351738   U\n",
      "2119  1.202183  0.179583  0.202061 -0.731213   U\n",
      "           one       two     three      four key\n",
      "2120 -0.674447 -0.184703  0.706721  0.718681   N\n",
      "2121  1.765535 -0.951932  0.320147 -1.159350   K\n",
      "2122 -1.247885 -0.725490  0.541998 -0.126572   H\n",
      "2123 -1.164045 -0.647619 -0.550283  1.164943   2\n",
      "2124  1.816133 -0.393382 -1.212910 -0.317187   N\n",
      "2125  0.499883 -1.183631 -0.638619 -0.785337   J\n",
      "2126  1.228499  1.253479 -0.221459 -0.065413   0\n",
      "2127  1.018951 -0.423937 -1.724553 -0.823409   S\n",
      "2128 -0.169893  0.301072  1.409961 -0.516056   6\n",
      "2129  0.883068  0.950613  0.783766  0.776407   O\n",
      "           one       two     three      four key\n",
      "2130  1.032778 -0.092930  0.600042  0.173515   Q\n",
      "2131 -0.249225 -0.064820 -0.012763  0.030473   B\n",
      "2132  0.556590  1.976901  0.130669  2.719664   F\n",
      "2133  0.161076 -1.314940 -0.605192 -0.732213   V\n",
      "2134 -1.842062  0.010915 -0.013233 -0.298259   C\n",
      "2135  1.727237  1.674584 -0.988291  0.512445   M\n",
      "2136 -0.190386 -0.184385  1.163292 -1.059896   M\n",
      "2137  0.693111  0.815751 -2.388695 -0.201710   7\n",
      "2138 -0.062113 -0.009850  0.658453  0.782910   U\n",
      "2139  0.880940 -0.707391 -0.750939 -0.042381   6\n",
      "           one       two     three      four key\n",
      "2140 -0.592838 -0.700117  0.831352 -1.158911   5\n",
      "2141  1.628350  0.404618  0.086334  0.278914   E\n",
      "2142  0.210544 -0.909438  0.903900  0.471579   A\n",
      "2143  0.033606 -0.882900 -0.345729 -0.317833   S\n",
      "2144 -0.075574 -0.616260 -0.342471  0.850522   0\n",
      "2145 -1.262951 -0.167273  1.457807 -0.375636   M\n",
      "2146 -0.289513 -0.927606  0.950207  1.234067   E\n",
      "2147  1.346532  1.083389 -0.840823  0.525032   W\n",
      "2148  0.698213 -1.263537  0.034589 -1.082713   9\n",
      "2149 -0.798004 -1.301795 -1.956852 -1.284120   I\n",
      "           one       two     three      four key\n",
      "2150  0.042611 -0.175943 -1.015977  0.668174   E\n",
      "2151  1.522649  2.291392  1.506445 -0.448051   W\n",
      "2152  0.549118 -0.439673  0.651229  2.648046   Z\n",
      "2153  0.119468  0.224633 -0.462937  1.410156   O\n",
      "2154 -0.323899 -0.115278 -2.247625  0.271304   G\n",
      "2155 -0.569093  1.860056 -2.552601 -0.433538   U\n",
      "2156  0.112111 -0.845798  1.006310  1.138832   Z\n",
      "2157 -0.499492  0.916415 -1.045215 -0.507578   M\n",
      "2158  0.376336  0.764119  0.935520 -0.594284   L\n",
      "2159  0.043552 -1.133114  1.839960  1.076891   K\n",
      "           one       two     three      four key\n",
      "2160  0.085216  2.510964 -1.054814  0.673700   C\n",
      "2161 -1.781879 -1.085402 -0.052362 -1.070721   H\n",
      "2162  0.895674  1.221778  0.354944 -2.720801   B\n",
      "2163  0.178964 -1.240360  0.216703 -0.931038   A\n",
      "2164  0.751111 -1.677541 -1.845294  0.472624   Y\n",
      "2165 -0.174065  0.417376  0.675686  0.976130   O\n",
      "2166  0.469285  0.468043  0.740358 -3.173509   9\n",
      "2167 -0.414343 -0.847570  0.321461 -2.575767   M\n",
      "2168  0.947171  0.328539  0.194055 -0.530855   H\n",
      "2169  0.280984  2.218110  0.043019  0.105971   V\n",
      "           one       two     three      four key\n",
      "2170  1.368775  0.314364  0.237928  0.826480   O\n",
      "2171 -0.556654  0.677244 -0.048745  0.481485   G\n",
      "2172  1.275352 -1.636605 -0.907083 -0.842150   A\n",
      "2173  0.354485  0.336961 -0.877361  1.943403   K\n",
      "2174  1.630411 -0.107837 -0.452670  0.511911   3\n",
      "2175  2.130822 -0.513613 -0.589273  0.270247   Q\n",
      "2176  1.133030 -0.920499 -0.411478 -0.001258   F\n",
      "2177 -0.022368 -0.165693  1.487503 -1.560971   H\n",
      "2178 -1.597818 -0.544170  0.565076  1.288177   H\n",
      "2179 -0.641429  0.376690 -0.153789 -0.512961   X\n",
      "           one       two     three      four key\n",
      "2180  0.314357 -0.962542 -0.541513 -1.156165   X\n",
      "2181  0.088340  0.814274 -0.304655  0.792676   0\n",
      "2182 -0.241962 -0.629315 -2.212602 -0.374105   U\n",
      "2183 -1.181735 -0.596942  0.274344  0.273126   W\n",
      "2184 -0.216653 -0.736039 -0.695236  0.421188   A\n",
      "2185 -0.210084  0.708077  1.545655 -1.587045   F\n",
      "2186 -0.194804 -0.215578  0.691829 -0.099275   0\n",
      "2187  0.555034 -0.628948 -0.550886 -1.303585   Z\n",
      "2188 -0.001326  0.234979  0.305587  1.174985   V\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2189 -0.505885  0.289075 -1.017537  0.086235   I\n",
      "           one       two     three      four key\n",
      "2190  0.818458 -0.077424 -1.535597 -0.727323   O\n",
      "2191 -0.739838  0.654748  0.775893  0.911726   M\n",
      "2192 -0.157669  0.010577 -0.473291 -0.114977   Q\n",
      "2193  1.582073  1.211351  0.277131  0.637144   B\n",
      "2194 -0.704190  0.127876  1.052503  0.209074   6\n",
      "2195 -0.389368 -0.932914 -0.998025  0.563617   A\n",
      "2196 -0.558272 -0.161775 -1.538067  0.613443   Z\n",
      "2197 -0.158497  1.349013 -0.475158 -1.033059   C\n",
      "2198  0.407671  0.254557 -1.560825  1.125628   0\n",
      "2199 -0.653921  0.027579 -1.396294  0.913825   B\n",
      "           one       two     three      four key\n",
      "2200 -2.576925  0.338165  0.519443 -2.303307   X\n",
      "2201 -0.842865  1.082165 -0.646398 -1.135007   K\n",
      "2202 -0.494181  0.104939  0.827237  1.055114   S\n",
      "2203  1.155762 -0.066008  0.236059  0.309968   8\n",
      "2204 -0.687534 -0.026354  0.106619  2.474902   N\n",
      "2205  0.649518 -1.177811 -0.954277 -0.339044   U\n",
      "2206 -0.423468  0.638838 -0.039035  0.145446   Q\n",
      "2207  0.082738 -0.472712  0.480072  2.019987   L\n",
      "2208  0.268893 -1.484846 -1.637640 -2.325580   A\n",
      "2209 -0.107130 -1.112420 -1.270698  0.848297   B\n",
      "           one       two     three      four key\n",
      "2210 -1.045441  0.797203 -0.350623 -1.154112   K\n",
      "2211  0.419681 -1.202555  0.374433 -0.556202   2\n",
      "2212  0.203281  0.947045  0.990642  0.061859   X\n",
      "2213  2.092124  0.906692  1.327444  1.098020   Y\n",
      "2214  0.426330  0.775431 -0.540807  0.483395   P\n",
      "2215  1.652039 -0.887320 -2.174533  1.286618   F\n",
      "2216  1.014085  0.771958  0.391398  1.349605   N\n",
      "2217 -0.268733  0.145778  1.148385 -0.055859   F\n",
      "2218  1.174609  0.611714  0.515179 -0.185848   Q\n",
      "2219 -2.405019 -0.160283  2.322082 -0.944043   R\n",
      "           one       two     three      four key\n",
      "2220  0.423192  0.095787 -0.887768 -0.741621   B\n",
      "2221 -1.242080  0.371924  0.166777  1.010489   Q\n",
      "2222  1.293472  1.144530 -1.481267 -0.441602   A\n",
      "2223 -1.126853 -1.037226 -0.239714  1.173219   A\n",
      "2224 -1.062209  1.192262 -0.775448 -1.225012   A\n",
      "2225 -0.372656 -0.485828  0.534655 -1.212245   U\n",
      "2226 -0.020036 -1.333035  2.189450 -0.249190   N\n",
      "2227 -0.577763 -0.389902  0.488138  0.626001   H\n",
      "2228 -0.766541  0.713717 -1.018256  1.889361   G\n",
      "2229 -1.738700 -0.336054 -0.992538  1.421204   V\n",
      "           one       two     three      four key\n",
      "2230 -0.568216 -1.848144  0.863835  1.322281   E\n",
      "2231  1.321858  1.008873  0.254608 -1.342099   H\n",
      "2232 -1.443118  0.240571  0.792944  0.073668   R\n",
      "2233  0.440872  1.122574 -0.755519 -0.716928   Y\n",
      "2234  1.515096  1.335474 -0.910116  0.051178   6\n",
      "2235  2.023580  1.096807 -1.348178  0.264342   O\n",
      "2236 -0.361315  1.010652  2.553879 -0.089575   P\n",
      "2237 -0.994548 -0.457568  2.218483 -1.278251   F\n",
      "2238  0.132032 -1.305137 -0.536163 -1.280055   A\n",
      "2239  1.161764  0.818182  0.015119  0.283322   N\n",
      "           one       two     three      four key\n",
      "2240 -1.039421  1.134517 -2.225790  0.059204   R\n",
      "2241 -0.867389  0.398072  2.053797  0.734563   Y\n",
      "2242  1.453002  0.569163  0.198248  0.465206   A\n",
      "2243 -0.095428  0.428386 -0.405098 -1.397249   M\n",
      "2244 -1.173270  0.159078  1.927651 -0.210691   K\n",
      "2245  1.043966 -0.104111 -0.249276 -0.020779   F\n",
      "2246  0.280529  1.601091  0.561331  0.868631   D\n",
      "2247 -0.659953 -2.303160  0.248001  0.942726   L\n",
      "2248  0.790584 -0.983116  0.874531  0.809282   L\n",
      "2249 -1.175911  2.151987 -0.080928 -0.431624   K\n",
      "           one       two     three      four key\n",
      "2250 -0.261110 -0.516070  1.135388 -0.761320   U\n",
      "2251  0.703424  0.449614 -1.593578 -1.155400   M\n",
      "2252  1.116450 -0.274069 -0.029748 -0.433413   X\n",
      "2253 -0.357309 -0.529398  0.205418  0.108428   O\n",
      "2254  0.423229  2.089096  0.923675  1.502727   W\n",
      "2255  0.217126  1.282361 -0.978429  0.263613   I\n",
      "2256 -0.443398  0.676990  0.638589 -0.873795   Q\n",
      "2257  1.005342  0.682462  1.200273  0.193455   I\n",
      "2258  1.376210  1.148046 -1.194933 -0.024651   N\n",
      "2259  0.745347 -0.886025 -0.437063  2.124741   Q\n",
      "           one       two     three      four key\n",
      "2260  0.620059 -1.371443  0.722630  1.637960   T\n",
      "2261  0.006307 -1.331342  0.064962 -0.572398   1\n",
      "2262 -0.198477  0.684456 -0.147475  0.581649   C\n",
      "2263  0.681178  0.283489 -0.201257 -0.837272   Q\n",
      "2264 -3.726864  2.152632  0.986711 -1.273956   N\n",
      "2265  1.232965 -0.872075  1.125734 -1.269692   S\n",
      "2266  1.680718 -0.795062  0.429542  0.907960   V\n",
      "2267  0.012603 -0.559558  1.170093 -0.755084   0\n",
      "2268  0.478688 -0.923803 -1.621413  1.122109   N\n",
      "2269  0.654913  0.051571  2.016148  0.652618   9\n",
      "           one       two     three      four key\n",
      "2270 -0.840525 -0.155628  0.992246  0.818995   K\n",
      "2271  0.167651 -0.126483 -0.215923 -0.551817   K\n",
      "2272 -1.694869 -0.251794  0.643792  1.051484   2\n",
      "2273  1.158911  1.192041 -0.474725 -1.188533   H\n",
      "2274 -0.359609 -0.742870 -1.434232 -0.412530   T\n",
      "2275  0.527894  0.084068  2.368530 -0.003024   B\n",
      "2276  0.388307  0.969655 -0.162391 -0.256349   3\n",
      "2277 -0.270080 -1.255751 -0.356179  1.231406   H\n",
      "2278  0.082013 -0.523347 -0.298926 -2.259246   H\n",
      "2279 -1.401529  0.293567  0.915069 -0.697824   V\n",
      "           one       two     three      four key\n",
      "2280 -0.342039  0.204837  0.965391  0.219577   J\n",
      "2281  1.588456 -0.269372 -0.298399 -0.017322   Z\n",
      "2282  0.367103 -0.208087 -0.251701 -0.522193   M\n",
      "2283  0.197511 -0.502179 -1.736854  1.234516   R\n",
      "2284  1.552528 -1.332354 -0.227918 -0.817041   M\n",
      "2285  0.304382  1.406603  0.373172  0.446837   Z\n",
      "2286 -1.405559 -0.701879  1.793801 -0.370495   D\n",
      "2287 -0.290146  0.466117  1.019924 -0.091318   A\n",
      "2288 -0.046104  0.873557  0.660301  0.463093   Z\n",
      "2289 -1.577012 -2.119284  1.805621 -0.283501   E\n",
      "           one       two     three      four key\n",
      "2290  0.340372  0.382561  0.000311  0.452417   V\n",
      "2291  1.617485  0.325101 -0.560042  0.944086   O\n",
      "2292  0.268348 -0.373020  0.433140 -0.868286   P\n",
      "2293  0.599411 -1.053006 -0.061247  0.890922   Y\n",
      "2294 -1.767324  0.564683 -0.274612 -0.174666   E\n",
      "2295  0.007589  1.506447  1.903478  0.416104   D\n",
      "2296 -0.109962 -0.920117  1.823192 -1.427935   4\n",
      "2297  0.645940  0.441283  0.724279  0.726795   V\n",
      "2298  1.189913 -0.453601  1.207129 -0.241785   R\n",
      "2299  1.209583  0.651352  0.384910  0.560130   5\n",
      "           one       two     three      four key\n",
      "2300 -0.835033  0.186814  0.099421 -0.540764   M\n",
      "2301  0.923118 -1.349525  1.986289  1.099944   G\n",
      "2302 -0.169421  1.093335 -0.047652 -0.085705   6\n",
      "2303 -0.367095 -0.764237  0.525876  0.358030   P\n",
      "2304 -1.150007  0.824941 -0.871591  0.058124   L\n",
      "2305  1.497400 -0.819334  0.017392 -0.037314   F\n",
      "2306 -0.317808  1.235653  0.129119 -0.750614   0\n",
      "2307  0.895324  1.738289 -0.789496  1.561415   J\n",
      "2308 -2.323376 -0.086484 -0.937811  0.975500   6\n",
      "2309  0.749857 -1.469871  2.674434 -0.835018   7\n",
      "           one       two     three      four key\n",
      "2310 -0.631611 -0.828862 -0.120594 -1.000737   9\n",
      "2311 -0.722216 -0.507616  0.252700 -0.196935   R\n",
      "2312 -1.121400 -0.830074 -1.556151  1.372112   X\n",
      "2313  1.255334 -0.091549 -1.092050  1.431610   W\n",
      "2314 -2.088980 -1.033840 -0.175710 -0.044959   B\n",
      "2315 -0.593836 -0.125592 -0.148473  0.824293   D\n",
      "2316 -0.853371 -1.050392 -1.636552 -0.531499   A\n",
      "2317  0.184960  0.724281 -1.303614  0.042783   O\n",
      "2318 -0.234229 -2.156776  0.665154  0.652185   B\n",
      "2319 -0.542995  0.391323 -0.623619 -0.638091   M\n",
      "           one       two     three      four key\n",
      "2320  1.036986  0.499677  1.148364 -0.467139   I\n",
      "2321  0.762713 -0.337946 -0.239413 -0.662795   G\n",
      "2322  0.749977  0.712538  1.001917 -0.996523   S\n",
      "2323  0.171084 -0.255490  0.102048 -0.316483   W\n",
      "2324  1.932525  0.246313 -0.141027 -0.530162   O\n",
      "2325 -1.057745 -0.974924 -0.138164  0.507494   D\n",
      "2326  1.450925 -0.757698 -0.095352 -0.783242   T\n",
      "2327 -0.851492  0.531830 -0.000885  1.090088   X\n",
      "2328 -1.455230 -1.651306  0.176941  0.872048   B\n",
      "2329  1.614927 -1.213212 -0.481253 -0.417014   E\n",
      "           one       two     three      four key\n",
      "2330 -0.084471 -0.277350  1.451430  0.084764   J\n",
      "2331 -0.518113  0.226028 -0.511796 -0.919190   Y\n",
      "2332 -0.972866  1.004205  0.120233  0.042025   K\n",
      "2333  2.833891 -2.101260 -0.429482 -0.463515   J\n",
      "2334 -0.128270 -0.543380 -0.221873 -1.029007   E\n",
      "2335  1.247967  0.128850 -1.559185  0.044223   W\n",
      "2336  0.273832  0.522074 -0.308342  2.699276   X\n",
      "2337  0.702012  0.711724  1.163336  0.296343   X\n",
      "2338 -1.016164 -0.354134  0.344964 -0.991717   P\n",
      "2339  1.063249 -1.609780  1.585452  0.266229   J\n",
      "           one       two     three      four key\n",
      "2340 -0.345092 -1.783733  0.995363 -0.133127   3\n",
      "2341  0.580273  0.858170 -0.411594  0.237033   A\n",
      "2342  0.242251 -0.014573 -0.546432  0.329856   J\n",
      "2343  0.399690  1.883217 -0.567522  0.406623   N\n",
      "2344 -0.388245  1.919552 -0.905067  0.678331   K\n",
      "2345  0.533744  1.906746  0.543798 -1.308828   M\n",
      "2346 -0.978301 -0.936583  0.090409 -0.218280   V\n",
      "2347  0.339442 -0.280250 -1.007012 -2.808084   X\n",
      "2348 -1.670404  0.076665  1.298030 -0.763384   M\n",
      "2349  0.673709  1.492749  0.547974 -0.214530   V\n",
      "           one       two     three      four key\n",
      "2350 -0.860414 -1.054173 -0.213906  2.004594   Z\n",
      "2351 -0.697103  0.482459 -0.618269  0.468325   X\n",
      "2352 -1.595699  0.747179  0.439322  0.375915   B\n",
      "2353  0.640864 -0.928823  0.139356 -0.740332   S\n",
      "2354  0.504642  0.081301 -0.524631  0.122069   P\n",
      "2355 -1.560576 -1.408741  0.544641  0.939580   A\n",
      "2356  0.876947  0.969392 -1.069375  0.173287   R\n",
      "2357 -0.995748 -0.962385  1.257431 -0.631646   V\n",
      "2358  0.500236 -0.891189  0.463304 -0.394501   O\n",
      "2359 -2.687335 -0.240997 -0.588067 -0.355682   T\n",
      "           one       two     three      four key\n",
      "2360  1.112292 -0.026863 -0.144077  0.364361   R\n",
      "2361  0.236183  0.113043 -1.380454  0.028792   J\n",
      "2362 -1.093494 -0.946562  0.149382 -0.190454   O\n",
      "2363  0.676450  0.904576  0.854621  0.323596   B\n",
      "2364  1.841712  0.439631 -1.265122 -0.713029   K\n",
      "2365 -1.128605 -0.498973 -0.079963  0.176692   B\n",
      "2366  0.767857 -0.511653 -2.181414 -0.225151   S\n",
      "2367  2.219223 -1.507158  0.901499  0.474151   3\n",
      "2368 -0.030439  0.912498  1.780497  0.437122   G\n",
      "2369  1.038661 -0.390589  1.521634  1.431299   T\n",
      "           one       two     three      four key\n",
      "2370 -0.562848  0.630243 -0.055077 -2.031742   1\n",
      "2371 -0.838191  1.910501  1.784924 -0.128932   G\n",
      "2372  0.289630  1.530673 -1.678070  1.182819   U\n",
      "2373 -0.458333  1.229672 -0.038087  0.961370   A\n",
      "2374  0.607271 -1.161728  1.128581  0.477947   V\n",
      "2375  1.136751 -0.617244 -0.103225  1.273975   7\n",
      "2376 -0.499357  0.082418  0.886325 -0.889350   X\n",
      "2377 -0.053079 -0.431909 -0.819710 -0.184383   S\n",
      "2378  0.554389 -3.415448 -1.008008  0.095636   B\n",
      "2379 -0.437518  1.416218 -1.223696 -0.983091   R\n",
      "           one       two     three      four key\n",
      "2380 -0.562207  0.266432  0.282217 -0.572417   4\n",
      "2381  0.282379  0.261255  0.389700 -1.350305   B\n",
      "2382  1.036831  0.417989 -0.203446  0.483799   S\n",
      "2383 -0.468093  0.346607 -1.773748  0.778593   M\n",
      "2384  0.439716 -0.543873  0.113144 -0.889964   O\n",
      "2385 -1.374947  1.858126  0.670141  1.643450   2\n",
      "2386 -0.854071  0.015123  0.606645 -0.924789   6\n",
      "2387 -1.064914 -0.752264  0.635654 -0.847769   B\n",
      "2388  0.328038 -2.201035 -0.640835 -0.762974   6\n",
      "2389 -0.454491 -1.296817  2.021387  0.740482   Z\n",
      "           one       two     three      four key\n",
      "2390  0.495933 -0.706393  0.515892 -1.664529   X\n",
      "2391  1.015098  0.254481  0.284005  0.084618   W\n",
      "2392  1.110091 -1.078437 -0.415991 -2.497072   T\n",
      "2393 -0.787877  0.023630  0.791347 -0.153287   8\n",
      "2394  0.074121  2.946737  0.432237 -1.322222   I\n",
      "2395  0.353429 -0.247717  0.027099 -0.872752   H\n",
      "2396  1.224205  0.710345  0.406204  1.362394   L\n",
      "2397 -0.350708 -2.263328  0.280188  0.996978   A\n",
      "2398  0.207886  1.219363  0.120394  1.416482   B\n",
      "2399  0.321767  0.997815 -0.141009 -0.214223   C\n",
      "           one       two     three      four key\n",
      "2400 -1.343528 -0.396485 -1.638347 -1.006332   6\n",
      "2401  0.022319 -0.704375  0.789894 -1.780649   E\n",
      "2402 -1.539439  0.535850  1.976509  1.146052   C\n",
      "2403  1.721770  0.110358 -1.426991  0.302453   Z\n",
      "2404 -0.122783  1.017953 -0.485182 -0.757533   W\n",
      "2405  1.437882  0.462309  0.645184 -0.488188   T\n",
      "2406  0.252519 -0.893764 -1.451020 -0.037571   P\n",
      "2407  1.428140 -0.307382  0.835236  0.318659   C\n",
      "2408 -0.653513 -0.826898  0.365600 -0.343442   A\n",
      "2409  0.648526  0.382166  0.837120  2.057713   O\n",
      "           one       two     three      four key\n",
      "2410 -0.294031  1.866947 -2.424641 -0.594399   0\n",
      "2411  0.546136 -1.165291 -0.069493  0.839443   Y\n",
      "2412  0.055590  0.460796  1.480777 -1.173950   N\n",
      "2413  0.911487  0.336341 -0.890390 -0.131222   L\n",
      "2414 -0.907505 -0.773818  0.123461  1.723814   J\n",
      "2415  0.118950  0.898642  1.359423 -0.025140   E\n",
      "2416 -0.878655 -1.640173 -1.324034  1.131211   S\n",
      "2417 -0.019509  0.876113 -1.549758  1.650965   G\n",
      "2418 -0.003943 -0.100711  0.089326  1.220398   S\n",
      "2419 -0.047169 -0.834210 -1.417680 -0.992629   O\n",
      "           one       two     three      four key\n",
      "2420  1.408109 -1.297373  0.331664  0.227963   M\n",
      "2421 -1.254859  0.379769  0.234048 -0.412161   E\n",
      "2422  0.532227 -0.576430  0.433983 -1.034566   T\n",
      "2423 -0.440186 -0.920560 -0.886908 -0.717393   C\n",
      "2424  1.755844  0.583305 -0.023002 -1.240222   X\n",
      "2425  0.326275  1.118900  2.100199 -0.302665   D\n",
      "2426  0.024880 -0.717322  1.408196  0.961346   0\n",
      "2427 -2.338187  1.448027 -1.882319  0.090921   S\n",
      "2428 -2.329398  0.226033 -0.359550 -0.545552   Y\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2429 -0.203604 -0.371016 -0.120285 -1.316813   L\n",
      "           one       two     three      four key\n",
      "2430  1.626647  0.296330  0.314341 -0.031742   H\n",
      "2431  1.915538  0.902880  0.408403  0.380036   F\n",
      "2432 -1.095378 -1.436462 -0.136636 -0.076472   8\n",
      "2433 -1.588550 -0.192420 -0.125519 -0.116338   Z\n",
      "2434  0.677292  0.021536 -1.543651 -0.254482   P\n",
      "2435  0.146033  0.956711 -0.116033 -1.118259   G\n",
      "2436  0.162939 -0.176831 -0.517489 -0.086483   K\n",
      "2437  0.446004  1.421391  1.864233 -0.231944   D\n",
      "2438 -0.766637  0.849322 -2.271482  0.097941   L\n",
      "2439 -2.212326  0.371240  0.076708  0.579678   U\n",
      "           one       two     three      four key\n",
      "2440  0.449888 -0.382982  0.535168 -0.139049   B\n",
      "2441 -0.226391 -0.360102 -0.256503 -0.591466   T\n",
      "2442  0.731660 -1.895307 -0.977830  0.609795   C\n",
      "2443  0.093161 -0.941322  0.948940  0.907185   W\n",
      "2444 -0.473135 -0.154075 -1.019198  0.463382   O\n",
      "2445 -0.360482  1.129282 -0.520626 -0.583512   A\n",
      "2446  0.398428  0.931627  0.126570 -0.359562   I\n",
      "2447  0.056456  0.942890  0.487491 -0.325111   E\n",
      "2448  0.919766  1.271893  0.325629  1.438338   U\n",
      "2449  0.826460 -0.252578 -0.935145  1.414167   O\n",
      "           one       two     three      four key\n",
      "2450  0.239817  0.200546  0.676698  0.359205   8\n",
      "2451  1.004258  0.137820  0.340930 -0.534090   O\n",
      "2452 -0.022907 -1.523095  0.641033 -0.104281   A\n",
      "2453  2.455329 -0.190569  0.302309 -0.480748   A\n",
      "2454 -1.152559 -1.857734  0.187128 -1.995975   I\n",
      "2455 -1.576836 -1.958031 -0.140602  0.632315   H\n",
      "2456  0.426068 -0.167195 -1.075382 -1.092328   W\n",
      "2457 -0.716212  1.015349  0.488514 -0.699262   J\n",
      "2458 -1.159867 -0.775871  0.605492 -0.297012   H\n",
      "2459 -0.088278 -0.206925  0.104638  0.875423   L\n",
      "           one       two     three      four key\n",
      "2460 -0.610495  0.557744  0.931149  0.436779   I\n",
      "2461  0.379394 -1.317547  0.001410  0.969856   X\n",
      "2462  0.864211  1.519593  1.260238  0.654337   W\n",
      "2463  1.350424  0.345149 -0.829001  0.185953   H\n",
      "2464  0.956002  0.566695  1.150978 -0.360039   W\n",
      "2465 -1.012716 -1.020895  0.650649 -1.216440   D\n",
      "2466 -1.087239 -0.949828 -0.645358 -0.859970   P\n",
      "2467  1.614264  0.488728  2.352849  0.268151   7\n",
      "2468  0.662645 -0.887113  0.476253  0.060454   W\n",
      "2469  0.005817 -2.763755 -1.300543  0.542561   Q\n",
      "           one       two     three      four key\n",
      "2470  0.763453  0.438033 -1.231173  0.806291   M\n",
      "2471  0.024834  1.118008  1.737034 -0.374938   4\n",
      "2472 -0.355465 -1.076554  0.965899  0.659141   Z\n",
      "2473 -0.745188 -0.782877 -1.258483 -1.055936   G\n",
      "2474  0.202093 -1.282088 -0.779935  1.443650   L\n",
      "2475  0.760751  0.022058 -0.351377  0.211099   K\n",
      "2476  0.557158 -1.876649 -1.430152 -1.654969   N\n",
      "2477  1.319639 -0.215070 -0.362025  0.518275   B\n",
      "2478 -2.286471  0.411294 -1.539162 -0.091418   I\n",
      "2479 -0.573244 -0.422650  1.464084  0.542439   2\n",
      "           one       two     three      four key\n",
      "2480 -0.557591 -0.698958 -0.993515  0.075930   X\n",
      "2481  1.334503  0.513017 -0.587334 -0.251176   1\n",
      "2482 -1.496775  0.744357 -0.482187 -1.308006   B\n",
      "2483 -1.174527  0.387196 -1.718539 -1.281410   E\n",
      "2484 -0.675110  1.193266  0.997502 -0.521573   3\n",
      "2485  0.157038 -1.616308 -0.903544  0.350487   E\n",
      "2486 -0.130342 -0.803972 -0.113091 -0.381549   8\n",
      "2487 -1.348766  0.714156  0.043432 -0.057863   X\n",
      "2488  0.760157 -0.318976  0.433243 -0.439731   T\n",
      "2489 -0.526896 -1.083645 -0.161763  0.660053   Q\n",
      "           one       two     three      four key\n",
      "2490 -0.461582 -1.050731 -0.426427  0.887175   P\n",
      "2491 -0.222515  0.753492 -0.409289 -0.295382   V\n",
      "2492  0.721114  1.011716 -0.271546  1.211776   4\n",
      "2493  1.121356  0.468571 -0.336326  0.078605   L\n",
      "2494  0.164942 -0.266021 -2.143937 -2.113471   C\n",
      "2495  1.345822  2.363195 -1.405568  2.599800   8\n",
      "2496  0.173217 -0.116329  0.373466  0.381805   V\n",
      "2497 -0.289274  1.439352 -0.799853 -1.208543   E\n",
      "2498  1.094008  0.049683 -1.445820  0.540209   3\n",
      "2499  0.290745  0.590175  0.895260 -0.025518   8\n",
      "           one       two     three      four key\n",
      "2500 -0.264040 -1.204051  0.504199  0.602873   I\n",
      "2501  2.027584 -0.097576 -0.445689  1.965018   L\n",
      "2502  1.342573  1.231400  1.723257  1.332216   R\n",
      "2503  1.536042  1.585264  0.904740  0.972697   T\n",
      "2504 -0.494593  0.008418  1.512647 -0.114531   P\n",
      "2505  0.796604  0.242223 -0.381732 -0.006187   P\n",
      "2506 -0.103388  0.690857 -0.217870 -0.399363   8\n",
      "2507 -1.055039  1.263498 -0.294833 -0.131290   E\n",
      "2508  0.769964 -0.077621 -1.569057  1.759866   E\n",
      "2509 -0.380482 -0.444606 -0.959613  0.375138   9\n",
      "           one       two     three      four key\n",
      "2510  0.343652  1.653497  0.361990  1.413521   W\n",
      "2511 -1.037169  0.466151 -0.483780  1.754663   B\n",
      "2512 -1.370660 -0.066661  0.780669 -0.341960   9\n",
      "2513 -1.218953 -1.185454 -0.313377  0.509477   G\n",
      "2514  0.320657 -2.371135  1.327589 -1.326688   P\n",
      "2515 -0.021378 -0.062101  0.573617 -0.603958   Q\n",
      "2516  0.703793  0.094209  0.212399 -0.698490   4\n",
      "2517  0.126527 -0.597758  0.772462  0.406615   U\n",
      "2518  0.472917 -0.828902 -0.236532  1.138180   J\n",
      "2519 -0.903719 -1.377777 -1.844190 -0.472677   J\n",
      "           one       two     three      four key\n",
      "2520  1.024344 -0.450261 -0.683783 -0.661729   S\n",
      "2521  0.127562  0.164955  0.302059 -0.774069   M\n",
      "2522  1.114310  0.040545 -1.945605 -0.051613   R\n",
      "2523 -1.105121  2.330199 -1.632064 -0.642056   I\n",
      "2524 -0.638923  2.087784 -0.664267  1.279759   8\n",
      "2525  0.394658 -1.415181  0.909133 -1.030027   O\n",
      "2526  0.229629  1.221449  0.267325  1.546965   P\n",
      "2527 -0.754186 -1.428343  1.642931  1.298858   R\n",
      "2528  0.276274  0.759065 -0.779600  0.224756   Q\n",
      "2529  0.701377  0.120162  1.432007 -0.151164   R\n",
      "           one       two     three      four key\n",
      "2530 -0.595785 -1.448381 -1.434809 -1.878632   F\n",
      "2531  0.500949  0.070500 -0.443117  0.457912   7\n",
      "2532  0.859546  2.785971 -0.532929 -1.136828   Y\n",
      "2533  0.711861  0.002736 -0.400844  0.551365   T\n",
      "2534 -1.445062 -0.611055 -0.322967  0.547384   H\n",
      "2535  0.954100 -1.257360  1.008903 -0.906558   8\n",
      "2536 -0.833364  1.040694  1.197968 -1.312923   G\n",
      "2537 -1.292614  0.276692 -1.050741  1.534013   9\n",
      "2538 -1.013760 -0.066572 -0.620854  0.730214   A\n",
      "2539 -0.976169 -0.974598 -2.197370  1.852371   O\n",
      "           one       two     three      four key\n",
      "2540 -1.329730  1.085331  1.980574  1.176841   7\n",
      "2541 -0.218698  0.084666 -0.173542 -0.651511   L\n",
      "2542 -1.982991  1.643599  1.468598  1.516742   U\n",
      "2543  1.164884  0.020764 -0.533329 -1.145035   L\n",
      "2544 -1.491799  0.007564  0.616605 -1.037414   U\n",
      "2545 -0.996030  0.137301  1.731782  0.175898   T\n",
      "2546  0.303861 -1.052662 -0.970055 -0.785081   V\n",
      "2547 -1.001332  0.017181  1.782410 -1.190568   7\n",
      "2548 -0.336102 -0.821629 -0.626185  0.571429   F\n",
      "2549  0.422550  0.500042  0.513456  0.488156   U\n",
      "           one       two     three      four key\n",
      "2550  1.867871  1.484582 -1.357443 -2.626637   W\n",
      "2551  2.005167 -0.685622 -1.561030  0.182441   M\n",
      "2552  0.597000  0.222708  0.305168 -0.080533   5\n",
      "2553 -0.508773  1.021734  1.108644  0.943291   F\n",
      "2554 -1.179020  0.036331  1.042837  1.088222   4\n",
      "2555  0.951402 -0.307578 -0.368335  0.251813   T\n",
      "2556  1.218339  0.713224 -1.293507 -0.760257   E\n",
      "2557 -0.637575  0.264305 -1.318301 -0.356751   S\n",
      "2558 -0.279952 -0.480788  0.570095  0.064280   K\n",
      "2559  0.070160  1.671392 -0.799068  1.152375   U\n",
      "           one       two     three      four key\n",
      "2560  0.765127  1.032661  0.202238 -0.111697   4\n",
      "2561 -0.164872 -0.205052 -1.352808  1.070987   C\n",
      "2562 -0.921249  0.130183 -0.494700  1.200320   K\n",
      "2563 -0.772598  0.971766 -1.172807 -0.629114   R\n",
      "2564 -1.168048 -0.763392 -1.101017 -1.225282   F\n",
      "2565 -0.487141 -1.570014  2.023701  0.942098   C\n",
      "2566 -0.960110 -0.599789 -0.420131 -1.060305   Y\n",
      "2567  1.145774  0.271638  0.158536 -0.138008   R\n",
      "2568 -0.193084  0.966616 -1.288475 -0.604217   T\n",
      "2569 -0.328503  0.848668 -0.046550 -0.349784   Q\n",
      "           one       two     three      four key\n",
      "2570 -0.350641  0.682652  1.213110 -0.422607   W\n",
      "2571  1.623558 -0.389626  2.020485 -0.204085   U\n",
      "2572 -0.281836  0.799264 -0.033647  0.041708   9\n",
      "2573 -1.379627 -1.124807  0.076573 -0.908953   C\n",
      "2574 -0.481685  1.317100 -0.913979 -0.677304   I\n",
      "2575  0.574356 -0.732228 -0.158524 -1.794890   V\n",
      "2576 -0.556246 -0.972948 -0.358834 -0.229477   O\n",
      "2577 -0.662142 -0.182813  0.328315  2.252194   V\n",
      "2578 -0.209264  1.116097 -0.839968  0.491750   M\n",
      "2579  0.412337 -0.464012  0.112052  0.829024   O\n",
      "           one       two     three      four key\n",
      "2580 -0.292731  0.152552  0.171421 -1.676514   E\n",
      "2581 -0.810217  1.707645 -0.295623  0.205511   T\n",
      "2582  0.443111  0.546866 -0.815407 -0.814718   J\n",
      "2583  0.421462 -0.836823  1.425804  0.052379   3\n",
      "2584 -0.761553 -2.153481 -1.241917 -1.000066   8\n",
      "2585 -1.740843 -1.618405 -0.206717  0.088524   T\n",
      "2586  0.862219 -1.028091  0.132116  0.920400   N\n",
      "2587  1.151347  0.109756 -0.987297  0.763409   Q\n",
      "2588 -0.910335 -0.982107  0.490226  0.643449   D\n",
      "2589  0.761674 -0.617406 -1.652585  1.875518   X\n",
      "           one       two     three      four key\n",
      "2590 -0.994851 -0.103497 -1.577335 -0.537263   D\n",
      "2591  0.410500  2.351971 -0.974480  0.163615   L\n",
      "2592  0.363843 -0.331079  0.008411 -1.808952   D\n",
      "2593 -0.726563 -0.261141  0.243103  0.142011   D\n",
      "2594 -1.010931  1.014739 -0.925784 -0.869491   2\n",
      "2595  0.938799  0.421110 -0.105712 -0.563260   A\n",
      "2596 -0.639067 -1.289469  1.124618  0.608780   7\n",
      "2597  0.853380 -0.514838  0.097316 -0.297523   I\n",
      "2598  0.947749  0.259260  0.549507 -2.636814   K\n",
      "2599  1.905350 -0.012055  2.431791  1.237997   Z\n",
      "           one       two     three      four key\n",
      "2600 -0.516668 -1.809236  0.416144 -2.280588   E\n",
      "2601  1.027780 -0.027405 -0.564503 -0.119947   N\n",
      "2602  1.551204  0.466685 -0.641260 -0.181744   B\n",
      "2603  0.926318  0.927291  0.117346  0.689852   D\n",
      "2604 -0.632273  0.324688  0.298193 -1.017273   7\n",
      "2605 -0.015874  0.788401  0.638825  0.372048   C\n",
      "2606 -0.010017 -0.326955 -0.318236  1.046044   N\n",
      "2607 -0.634580 -0.522508  0.068567 -0.884560   X\n",
      "2608  2.050653 -1.181549 -0.533822 -2.125313   G\n",
      "2609 -0.908868 -0.793014 -0.335109  0.037492   H\n",
      "           one       two     three      four key\n",
      "2610  1.224110  0.958274  1.329758 -0.253768   T\n",
      "2611  1.718144 -0.648634  0.142423 -0.403445   L\n",
      "2612 -0.533005 -0.214491 -0.235923  0.914930   3\n",
      "2613 -1.390759  0.211406  0.590674  0.083262   A\n",
      "2614 -0.928091  0.701956  1.039178 -0.762259   O\n",
      "2615  0.728672 -0.383446 -0.562926  0.423290   E\n",
      "2616  0.370024  0.032020 -1.263050 -0.661190   Q\n",
      "2617 -0.174518 -0.253561  1.363441 -0.352337   T\n",
      "2618 -1.462123 -1.024080  0.516048 -0.274181   U\n",
      "2619  0.149626 -1.258493 -3.147012  0.647377   H\n",
      "           one       two     three      four key\n",
      "2620  0.718572  0.122687 -0.264683 -0.012467   J\n",
      "2621 -0.583261  1.866096 -1.291962  0.501720   E\n",
      "2622 -0.215772  0.096258  0.500506  1.266032   U\n",
      "2623 -2.008887 -0.463262  0.235280  1.576381   C\n",
      "2624 -0.389031  0.756333 -0.727188 -0.241930   5\n",
      "2625  0.094756  1.443395  0.421279  0.521304   7\n",
      "2626  0.211397 -1.091062 -0.885885 -1.174211   V\n",
      "2627  0.867971  0.059845  2.117674 -0.275678   3\n",
      "2628 -0.689220 -0.498567 -0.754487  0.249618   Y\n",
      "2629 -1.422313 -0.799299 -0.818168  0.175179   Y\n",
      "           one       two     three      four key\n",
      "2630  0.121058 -1.391758  0.540614  0.610208   J\n",
      "2631  0.320297  2.239588 -1.146741 -0.510208   L\n",
      "2632 -0.690142  0.491001  1.058332 -0.008989   Q\n",
      "2633 -0.521703 -2.299228  1.042974  0.022488   1\n",
      "2634  0.255021  0.547390 -0.590398  1.040875   I\n",
      "2635  1.173623 -1.470366  0.391082  2.614733   0\n",
      "2636  0.408012  0.666054 -1.332051 -1.773270   J\n",
      "2637 -0.404665 -1.826796  0.051082 -0.389155   G\n",
      "2638  1.311233  1.071636 -0.691517 -0.197166   6\n",
      "2639  1.329483 -0.314181  1.155250 -0.310138   F\n",
      "           one       two     three      four key\n",
      "2640 -1.334960 -1.373417  0.021264  0.902418   R\n",
      "2641  2.268282 -0.007329  0.394683 -1.679803   U\n",
      "2642 -0.304685 -1.356296 -1.620419 -0.569422   D\n",
      "2643 -0.530818  0.800831 -2.274781  0.170541   X\n",
      "2644 -0.001800 -3.465356 -0.827826  1.430808   P\n",
      "2645 -0.261444  1.486314 -1.039579  0.719062   W\n",
      "2646  0.627622 -0.469194 -0.101264  1.891676   0\n",
      "2647 -0.329298  0.071715  0.479169 -1.079075   I\n",
      "2648 -0.742765  0.759030 -1.118109  0.884687   C\n",
      "2649  0.383764  1.115819  1.333113  0.371440   P\n",
      "           one       two     three      four key\n",
      "2650  0.137338 -0.662399  1.757140 -0.909405   A\n",
      "2651 -1.539605 -0.895458 -0.233275  2.666556   H\n",
      "2652  0.035304 -1.942487  1.242118 -0.184326   T\n",
      "2653  0.182066  0.434355 -0.583836  0.616160   A\n",
      "2654 -1.259901 -1.114100  0.283941  0.797892   G\n",
      "2655  0.988202 -1.163367  0.115797 -0.048535   O\n",
      "2656  0.236980 -1.602385  1.118380 -0.554616   K\n",
      "2657  0.900938  0.716454  1.811875 -1.330704   9\n",
      "2658  0.727675 -0.938174  0.479874  0.347832   T\n",
      "2659  0.287110 -0.346400 -1.159676  1.049243   L\n",
      "           one       two     three      four key\n",
      "2660 -1.099466  0.356533 -0.167410 -1.174868   S\n",
      "2661  2.128371  0.678286 -1.134974  0.492645   9\n",
      "2662 -0.839114 -0.006299  0.822817 -1.684707   R\n",
      "2663  0.883543 -1.083908 -0.056349  0.571913   V\n",
      "2664  0.394936  0.935668  0.401927 -0.062631   F\n",
      "2665 -1.239741 -1.063991  0.117355  0.529984   Z\n",
      "2666 -0.921699  2.013758  0.578416 -0.832472   S\n",
      "2667 -0.438839 -1.688726 -0.772548 -1.138874   S\n",
      "2668  0.367194  0.588574  0.637054  0.636912   Y\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2669 -1.398241  0.701902 -1.603974 -0.001910   F\n",
      "           one       two     three      four key\n",
      "2670 -0.759556 -1.767282  1.903070 -0.191659   S\n",
      "2671 -0.032537  0.924379 -0.148704  0.321012   X\n",
      "2672  0.209909  1.623332 -1.144754  0.412216   U\n",
      "2673 -0.457389 -0.117801 -0.323972  0.879816   H\n",
      "2674  0.126167 -0.170582 -0.086928  1.426527   J\n",
      "2675  1.385306 -1.470873  0.593692 -1.331943   N\n",
      "2676  0.411997 -0.792781  1.117095  3.372951   6\n",
      "2677 -0.794808  0.294574 -1.235114 -1.038514   B\n",
      "2678 -0.400435 -0.040874 -1.539885  1.306125   A\n",
      "2679  0.069999  0.856249 -0.599017 -0.766095   3\n",
      "           one       two     three      four key\n",
      "2680  0.480274  0.934571 -1.233171 -1.027289   R\n",
      "2681  0.169191 -0.241472 -0.199201 -0.421583   R\n",
      "2682 -0.274243  1.465206  0.098366 -0.166066   W\n",
      "2683  0.350214  0.375084 -1.319546 -0.105641   V\n",
      "2684  0.238529  0.373155  0.755962 -1.681836   Z\n",
      "2685 -0.222048  2.136200  0.197333 -0.539230   C\n",
      "2686  0.375309  1.165427 -1.357453  0.612017   J\n",
      "2687 -0.463573  1.766087  0.455837  0.255512   K\n",
      "2688  0.279988  0.420717  0.805524 -0.755125   R\n",
      "2689  0.930874  0.060651  1.623671  0.086015   G\n",
      "           one       two     three      four key\n",
      "2690 -0.292949 -0.880245 -0.581178  0.654815   A\n",
      "2691 -0.204133  0.333149  0.406852 -1.169391   J\n",
      "2692 -0.242474  0.331982  0.290742 -0.278750   Y\n",
      "2693  0.145993  1.930448  1.720139  1.377522   D\n",
      "2694 -0.617593 -1.614591  0.016191 -0.604622   9\n",
      "2695  0.922978 -1.292055 -1.351997  0.283806   M\n",
      "2696 -0.928138  0.852961  0.024444  2.340553   6\n",
      "2697 -0.821976  0.817374  0.451825 -1.570028   5\n",
      "2698  1.321737 -0.400621 -0.807798  1.015631   L\n",
      "2699  0.711289  0.923190 -0.455170  1.067814   1\n",
      "           one       two     three      four key\n",
      "2700 -0.047304  1.394180  2.344610 -0.002397   2\n",
      "2701 -1.688336 -0.346352  0.425520 -0.224832   R\n",
      "2702  0.160533 -0.687899 -1.421196 -0.272783   O\n",
      "2703 -1.066810  1.259937 -0.206259 -0.970699   O\n",
      "2704  0.745745  0.218009 -1.164389  0.998144   Z\n",
      "2705 -1.113694  1.714325  0.081232 -0.774844   F\n",
      "2706  0.836289 -0.640712  0.214118  0.672353   X\n",
      "2707 -1.253733  1.755154  1.009684  0.813607   M\n",
      "2708  0.688122  0.107563  1.268690  1.585725   W\n",
      "2709 -1.000947  0.543779  1.701537 -0.824418   2\n",
      "           one       two     three      four key\n",
      "2710  0.259233  0.384970  0.623987 -2.267827   9\n",
      "2711  0.681097  1.819244  0.669091 -1.138714   F\n",
      "2712  0.079504 -0.515797  0.034017  0.533997   W\n",
      "2713  0.408101  0.314263 -2.700834  0.885913   I\n",
      "2714 -1.043828 -0.659638 -0.383559  3.060846   I\n",
      "2715 -0.559463  0.347588 -1.730812  0.517563   M\n",
      "2716  0.980145  1.394327 -1.456224  0.791639   G\n",
      "2717 -0.723501  2.558271 -0.850818 -0.475867   E\n",
      "2718  0.100228 -0.570544 -0.002565 -2.148293   G\n",
      "2719 -2.006154  1.062676  0.569060  0.418153   Q\n",
      "           one       two     three      four key\n",
      "2720  1.698521 -0.877715  2.729603  1.443464   6\n",
      "2721  0.151383 -0.519386  0.389304 -0.481319   X\n",
      "2722  0.945801  0.619985  2.090553 -0.437160   K\n",
      "2723 -0.921652  0.748418 -1.993968 -0.438938   X\n",
      "2724  1.936295  1.162780 -2.154590  0.718839   W\n",
      "2725  1.550970  0.188207 -0.850502 -0.990649   7\n",
      "2726  0.482061 -0.204229 -0.500644  0.319991   T\n",
      "2727  0.223549 -0.195633 -1.181842  0.874798   D\n",
      "2728  0.152340 -1.239362 -0.572878  2.023121   Y\n",
      "2729  0.364105  0.911930 -0.056518 -0.468410   E\n",
      "           one       two     three      four key\n",
      "2730 -0.766294 -0.268946  0.722880 -0.744594   E\n",
      "2731  0.769705 -1.639635  0.498835 -0.237019   H\n",
      "2732 -2.189870  0.334059 -0.248977 -0.303730   B\n",
      "2733 -1.219167 -0.094164 -0.759449 -0.373387   7\n",
      "2734 -1.331303  0.159015  0.488240 -0.421206   G\n",
      "2735  0.000057  1.475884 -0.493883 -1.347344   X\n",
      "2736  0.427966 -0.462143  2.548931 -0.643162   S\n",
      "2737  0.326545 -0.360348 -1.712747 -1.031053   4\n",
      "2738 -0.857995  0.301969 -1.466876  0.306275   K\n",
      "2739 -1.097458  0.394401 -1.255293 -0.439218   V\n",
      "           one       two     three      four key\n",
      "2740  0.172591 -0.264390 -1.498304 -0.072483   Q\n",
      "2741 -0.537247  0.987166 -0.415319 -0.911046   G\n",
      "2742  0.736183  0.215746 -0.396431 -0.011701   D\n",
      "2743 -1.916784 -1.356730  0.109771 -1.226509   G\n",
      "2744 -0.583047  1.137829 -0.592201  0.409020   D\n",
      "2745 -0.377472  0.867824  0.146361  0.649430   6\n",
      "2746 -0.669548  0.118215 -1.476486  0.535222   1\n",
      "2747  0.943050 -2.480243  0.571789 -1.371331   S\n",
      "2748 -0.556300  2.471795  0.387172 -0.374154   L\n",
      "2749  1.129519  0.415313 -0.037097 -0.150885   X\n",
      "           one       two     three      four key\n",
      "2750 -1.600413  0.159826  0.150359  0.088060   H\n",
      "2751 -0.792302 -0.765247 -1.021910 -2.058838   D\n",
      "2752  0.492472  1.075038  0.855289 -0.021079   O\n",
      "2753 -1.037104  0.431854  2.730071  0.452413   8\n",
      "2754  0.486591  0.122527  1.388340  0.014270   D\n",
      "2755  0.031621  0.222669  3.025273  0.412352   5\n",
      "2756 -0.516121  0.433224 -1.821537  0.666071   G\n",
      "2757 -0.127361 -1.419093  0.364285  0.709469   Q\n",
      "2758  1.286620 -1.324586  0.498089  0.001875   4\n",
      "2759  0.941218  0.937461  0.993775 -1.541011   9\n",
      "           one       two     three      four key\n",
      "2760  0.140539 -0.675598 -0.050526 -0.392513   2\n",
      "2761  1.100811 -0.071889  0.748639  0.926796   6\n",
      "2762  0.904096 -0.387636 -1.832550 -0.025005   H\n",
      "2763 -0.723901  0.389483  2.041585 -0.193699   Y\n",
      "2764 -1.556294 -0.358824  0.094072 -1.163632   3\n",
      "2765  0.257940 -1.344356 -1.615863  0.534847   W\n",
      "2766 -0.955549  0.721610  0.544829 -0.773344   1\n",
      "2767  0.084983  0.643734  0.924384  0.820764   Z\n",
      "2768  0.339438 -0.512475 -0.140745  1.772117   Q\n",
      "2769  0.738019 -1.090932  0.936387 -0.037196   D\n",
      "           one       two     three      four key\n",
      "2770  0.498951 -1.609796  0.202239  0.333631   J\n",
      "2771 -1.421275 -0.892238 -1.079191  1.361871   T\n",
      "2772  0.571228  1.107259 -0.489436  0.439030   N\n",
      "2773  2.343104 -0.052859  0.536495 -0.256878   L\n",
      "2774 -1.649719 -0.588896 -0.542998 -1.429529   Z\n",
      "2775 -1.231455 -0.141106 -0.045299 -2.033290   N\n",
      "2776  2.046176  0.003491 -0.419639  0.338629   7\n",
      "2777  0.455334  0.586219 -1.659733  0.745404   H\n",
      "2778  1.085040 -0.416365 -2.094405 -0.291053   B\n",
      "2779  0.223690  1.399661 -1.052632 -1.198156   X\n",
      "           one       two     three      four key\n",
      "2780  0.285272  0.167573 -0.111292  0.310479   F\n",
      "2781  0.063793 -0.837654 -0.677238 -0.626084   S\n",
      "2782  0.087285 -0.517900 -1.184332 -1.086610   0\n",
      "2783  0.131171  1.340719 -0.134507 -0.599765   G\n",
      "2784  0.413139  0.297188 -0.674361 -0.868657   9\n",
      "2785 -0.725957 -0.998949  0.592402 -0.818486   G\n",
      "2786  2.019106 -0.870474  1.639569 -0.018648   R\n",
      "2787  1.522817  0.863991 -1.084725  0.995037   X\n",
      "2788  1.599495  0.878766 -0.031821 -1.541137   H\n",
      "2789  0.032584 -0.830247  0.093528 -0.885421   0\n",
      "           one       two     three      four key\n",
      "2790 -0.218408 -0.479250  0.269820  0.587703   F\n",
      "2791 -0.811633  0.880449 -0.355221  1.267463   A\n",
      "2792 -0.331629  0.758539 -1.848992 -1.417983   B\n",
      "2793  0.732672 -0.744898  0.512209  1.417495   Q\n",
      "2794 -1.280849  1.200019 -0.946480 -1.236550   G\n",
      "2795 -0.154021 -0.413900 -0.475061 -0.452330   F\n",
      "2796 -0.232235 -0.368472  0.993501 -1.021010   Z\n",
      "2797  0.781140  1.342346  0.913418  1.774222   I\n",
      "2798  1.681210  0.372874  1.311298 -1.133757   6\n",
      "2799 -1.240547 -1.168227 -0.580810  1.076764   4\n",
      "           one       two     three      four key\n",
      "2800 -1.294914  0.331682 -0.085695 -0.380569   P\n",
      "2801 -0.049305 -2.438811 -0.682628 -0.573968   5\n",
      "2802 -0.650771 -0.881442 -1.694826  1.437016   P\n",
      "2803 -0.396328 -0.045237 -0.820599  0.975118   P\n",
      "2804  1.398057 -0.416835 -0.527765  0.655063   Z\n",
      "2805 -0.491838  0.252638 -0.712340 -0.134048   U\n",
      "2806 -0.336569 -2.269899 -1.071023  0.943110   F\n",
      "2807  0.756197  0.732625 -1.372741  2.878871   U\n",
      "2808 -0.269079  0.639093  1.244106 -2.136111   5\n",
      "2809 -0.308118  1.034232 -0.431445  0.994420   Y\n",
      "           one       two     three      four key\n",
      "2810 -0.477305  0.350103 -0.825061 -1.610219   J\n",
      "2811 -0.197311  1.499384 -0.450783 -0.543044   O\n",
      "2812 -1.056253  1.329374  0.133393 -0.675954   H\n",
      "2813  1.658800  1.210938  0.302966 -1.972337   X\n",
      "2814  0.754500 -2.845933  1.253487  0.339284   A\n",
      "2815  0.297284  0.420508  0.580423  0.909306   F\n",
      "2816 -0.763218 -0.644610  0.200417  1.015394   7\n",
      "2817 -0.193427 -0.461658 -0.340601  0.798476   A\n",
      "2818 -0.086358  0.278119 -0.796805 -0.224212   S\n",
      "2819 -0.349745  0.754809  1.096169 -1.311705   O\n",
      "           one       two     three      four key\n",
      "2820  0.961266 -1.467788 -0.381349  3.412734   K\n",
      "2821  0.673156 -0.895040 -0.887768  1.036861   5\n",
      "2822  1.674725  1.311048 -2.121708  0.744071   O\n",
      "2823 -0.855255 -1.540225 -0.445043 -0.937947   6\n",
      "2824  1.677783  0.670608  1.078747  0.268647   2\n",
      "2825  0.951291 -1.040883  1.452374  0.205421   M\n",
      "2826 -0.683098  2.921636 -2.355285 -0.835637   M\n",
      "2827  1.344263 -0.900980  0.568158  1.055773   C\n",
      "2828 -1.108598 -0.652089 -0.564324  0.768528   0\n",
      "2829  0.866476  1.019045 -1.305545 -0.511821   E\n",
      "           one       two     three      four key\n",
      "2830  0.033623 -0.521881  0.359101 -0.119274   F\n",
      "2831  1.319066 -0.396322 -1.249605  0.121017   Y\n",
      "2832 -0.199601  1.006747 -1.415585  0.691379   D\n",
      "2833 -1.023019  1.194964  0.255707 -0.457101   Z\n",
      "2834  0.065228 -0.575107  0.182696 -0.828035   D\n",
      "2835 -2.825997 -1.297744  1.049191  1.840404   K\n",
      "2836 -0.179055  1.174393  1.734680 -1.918800   Q\n",
      "2837 -0.729083 -1.319774  1.528342 -1.092921   I\n",
      "2838  0.104814 -0.552228  1.353238  0.630352   Z\n",
      "2839 -0.255672  0.775343  0.387702  0.041849   Y\n",
      "           one       two     three      four key\n",
      "2840 -0.587911  0.873910 -0.304846 -1.050275   L\n",
      "2841 -1.334261  0.244747  0.467975 -0.815459   N\n",
      "2842  0.438790  0.395960  0.579843 -0.738805   F\n",
      "2843  0.000147 -0.713571 -0.727030  0.207665   V\n",
      "2844 -0.693389  0.133032 -1.810385 -0.206716   2\n",
      "2845  0.312562  0.702847  0.531875 -0.419882   2\n",
      "2846 -0.729949  0.909011 -0.368560  0.712993   F\n",
      "2847  0.029555 -0.052973  0.687465 -1.877284   L\n",
      "2848  1.043611 -0.083895 -0.563814 -0.637314   N\n",
      "2849  1.332120  0.432327 -1.071631 -0.353301   Z\n",
      "           one       two     three      four key\n",
      "2850  0.433454  0.493090 -0.430091 -1.247392   F\n",
      "2851 -0.388183  0.717130  0.104645 -1.344749   G\n",
      "2852 -0.309841 -0.055652 -0.471843  0.286451   O\n",
      "2853 -0.108284 -1.610658  0.452592  1.942240   E\n",
      "2854 -0.124121 -0.454046  0.019400  0.700823   A\n",
      "2855  1.113946 -1.856832  0.814431  1.195482   X\n",
      "2856 -0.685257  0.124450 -0.505895  0.642685   R\n",
      "2857 -0.631722 -0.143666  1.087936  0.219917   Z\n",
      "2858 -0.187875 -1.481584 -1.054768  0.200388   W\n",
      "2859  2.412396 -0.338504 -3.234391 -0.688067   K\n",
      "           one       two     three      four key\n",
      "2860 -1.946231  1.372080 -0.221380 -1.126996   J\n",
      "2861 -0.226293  0.040196 -2.770018  1.115093   V\n",
      "2862  1.008070 -0.423869  1.889713  0.348198   2\n",
      "2863  0.971149 -1.326166 -0.354046 -0.327411   N\n",
      "2864  1.363531  0.135904  1.467313 -0.127779   H\n",
      "2865 -0.191971 -0.123172  0.510274  0.399055   L\n",
      "2866 -0.751565  1.868232  0.088694  0.470143   T\n",
      "2867 -0.699965 -1.763551  1.828489 -0.880434   O\n",
      "2868  0.026008  0.920830  0.371928  1.213848   E\n",
      "2869  0.680894  0.578016 -1.214840  1.447624   Z\n",
      "           one       two     three      four key\n",
      "2870  1.393271  0.043563 -1.146234  1.178807   X\n",
      "2871 -2.190870  0.447900  0.982867 -0.103477   C\n",
      "2872  0.849065 -0.657636 -1.700643 -1.235272   C\n",
      "2873  0.356928  0.729239 -1.165260  0.096956   V\n",
      "2874 -0.615839 -1.021528 -0.775867 -0.585818   9\n",
      "2875  0.094128 -0.637392  2.356799 -0.716470   R\n",
      "2876  1.388508 -0.023484  0.376429  1.644896   T\n",
      "2877  0.418293 -0.817763  0.017513 -1.007160   K\n",
      "2878 -1.023229 -1.664268  1.294334  0.333396   E\n",
      "2879 -0.357209 -0.812385  0.164544  0.395521   Q\n",
      "           one       two     three      four key\n",
      "2880  0.243235  0.198341  0.146675 -0.912408   Z\n",
      "2881  0.100768 -0.111569  0.442555  0.655966   L\n",
      "2882  0.202154 -0.403594  1.086938  0.057199   T\n",
      "2883  0.682939 -1.257409 -1.030951 -0.695576   O\n",
      "2884  0.224674 -1.282982  0.170886 -0.726662   M\n",
      "2885 -0.815750  0.041670  0.449464 -2.606145   B\n",
      "2886 -0.670342 -0.181165  1.513165  0.241033   G\n",
      "2887 -0.421223 -0.506196  0.667947 -0.252557   2\n",
      "2888  0.035651 -0.034945 -0.354961 -1.003239   T\n",
      "2889 -0.853610 -0.436814 -0.871246 -0.016232   Y\n",
      "           one       two     three      four key\n",
      "2890  0.720570 -0.123687 -1.700154  0.301859   A\n",
      "2891  1.006002 -0.282087  2.905202  1.603571   W\n",
      "2892  1.330782  1.253422 -0.876880 -0.939894   7\n",
      "2893 -1.139084  0.521192 -0.693468  0.703674   E\n",
      "2894  0.322376  0.314143  0.260488 -0.496941   M\n",
      "2895  0.998554 -0.814302  1.048220 -0.061590   T\n",
      "2896 -0.005025 -0.711575 -1.732007 -0.517528   P\n",
      "2897 -1.577290  0.516399  1.199673 -0.512884   N\n",
      "2898 -0.856403  0.031718 -0.488677 -0.819807   S\n",
      "2899  0.879164 -0.000069  0.085142 -0.737688   G\n",
      "           one       two     three      four key\n",
      "2900 -0.917821  0.058367 -0.531512 -0.812805   5\n",
      "2901 -0.759939  0.105655  0.051760  1.124987   N\n",
      "2902 -0.179008  0.577351  0.638650  1.513243   V\n",
      "2903 -0.792081  0.311284 -0.154408 -0.351271   P\n",
      "2904 -1.331304  0.893181 -0.081846 -0.294823   H\n",
      "2905 -1.197574  0.568164  1.985164  0.583706   S\n",
      "2906 -0.091010 -0.727648  0.315932 -0.031456   A\n",
      "2907 -0.228641  0.009792  0.409630  0.028353   C\n",
      "2908  1.429089 -0.029746 -0.140590  1.007687   Y\n",
      "2909 -0.851548 -0.260413 -0.407416  0.068328   E\n",
      "           one       two     three      four key\n",
      "2910  0.451367  0.434450  0.700736  0.190065   S\n",
      "2911  1.273204  1.482586 -2.012272 -1.377785   M\n",
      "2912  0.665904  0.656233  0.304480  0.159379   R\n",
      "2913  0.206585 -1.101147 -0.707541 -0.978277   7\n",
      "2914  0.990034  0.111278 -0.503772 -0.895681   H\n",
      "2915 -0.684401  0.509117 -0.957427  0.130916   M\n",
      "2916  0.034604  0.769922  0.168948 -1.610443   H\n",
      "2917  2.487347 -0.258829 -0.970272 -0.531656   N\n",
      "2918  0.842772  2.665060 -0.093389 -1.222986   S\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2919  0.556822  2.105321  0.408342 -1.069528   P\n",
      "           one       two     three      four key\n",
      "2920 -0.566608 -1.806123  0.007237  1.142460   J\n",
      "2921 -0.347958 -1.703298 -1.276779  0.016063   4\n",
      "2922  1.689285 -0.243741 -0.032860 -0.699974   O\n",
      "2923  0.512344  1.105886  0.996068  1.866303   W\n",
      "2924 -0.695323 -1.138164  0.995713 -0.789440   B\n",
      "2925 -0.494162 -2.277690 -0.092798 -0.041204   M\n",
      "2926  0.102128 -0.497693 -1.240402 -1.376682   Z\n",
      "2927  0.532616 -0.955477  0.825893  2.390448   4\n",
      "2928 -1.271741  2.018046  0.124696 -1.138061   L\n",
      "2929  1.163885 -2.197588 -1.198055 -0.422572   E\n",
      "           one       two     three      four key\n",
      "2930 -0.679813  0.274314 -0.178448 -0.426899   U\n",
      "2931  0.933634  0.350504 -0.468304  1.156173   V\n",
      "2932  0.648978 -0.095915 -0.063839  0.086077   U\n",
      "2933  0.611149 -0.742647 -0.250951  1.610875   J\n",
      "2934 -0.141520 -0.351263  1.965070  0.297954   7\n",
      "2935 -0.684332  1.011875  0.706506 -0.181271   D\n",
      "2936  0.268777  0.214678  0.427272  0.521099   4\n",
      "2937  1.167300 -0.018029  1.086841 -0.686287   3\n",
      "2938  0.329986  0.299003 -1.502037 -1.866984   D\n",
      "2939  1.026257  0.389163 -0.433496  0.159210   A\n",
      "           one       two     three      four key\n",
      "2940  1.478011 -0.295447 -0.276814 -0.316251   U\n",
      "2941 -0.343394 -0.083514  3.053345 -0.573149   L\n",
      "2942 -0.030498 -0.380566  0.482507  0.004529   N\n",
      "2943  1.003789 -0.688903 -0.627384  0.704902   K\n",
      "2944 -1.466971 -0.086289 -1.829227 -0.212290   S\n",
      "2945 -1.071013 -1.461017  1.337436  2.297508   X\n",
      "2946 -1.594760 -1.095687 -0.941551 -1.540258   O\n",
      "2947 -0.621689  0.613430 -0.756052  0.647458   0\n",
      "2948 -0.891974  0.507888 -0.220683  0.062233   B\n",
      "2949 -1.186332 -0.450562 -0.546766 -1.057266   F\n",
      "           one       two     three      four key\n",
      "2950 -0.166791 -1.105684 -0.078870  0.052164   R\n",
      "2951 -0.188106 -0.248578  0.490971  1.547712   P\n",
      "2952 -0.138188  1.187741  1.902460  0.953903   N\n",
      "2953  0.104038 -0.113551  0.764308 -0.918112   A\n",
      "2954 -0.010589  1.300181  0.796239  0.982547   L\n",
      "2955 -1.025152  0.896531 -2.336380  1.033232   N\n",
      "2956  1.851357 -1.359367  2.396933  0.214648   M\n",
      "2957  0.683999  0.638675 -0.277296 -0.996665   V\n",
      "2958  0.086146 -0.918117 -0.541720  0.536131   G\n",
      "2959  0.841857  0.913907 -2.575079  0.794487   1\n",
      "           one       two     three      four key\n",
      "2960 -0.890223  0.582864 -0.999818  0.472839   Q\n",
      "2961  0.365285  1.439141  1.549642 -0.181554   H\n",
      "2962  0.172716  0.202307  0.956203 -0.145277   D\n",
      "2963 -0.830696  2.152076  1.159642  1.237279   G\n",
      "2964  1.078979  0.031309 -0.134672  0.438420   J\n",
      "2965  0.505522  0.563120  0.752424  1.252909   I\n",
      "2966  0.120994  0.416449 -0.643344  0.585661   K\n",
      "2967 -0.686921  0.439469  0.320119  0.841977   6\n",
      "2968  1.540677 -0.824946  1.046444 -0.890283   B\n",
      "2969 -1.630690  0.467838  0.299394 -0.086505   T\n",
      "           one       two     three      four key\n",
      "2970  0.633495 -0.186524  0.927627  0.143164   4\n",
      "2971  0.308636 -0.112857  0.762842 -1.072977   L\n",
      "2972 -1.627051 -0.978151  0.154745 -1.229037   M\n",
      "2973  0.314847  0.097989  0.199608  0.955193   X\n",
      "2974  1.666907  0.992005  0.496128 -0.686391   9\n",
      "2975  0.010603  0.708540 -1.258711  0.226541   F\n",
      "2976  0.118693 -0.714455 -0.501342 -0.254764   C\n",
      "2977  0.302616 -2.011527 -0.628085  0.768827   K\n",
      "2978 -0.098572  1.769086 -0.215027 -0.053076   S\n",
      "2979 -0.019058  1.964994  0.738538 -0.883776   X\n",
      "           one       two     three      four key\n",
      "2980 -0.595349  0.001781 -1.423355 -1.458477   H\n",
      "2981  1.392170 -1.396560 -1.425306 -0.847535   K\n",
      "2982 -0.896029 -0.152287  1.924483  0.365184   8\n",
      "2983 -2.274642 -0.901874  1.500352  0.996541   G\n",
      "2984 -0.301898  1.019906  1.102160  2.624526   3\n",
      "2985 -2.548389 -0.585374  1.496201 -0.718815   Y\n",
      "2986 -0.064588  0.759292 -1.568415 -0.420933   K\n",
      "2987 -0.143365 -1.111760 -1.815581  0.435274   P\n",
      "2988 -0.070412 -1.055921  0.338017 -0.440763   U\n",
      "2989  0.649148  0.994273 -1.384227  0.485120   Y\n",
      "           one       two     three      four key\n",
      "2990 -0.370769  0.404356 -1.051628 -1.050899   U\n",
      "2991 -0.409980  0.155627 -0.818990  1.277350   V\n",
      "2992  0.301214 -1.111203  0.668258  0.671922   H\n",
      "2993  1.821117  0.416445  0.173874  0.505118   A\n",
      "2994  0.068804  1.322759  0.802346  0.223618   0\n",
      "2995  2.311896 -0.417070 -1.409599 -0.515821   H\n",
      "2996 -0.479893 -0.650419  0.745152 -0.646038   U\n",
      "2997  0.523331  0.787112  0.486066  1.093156   A\n",
      "2998 -0.362559  0.598894 -1.843201  0.887292   Y\n",
      "2999 -0.096376 -1.012999 -0.657431 -0.573315   F\n",
      "           one       two     three      four key\n",
      "3000  0.467976 -0.038649 -0.295344 -1.824726   H\n",
      "3001 -0.358893  1.404453  0.704965 -0.200638   Y\n",
      "3002 -0.501840  0.659254 -0.421691 -0.057688   0\n",
      "3003  0.204886  1.074134  1.388361 -0.982404   Z\n",
      "3004  0.354628 -0.133116  0.283763 -0.837063   U\n",
      "3005  1.817480  0.742273  0.419395 -2.251035   B\n",
      "3006 -0.776764  0.935518 -0.332872 -1.875641   D\n",
      "3007 -0.913135  1.530624 -0.572657  0.477252   J\n",
      "3008  0.358480 -0.497572 -0.367016  0.507702   7\n",
      "3009 -1.740877 -1.160417 -1.637830  2.172201   2\n",
      "           one       two     three      four key\n",
      "3010  0.240564 -0.328249  1.252155  1.072796   R\n",
      "3011  0.764018  1.165476 -0.639544  1.495258   X\n",
      "3012  0.571035 -0.310537  0.582437 -0.298765   A\n",
      "3013  2.317658  0.430710 -1.334216  0.199679   0\n",
      "3014  1.547771 -1.119753 -2.277634  0.329586   U\n",
      "3015 -1.310608  0.401719 -1.000987  1.156708   B\n",
      "3016 -0.088496  0.634712  0.153324  0.415335   E\n",
      "3017 -0.018663 -0.247487 -1.446522  0.750938   W\n",
      "3018 -0.070127 -1.579097  0.120892  0.671432   T\n",
      "3019 -0.194678 -0.492039  2.359605  0.319810   U\n",
      "           one       two     three      four key\n",
      "3020 -0.248618  0.868707 -0.492226 -0.717959   P\n",
      "3021 -1.091549 -0.867110 -0.647760 -0.832562   P\n",
      "3022  0.641404 -0.138822 -0.621963 -0.284839   D\n",
      "3023  1.216408  0.992687  0.165162 -0.069619   T\n",
      "3024 -0.564474  0.792832  0.747053  0.571675   1\n",
      "3025  1.759879 -0.515666 -0.230481  1.362317   N\n",
      "3026  0.126266  0.309281  0.382820 -0.239199   A\n",
      "3027  1.334360 -0.100152 -0.840731 -0.643967   J\n",
      "3028 -0.737620  0.278087 -0.053235 -0.950972   A\n",
      "3029 -1.148486 -0.986292 -0.144963  0.124362   E\n",
      "           one       two     three      four key\n",
      "3030  1.630594  0.243886  0.468368  1.258048   3\n",
      "3031  1.044890  0.080718  0.857886 -0.298382   N\n",
      "3032 -0.262543 -1.615199 -1.087239  0.759029   N\n",
      "3033  0.020144  1.107792 -0.559435 -0.481925   T\n",
      "3034 -1.203916  1.885343 -0.080470  0.250646   V\n",
      "3035  0.366915 -2.430086 -1.053447  0.346279   D\n",
      "3036  0.434220 -0.079863 -0.422977 -0.074272   M\n",
      "3037  0.040666 -1.810216 -0.189193  1.229266   U\n",
      "3038  1.338459  0.338489 -0.213446  2.325923   C\n",
      "3039  0.572981  0.782664  1.307673  1.619957   R\n",
      "           one       two     three      four key\n",
      "3040  0.762428 -0.648529  1.936515 -1.159666   X\n",
      "3041 -1.252046 -1.538539  1.042281  0.623835   5\n",
      "3042 -0.047530 -0.494310 -0.165460  0.472929   A\n",
      "3043  0.124548  0.730791 -0.257527 -1.511257   I\n",
      "3044  0.801889 -0.462781 -1.734621  0.674768   S\n",
      "3045 -0.992307 -1.096830 -2.061794  0.035391   V\n",
      "3046 -0.109663  2.577094  0.913563  0.613594   V\n",
      "3047 -0.541681  1.510031  0.467945  0.553225   V\n",
      "3048 -0.079587 -0.609924  0.353834  1.108030   P\n",
      "3049 -0.043752 -0.410666 -0.729599  0.263223   X\n",
      "           one       two     three      four key\n",
      "3050 -0.761490  1.104182  1.270609 -0.319284   L\n",
      "3051 -0.804975  0.559520  1.052232 -0.645574   A\n",
      "3052  0.353941  1.829963  0.398922 -1.522231   I\n",
      "3053  1.541636  0.478316 -0.666760  1.367175   8\n",
      "3054 -0.987621  0.337534  0.386935  1.996144   D\n",
      "3055 -0.353462 -0.448433 -0.420520  0.606223   F\n",
      "3056 -0.275687  0.127910  0.877756  0.141774   W\n",
      "3057  0.448882 -0.016410 -0.041434  0.483096   A\n",
      "3058 -0.043765 -0.878446  1.525075  0.008223   X\n",
      "3059 -0.064416  0.080921  0.644715  0.393025   F\n",
      "           one       two     three      four key\n",
      "3060  0.015018 -1.620301  0.465866  1.637377   M\n",
      "3061  0.579715 -0.565646 -0.812129  1.532803   W\n",
      "3062 -0.324507  1.853351 -2.268609 -0.355132   6\n",
      "3063 -0.100247 -1.954614  0.132519  0.836927   6\n",
      "3064  0.275725  0.349561 -0.617723  0.675991   3\n",
      "3065  0.300486 -0.914367 -1.604609 -0.905458   V\n",
      "3066 -0.362382  0.708361 -0.388317 -2.328763   P\n",
      "3067  0.805331  0.073617  0.481166  0.632621   R\n",
      "3068  0.786095  0.095137 -1.049965  1.828798   A\n",
      "3069  0.207815  1.407275 -1.044800  0.140207   X\n",
      "           one       two     three      four key\n",
      "3070  1.809750  0.592023 -0.146215 -0.113818   Q\n",
      "3071  0.190562 -2.886359  0.514365 -2.208118   T\n",
      "3072  0.844977 -0.164290  0.218672  0.099012   Z\n",
      "3073  0.195035 -0.649591  2.171664  0.453466   O\n",
      "3074 -0.056433  1.758650 -0.448091  0.346784   U\n",
      "3075 -0.112609 -2.642457 -0.487310 -0.220507   W\n",
      "3076 -1.395319  0.573474 -0.013324 -1.307070   M\n",
      "3077 -2.080273  0.097498  0.321489  0.012608   F\n",
      "3078  0.883172  0.490427 -0.799299 -0.699669   T\n",
      "3079 -0.138632 -1.417845 -0.199678  1.199299   3\n",
      "           one       two     three      four key\n",
      "3080 -0.961579  1.166247 -1.124953  0.201728   Y\n",
      "3081  1.301453  1.077117  0.560502  0.859991   4\n",
      "3082  0.063679 -0.995532  0.879547 -0.012471   V\n",
      "3083 -0.373381  0.982861 -0.037534 -1.337856   L\n",
      "3084  1.492292  0.485490  0.129313  1.733569   M\n",
      "3085 -0.908492  0.498234 -0.588844 -0.903956   N\n",
      "3086  1.137140  0.977509 -0.940994  0.149013   5\n",
      "3087 -1.049838  2.453425  1.230087 -2.068508   L\n",
      "3088  1.485199 -0.806453 -0.475087  0.936801   Q\n",
      "3089 -0.790437  1.823852  0.470827  0.898782   D\n",
      "           one       two     three      four key\n",
      "3090  2.024808  0.032251  1.315297 -0.156433   W\n",
      "3091  0.379253 -1.059409 -1.132068  1.222296   L\n",
      "3092  2.403216 -1.792528 -0.917573 -0.886693   L\n",
      "3093  1.249975  1.491530  0.371476 -0.000465   5\n",
      "3094  0.501131 -1.852451  1.110354  0.508865   R\n",
      "3095  1.106521  0.098153  0.789793  1.192693   P\n",
      "3096 -0.540543  1.782569  0.051931  0.463868   S\n",
      "3097 -0.101980  0.981720  1.106990 -1.752269   F\n",
      "3098  0.632107 -0.761419  1.427930 -0.046928   D\n",
      "3099  1.009779 -0.608379 -1.405105 -1.175054   E\n",
      "           one       two     three      four key\n",
      "3100 -0.602748 -0.182504 -0.768164  1.260686   C\n",
      "3101 -0.039105 -0.069510 -1.358052 -0.292859   X\n",
      "3102 -0.345101 -0.179477 -0.904658 -0.071287   A\n",
      "3103 -0.759495  0.225916  2.235872 -0.004490   C\n",
      "3104 -1.686771  0.742276  0.485876  1.798507   H\n",
      "3105  0.145697  0.805037  0.350362 -0.540235   N\n",
      "3106  2.487654 -0.147867  0.580688 -0.305696   J\n",
      "3107  0.380166 -0.592483  0.393693 -0.463217   U\n",
      "3108  0.963549 -1.550302 -0.944962  0.121546   A\n",
      "3109 -0.040385 -0.312649 -1.196604  1.075043   8\n",
      "           one       two     three      four key\n",
      "3110  0.938357 -0.235761 -0.077360  1.162150   U\n",
      "3111  0.190303 -0.425473  0.362347 -0.688711   Y\n",
      "3112  0.256419  0.082669 -2.302758 -0.446115   I\n",
      "3113  0.690972  0.871498  0.948469  0.644683   E\n",
      "3114 -1.157781  0.093696 -0.765273 -0.724767   C\n",
      "3115 -0.295462 -0.832817  1.490204 -0.420786   I\n",
      "3116  0.132723 -1.255780  1.370008  1.144490   2\n",
      "3117 -0.111381  0.572076  1.807962  1.090205   O\n",
      "3118  0.178700 -1.608832  2.174615 -1.351738   K\n",
      "3119  1.202183  0.179583  0.202061 -0.731213   G\n",
      "           one       two     three      four key\n",
      "3120 -0.674447 -0.184703  0.706721  0.718681   Q\n",
      "3121  1.765535 -0.951932  0.320147 -1.159350   R\n",
      "3122 -1.247885 -0.725490  0.541998 -0.126572   C\n",
      "3123 -1.164045 -0.647619 -0.550283  1.164943   4\n",
      "3124  1.816133 -0.393382 -1.212910 -0.317187   X\n",
      "3125  0.499883 -1.183631 -0.638619 -0.785337   1\n",
      "3126  1.228499  1.253479 -0.221459 -0.065413   F\n",
      "3127  1.018951 -0.423937 -1.724553 -0.823409   A\n",
      "3128 -0.169893  0.301072  1.409961 -0.516056   R\n",
      "3129  0.883068  0.950613  0.783766  0.776407   L\n",
      "           one       two     three      four key\n",
      "3130  1.032778 -0.092930  0.600042  0.173515   H\n",
      "3131 -0.249225 -0.064820 -0.012763  0.030473   I\n",
      "3132  0.556590  1.976901  0.130669  2.719664   B\n",
      "3133  0.161076 -1.314940 -0.605192 -0.732213   G\n",
      "3134 -1.842062  0.010915 -0.013233 -0.298259   N\n",
      "3135  1.727237  1.674584 -0.988291  0.512445   T\n",
      "3136 -0.190386 -0.184385  1.163292 -1.059896   5\n",
      "3137  0.693111  0.815751 -2.388695 -0.201710   1\n",
      "3138 -0.062113 -0.009850  0.658453  0.782910   3\n",
      "3139  0.880940 -0.707391 -0.750939 -0.042381   X\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           one       two     three      four key\n",
      "3140 -0.592838 -0.700117  0.831352 -1.158911   X\n",
      "3141  1.628350  0.404618  0.086334  0.278914   R\n",
      "3142  0.210544 -0.909438  0.903900  0.471579   F\n",
      "3143  0.033606 -0.882900 -0.345729 -0.317833   F\n",
      "3144 -0.075574 -0.616260 -0.342471  0.850522   5\n",
      "3145 -1.262951 -0.167273  1.457807 -0.375636   7\n",
      "3146 -0.289513 -0.927606  0.950207  1.234067   A\n",
      "3147  1.346532  1.083389 -0.840823  0.525032   S\n",
      "3148  0.698213 -1.263537  0.034589 -1.082713   X\n",
      "3149 -0.798004 -1.301795 -1.956852 -1.284120   F\n",
      "           one       two     three      four key\n",
      "3150  0.042611 -0.175943 -1.015977  0.668174   S\n",
      "3151  1.522649  2.291392  1.506445 -0.448051   5\n",
      "3152  0.549118 -0.439673  0.651229  2.648046   P\n",
      "3153  0.119468  0.224633 -0.462937  1.410156   R\n",
      "3154 -0.323899 -0.115278 -2.247625  0.271304   O\n",
      "3155 -0.569093  1.860056 -2.552601 -0.433538   A\n",
      "3156  0.112111 -0.845798  1.006310  1.138832   0\n",
      "3157 -0.499492  0.916415 -1.045215 -0.507578   J\n",
      "3158  0.376336  0.764119  0.935520 -0.594284   T\n",
      "3159  0.043552 -1.133114  1.839960  1.076891   H\n",
      "           one       two     three      four key\n",
      "3160  0.085216  2.510964 -1.054814  0.673700   G\n",
      "3161 -1.781879 -1.085402 -0.052362 -1.070721   T\n",
      "3162  0.895674  1.221778  0.354944 -2.720801   V\n",
      "3163  0.178964 -1.240360  0.216703 -0.931038   C\n",
      "3164  0.751111 -1.677541 -1.845294  0.472624   7\n",
      "3165 -0.174065  0.417376  0.675686  0.976130   D\n",
      "3166  0.469285  0.468043  0.740358 -3.173509   F\n",
      "3167 -0.414343 -0.847570  0.321461 -2.575767   F\n",
      "3168  0.947171  0.328539  0.194055 -0.530855   X\n",
      "3169  0.280984  2.218110  0.043019  0.105971   C\n",
      "           one       two     three      four key\n",
      "3170  1.368775  0.314364  0.237928  0.826480   Y\n",
      "3171 -0.556654  0.677244 -0.048745  0.481485   X\n",
      "3172  1.275352 -1.636605 -0.907083 -0.842150   I\n",
      "3173  0.354485  0.336961 -0.877361  1.943403   M\n",
      "3174  1.630411 -0.107837 -0.452670  0.511911   I\n",
      "3175  2.130822 -0.513613 -0.589273  0.270247   6\n",
      "3176  1.133030 -0.920499 -0.411478 -0.001258   S\n",
      "3177 -0.022368 -0.165693  1.487503 -1.560971   8\n",
      "3178 -1.597818 -0.544170  0.565076  1.288177   0\n",
      "3179 -0.641429  0.376690 -0.153789 -0.512961   M\n",
      "           one       two     three      four key\n",
      "3180  0.314357 -0.962542 -0.541513 -1.156165   X\n",
      "3181  0.088340  0.814274 -0.304655  0.792676   N\n",
      "3182 -0.241962 -0.629315 -2.212602 -0.374105   O\n",
      "3183 -1.181735 -0.596942  0.274344  0.273126   C\n",
      "3184 -0.216653 -0.736039 -0.695236  0.421188   I\n",
      "3185 -0.210084  0.708077  1.545655 -1.587045   T\n",
      "3186 -0.194804 -0.215578  0.691829 -0.099275   0\n",
      "3187  0.555034 -0.628948 -0.550886 -1.303585   D\n",
      "3188 -0.001326  0.234979  0.305587  1.174985   E\n",
      "3189 -0.505885  0.289075 -1.017537  0.086235   R\n",
      "           one       two     three      four key\n",
      "3190  0.818458 -0.077424 -1.535597 -0.727323   Q\n",
      "3191 -0.739838  0.654748  0.775893  0.911726   E\n",
      "3192 -0.157669  0.010577 -0.473291 -0.114977   H\n",
      "3193  1.582073  1.211351  0.277131  0.637144   D\n",
      "3194 -0.704190  0.127876  1.052503  0.209074   1\n",
      "3195 -0.389368 -0.932914 -0.998025  0.563617   A\n",
      "3196 -0.558272 -0.161775 -1.538067  0.613443   E\n",
      "3197 -0.158497  1.349013 -0.475158 -1.033059   E\n",
      "3198  0.407671  0.254557 -1.560825  1.125628   D\n",
      "3199 -0.653921  0.027579 -1.396294  0.913825   S\n",
      "           one       two     three      four key\n",
      "3200 -2.576925  0.338165  0.519443 -2.303307   S\n",
      "3201 -0.842865  1.082165 -0.646398 -1.135007   I\n",
      "3202 -0.494181  0.104939  0.827237  1.055114   R\n",
      "3203  1.155762 -0.066008  0.236059  0.309968   B\n",
      "3204 -0.687534 -0.026354  0.106619  2.474902   D\n",
      "3205  0.649518 -1.177811 -0.954277 -0.339044   M\n",
      "3206 -0.423468  0.638838 -0.039035  0.145446   B\n",
      "3207  0.082738 -0.472712  0.480072  2.019987   V\n",
      "3208  0.268893 -1.484846 -1.637640 -2.325580   B\n",
      "3209 -0.107130 -1.112420 -1.270698  0.848297   D\n",
      "           one       two     three      four key\n",
      "3210 -1.045441  0.797203 -0.350623 -1.154112   C\n",
      "3211  0.419681 -1.202555  0.374433 -0.556202   L\n",
      "3212  0.203281  0.947045  0.990642  0.061859   K\n",
      "3213  2.092124  0.906692  1.327444  1.098020   V\n",
      "3214  0.426330  0.775431 -0.540807  0.483395   B\n",
      "3215  1.652039 -0.887320 -2.174533  1.286618   X\n",
      "3216  1.014085  0.771958  0.391398  1.349605   R\n",
      "3217 -0.268733  0.145778  1.148385 -0.055859   G\n",
      "3218  1.174609  0.611714  0.515179 -0.185848   K\n",
      "3219 -2.405019 -0.160283  2.322082 -0.944043   E\n",
      "           one       two     three      four key\n",
      "3220  0.423192  0.095787 -0.887768 -0.741621   F\n",
      "3221 -1.242080  0.371924  0.166777  1.010489   J\n",
      "3222  1.293472  1.144530 -1.481267 -0.441602   D\n",
      "3223 -1.126853 -1.037226 -0.239714  1.173219   Q\n",
      "3224 -1.062209  1.192262 -0.775448 -1.225012   P\n",
      "3225 -0.372656 -0.485828  0.534655 -1.212245   C\n",
      "3226 -0.020036 -1.333035  2.189450 -0.249190   Q\n",
      "3227 -0.577763 -0.389902  0.488138  0.626001   X\n",
      "3228 -0.766541  0.713717 -1.018256  1.889361   S\n",
      "3229 -1.738700 -0.336054 -0.992538  1.421204   N\n",
      "           one       two     three      four key\n",
      "3230 -0.568216 -1.848144  0.863835  1.322281   Y\n",
      "3231  1.321858  1.008873  0.254608 -1.342099   N\n",
      "3232 -1.443118  0.240571  0.792944  0.073668   G\n",
      "3233  0.440872  1.122574 -0.755519 -0.716928   I\n",
      "3234  1.515096  1.335474 -0.910116  0.051178   L\n",
      "3235  2.023580  1.096807 -1.348178  0.264342   Q\n",
      "3236 -0.361315  1.010652  2.553879 -0.089575   Q\n",
      "3237 -0.994548 -0.457568  2.218483 -1.278251   Q\n",
      "3238  0.132032 -1.305137 -0.536163 -1.280055   U\n",
      "3239  1.161764  0.818182  0.015119  0.283322   P\n",
      "           one       two     three      four key\n",
      "3240 -1.039421  1.134517 -2.225790  0.059204   W\n",
      "3241 -0.867389  0.398072  2.053797  0.734563   H\n",
      "3242  1.453002  0.569163  0.198248  0.465206   G\n",
      "3243 -0.095428  0.428386 -0.405098 -1.397249   1\n",
      "3244 -1.173270  0.159078  1.927651 -0.210691   2\n",
      "3245  1.043966 -0.104111 -0.249276 -0.020779   O\n",
      "3246  0.280529  1.601091  0.561331  0.868631   G\n",
      "3247 -0.659953 -2.303160  0.248001  0.942726   X\n",
      "3248  0.790584 -0.983116  0.874531  0.809282   K\n",
      "3249 -1.175911  2.151987 -0.080928 -0.431624   2\n",
      "           one       two     three      four key\n",
      "3250 -0.261110 -0.516070  1.135388 -0.761320   S\n",
      "3251  0.703424  0.449614 -1.593578 -1.155400   T\n",
      "3252  1.116450 -0.274069 -0.029748 -0.433413   M\n",
      "3253 -0.357309 -0.529398  0.205418  0.108428   A\n",
      "3254  0.423229  2.089096  0.923675  1.502727   I\n",
      "3255  0.217126  1.282361 -0.978429  0.263613   V\n",
      "3256 -0.443398  0.676990  0.638589 -0.873795   H\n",
      "3257  1.005342  0.682462  1.200273  0.193455   K\n",
      "3258  1.376210  1.148046 -1.194933 -0.024651   C\n",
      "3259  0.745347 -0.886025 -0.437063  2.124741   Z\n",
      "           one       two     three      four key\n",
      "3260  0.620059 -1.371443  0.722630  1.637960   L\n",
      "3261  0.006307 -1.331342  0.064962 -0.572398   E\n",
      "3262 -0.198477  0.684456 -0.147475  0.581649   S\n",
      "3263  0.681178  0.283489 -0.201257 -0.837272   9\n",
      "3264 -3.726864  2.152632  0.986711 -1.273956   Z\n",
      "3265  1.232965 -0.872075  1.125734 -1.269692   O\n",
      "3266  1.680718 -0.795062  0.429542  0.907960   Y\n",
      "3267  0.012603 -0.559558  1.170093 -0.755084   1\n",
      "3268  0.478688 -0.923803 -1.621413  1.122109   O\n",
      "3269  0.654913  0.051571  2.016148  0.652618   Q\n",
      "           one       two     three      four key\n",
      "3270 -0.840525 -0.155628  0.992246  0.818995   G\n",
      "3271  0.167651 -0.126483 -0.215923 -0.551817   Q\n",
      "3272 -1.694869 -0.251794  0.643792  1.051484   J\n",
      "3273  1.158911  1.192041 -0.474725 -1.188533   Z\n",
      "3274 -0.359609 -0.742870 -1.434232 -0.412530   T\n",
      "3275  0.527894  0.084068  2.368530 -0.003024   U\n",
      "3276  0.388307  0.969655 -0.162391 -0.256349   O\n",
      "3277 -0.270080 -1.255751 -0.356179  1.231406   P\n",
      "3278  0.082013 -0.523347 -0.298926 -2.259246   Y\n",
      "3279 -1.401529  0.293567  0.915069 -0.697824   G\n",
      "           one       two     three      four key\n",
      "3280 -0.342039  0.204837  0.965391  0.219577   J\n",
      "3281  1.588456 -0.269372 -0.298399 -0.017322   B\n",
      "3282  0.367103 -0.208087 -0.251701 -0.522193   S\n",
      "3283  0.197511 -0.502179 -1.736854  1.234516   X\n",
      "3284  1.552528 -1.332354 -0.227918 -0.817041   S\n",
      "3285  0.304382  1.406603  0.373172  0.446837   C\n",
      "3286 -1.405559 -0.701879  1.793801 -0.370495   Y\n",
      "3287 -0.290146  0.466117  1.019924 -0.091318   X\n",
      "3288 -0.046104  0.873557  0.660301  0.463093   Q\n",
      "3289 -1.577012 -2.119284  1.805621 -0.283501   O\n",
      "           one       two     three      four key\n",
      "3290  0.340372  0.382561  0.000311  0.452417   4\n",
      "3291  1.617485  0.325101 -0.560042  0.944086   K\n",
      "3292  0.268348 -0.373020  0.433140 -0.868286   N\n",
      "3293  0.599411 -1.053006 -0.061247  0.890922   P\n",
      "3294 -1.767324  0.564683 -0.274612 -0.174666   4\n",
      "3295  0.007589  1.506447  1.903478  0.416104   Z\n",
      "3296 -0.109962 -0.920117  1.823192 -1.427935   2\n",
      "3297  0.645940  0.441283  0.724279  0.726795   1\n",
      "3298  1.189913 -0.453601  1.207129 -0.241785   Z\n",
      "3299  1.209583  0.651352  0.384910  0.560130   B\n",
      "           one       two     three      four key\n",
      "3300 -0.835033  0.186814  0.099421 -0.540764   R\n",
      "3301  0.923118 -1.349525  1.986289  1.099944   8\n",
      "3302 -0.169421  1.093335 -0.047652 -0.085705   K\n",
      "3303 -0.367095 -0.764237  0.525876  0.358030   5\n",
      "3304 -1.150007  0.824941 -0.871591  0.058124   X\n",
      "3305  1.497400 -0.819334  0.017392 -0.037314   O\n",
      "3306 -0.317808  1.235653  0.129119 -0.750614   B\n",
      "3307  0.895324  1.738289 -0.789496  1.561415   9\n",
      "3308 -2.323376 -0.086484 -0.937811  0.975500   B\n",
      "3309  0.749857 -1.469871  2.674434 -0.835018   9\n",
      "           one       two     three      four key\n",
      "3310 -0.631611 -0.828862 -0.120594 -1.000737   N\n",
      "3311 -0.722216 -0.507616  0.252700 -0.196935   R\n",
      "3312 -1.121400 -0.830074 -1.556151  1.372112   6\n",
      "3313  1.255334 -0.091549 -1.092050  1.431610   1\n",
      "3314 -2.088980 -1.033840 -0.175710 -0.044959   3\n",
      "3315 -0.593836 -0.125592 -0.148473  0.824293   F\n",
      "3316 -0.853371 -1.050392 -1.636552 -0.531499   U\n",
      "3317  0.184960  0.724281 -1.303614  0.042783   C\n",
      "3318 -0.234229 -2.156776  0.665154  0.652185   X\n",
      "3319 -0.542995  0.391323 -0.623619 -0.638091   J\n",
      "           one       two     three      four key\n",
      "3320  1.036986  0.499677  1.148364 -0.467139   A\n",
      "3321  0.762713 -0.337946 -0.239413 -0.662795   F\n",
      "3322  0.749977  0.712538  1.001917 -0.996523   H\n",
      "3323  0.171084 -0.255490  0.102048 -0.316483   A\n",
      "3324  1.932525  0.246313 -0.141027 -0.530162   G\n",
      "3325 -1.057745 -0.974924 -0.138164  0.507494   L\n",
      "3326  1.450925 -0.757698 -0.095352 -0.783242   L\n",
      "3327 -0.851492  0.531830 -0.000885  1.090088   M\n",
      "3328 -1.455230 -1.651306  0.176941  0.872048   Q\n",
      "3329  1.614927 -1.213212 -0.481253 -0.417014   X\n",
      "           one       two     three      four key\n",
      "3330 -0.084471 -0.277350  1.451430  0.084764   A\n",
      "3331 -0.518113  0.226028 -0.511796 -0.919190   B\n",
      "3332 -0.972866  1.004205  0.120233  0.042025   Z\n",
      "3333  2.833891 -2.101260 -0.429482 -0.463515   V\n",
      "3334 -0.128270 -0.543380 -0.221873 -1.029007   Q\n",
      "3335  1.247967  0.128850 -1.559185  0.044223   N\n",
      "3336  0.273832  0.522074 -0.308342  2.699276   T\n",
      "3337  0.702012  0.711724  1.163336  0.296343   8\n",
      "3338 -1.016164 -0.354134  0.344964 -0.991717   K\n",
      "3339  1.063249 -1.609780  1.585452  0.266229   K\n",
      "           one       two     three      four key\n",
      "3340 -0.345092 -1.783733  0.995363 -0.133127   K\n",
      "3341  0.580273  0.858170 -0.411594  0.237033   P\n",
      "3342  0.242251 -0.014573 -0.546432  0.329856   Z\n",
      "3343  0.399690  1.883217 -0.567522  0.406623   1\n",
      "3344 -0.388245  1.919552 -0.905067  0.678331   O\n",
      "3345  0.533744  1.906746  0.543798 -1.308828   J\n",
      "3346 -0.978301 -0.936583  0.090409 -0.218280   B\n",
      "3347  0.339442 -0.280250 -1.007012 -2.808084   Q\n",
      "3348 -1.670404  0.076665  1.298030 -0.763384   N\n",
      "3349  0.673709  1.492749  0.547974 -0.214530   J\n",
      "           one       two     three      four key\n",
      "3350 -0.860414 -1.054173 -0.213906  2.004594   1\n",
      "3351 -0.697103  0.482459 -0.618269  0.468325   B\n",
      "3352 -1.595699  0.747179  0.439322  0.375915   Z\n",
      "3353  0.640864 -0.928823  0.139356 -0.740332   T\n",
      "3354  0.504642  0.081301 -0.524631  0.122069   3\n",
      "3355 -1.560576 -1.408741  0.544641  0.939580   K\n",
      "3356  0.876947  0.969392 -1.069375  0.173287   B\n",
      "3357 -0.995748 -0.962385  1.257431 -0.631646   8\n",
      "3358  0.500236 -0.891189  0.463304 -0.394501   O\n",
      "3359 -2.687335 -0.240997 -0.588067 -0.355682   L\n",
      "           one       two     three      four key\n",
      "3360  1.112292 -0.026863 -0.144077  0.364361   3\n",
      "3361  0.236183  0.113043 -1.380454  0.028792   V\n",
      "3362 -1.093494 -0.946562  0.149382 -0.190454   L\n",
      "3363  0.676450  0.904576  0.854621  0.323596   R\n",
      "3364  1.841712  0.439631 -1.265122 -0.713029   E\n",
      "3365 -1.128605 -0.498973 -0.079963  0.176692   6\n",
      "3366  0.767857 -0.511653 -2.181414 -0.225151   J\n",
      "3367  2.219223 -1.507158  0.901499  0.474151   F\n",
      "3368 -0.030439  0.912498  1.780497  0.437122   V\n",
      "3369  1.038661 -0.390589  1.521634  1.431299   W\n",
      "           one       two     three      four key\n",
      "3370 -0.562848  0.630243 -0.055077 -2.031742   R\n",
      "3371 -0.838191  1.910501  1.784924 -0.128932   U\n",
      "3372  0.289630  1.530673 -1.678070  1.182819   Q\n",
      "3373 -0.458333  1.229672 -0.038087  0.961370   H\n",
      "3374  0.607271 -1.161728  1.128581  0.477947   6\n",
      "3375  1.136751 -0.617244 -0.103225  1.273975   5\n",
      "3376 -0.499357  0.082418  0.886325 -0.889350   S\n",
      "3377 -0.053079 -0.431909 -0.819710 -0.184383   R\n",
      "3378  0.554389 -3.415448 -1.008008  0.095636   P\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3379 -0.437518  1.416218 -1.223696 -0.983091   C\n",
      "           one       two     three      four key\n",
      "3380 -0.562207  0.266432  0.282217 -0.572417   A\n",
      "3381  0.282379  0.261255  0.389700 -1.350305   I\n",
      "3382  1.036831  0.417989 -0.203446  0.483799   3\n",
      "3383 -0.468093  0.346607 -1.773748  0.778593   K\n",
      "3384  0.439716 -0.543873  0.113144 -0.889964   N\n",
      "3385 -1.374947  1.858126  0.670141  1.643450   G\n",
      "3386 -0.854071  0.015123  0.606645 -0.924789   S\n",
      "3387 -1.064914 -0.752264  0.635654 -0.847769   V\n",
      "3388  0.328038 -2.201035 -0.640835 -0.762974   E\n",
      "3389 -0.454491 -1.296817  2.021387  0.740482   E\n",
      "           one       two     three      four key\n",
      "3390  0.495933 -0.706393  0.515892 -1.664529   M\n",
      "3391  1.015098  0.254481  0.284005  0.084618   G\n",
      "3392  1.110091 -1.078437 -0.415991 -2.497072   X\n",
      "3393 -0.787877  0.023630  0.791347 -0.153287   F\n",
      "3394  0.074121  2.946737  0.432237 -1.322222   N\n",
      "3395  0.353429 -0.247717  0.027099 -0.872752   X\n",
      "3396  1.224205  0.710345  0.406204  1.362394   7\n",
      "3397 -0.350708 -2.263328  0.280188  0.996978   Z\n",
      "3398  0.207886  1.219363  0.120394  1.416482   K\n",
      "3399  0.321767  0.997815 -0.141009 -0.214223   X\n",
      "           one       two     three      four key\n",
      "3400 -1.343528 -0.396485 -1.638347 -1.006332   I\n",
      "3401  0.022319 -0.704375  0.789894 -1.780649   E\n",
      "3402 -1.539439  0.535850  1.976509  1.146052   M\n",
      "3403  1.721770  0.110358 -1.426991  0.302453   D\n",
      "3404 -0.122783  1.017953 -0.485182 -0.757533   R\n",
      "3405  1.437882  0.462309  0.645184 -0.488188   G\n",
      "3406  0.252519 -0.893764 -1.451020 -0.037571   K\n",
      "3407  1.428140 -0.307382  0.835236  0.318659   Q\n",
      "3408 -0.653513 -0.826898  0.365600 -0.343442   F\n",
      "3409  0.648526  0.382166  0.837120  2.057713   V\n",
      "           one       two     three      four key\n",
      "3410 -0.294031  1.866947 -2.424641 -0.594399   5\n",
      "3411  0.546136 -1.165291 -0.069493  0.839443   X\n",
      "3412  0.055590  0.460796  1.480777 -1.173950   C\n",
      "3413  0.911487  0.336341 -0.890390 -0.131222   U\n",
      "3414 -0.907505 -0.773818  0.123461  1.723814   W\n",
      "3415  0.118950  0.898642  1.359423 -0.025140   L\n",
      "3416 -0.878655 -1.640173 -1.324034  1.131211   K\n",
      "3417 -0.019509  0.876113 -1.549758  1.650965   9\n",
      "3418 -0.003943 -0.100711  0.089326  1.220398   X\n",
      "3419 -0.047169 -0.834210 -1.417680 -0.992629   W\n",
      "           one       two     three      four key\n",
      "3420  1.408109 -1.297373  0.331664  0.227963   4\n",
      "3421 -1.254859  0.379769  0.234048 -0.412161   5\n",
      "3422  0.532227 -0.576430  0.433983 -1.034566   V\n",
      "3423 -0.440186 -0.920560 -0.886908 -0.717393   V\n",
      "3424  1.755844  0.583305 -0.023002 -1.240222   C\n",
      "3425  0.326275  1.118900  2.100199 -0.302665   W\n",
      "3426  0.024880 -0.717322  1.408196  0.961346   H\n",
      "3427 -2.338187  1.448027 -1.882319  0.090921   J\n",
      "3428 -2.329398  0.226033 -0.359550 -0.545552   O\n",
      "3429 -0.203604 -0.371016 -0.120285 -1.316813   1\n",
      "           one       two     three      four key\n",
      "3430  1.626647  0.296330  0.314341 -0.031742   4\n",
      "3431  1.915538  0.902880  0.408403  0.380036   J\n",
      "3432 -1.095378 -1.436462 -0.136636 -0.076472   W\n",
      "3433 -1.588550 -0.192420 -0.125519 -0.116338   D\n",
      "3434  0.677292  0.021536 -1.543651 -0.254482   N\n",
      "3435  0.146033  0.956711 -0.116033 -1.118259   3\n",
      "3436  0.162939 -0.176831 -0.517489 -0.086483   Z\n",
      "3437  0.446004  1.421391  1.864233 -0.231944   F\n",
      "3438 -0.766637  0.849322 -2.271482  0.097941   0\n",
      "3439 -2.212326  0.371240  0.076708  0.579678   L\n",
      "           one       two     three      four key\n",
      "3440  0.449888 -0.382982  0.535168 -0.139049   M\n",
      "3441 -0.226391 -0.360102 -0.256503 -0.591466   B\n",
      "3442  0.731660 -1.895307 -0.977830  0.609795   R\n",
      "3443  0.093161 -0.941322  0.948940  0.907185   M\n",
      "3444 -0.473135 -0.154075 -1.019198  0.463382   R\n",
      "3445 -0.360482  1.129282 -0.520626 -0.583512   F\n",
      "3446  0.398428  0.931627  0.126570 -0.359562   O\n",
      "3447  0.056456  0.942890  0.487491 -0.325111   Q\n",
      "3448  0.919766  1.271893  0.325629  1.438338   Z\n",
      "3449  0.826460 -0.252578 -0.935145  1.414167   D\n",
      "           one       two     three      four key\n",
      "3450  0.239817  0.200546  0.676698  0.359205   0\n",
      "3451  1.004258  0.137820  0.340930 -0.534090   D\n",
      "3452 -0.022907 -1.523095  0.641033 -0.104281   O\n",
      "3453  2.455329 -0.190569  0.302309 -0.480748   1\n",
      "3454 -1.152559 -1.857734  0.187128 -1.995975   K\n",
      "3455 -1.576836 -1.958031 -0.140602  0.632315   J\n",
      "3456  0.426068 -0.167195 -1.075382 -1.092328   P\n",
      "3457 -0.716212  1.015349  0.488514 -0.699262   X\n",
      "3458 -1.159867 -0.775871  0.605492 -0.297012   H\n",
      "3459 -0.088278 -0.206925  0.104638  0.875423   S\n",
      "           one       two     three      four key\n",
      "3460 -0.610495  0.557744  0.931149  0.436779   S\n",
      "3461  0.379394 -1.317547  0.001410  0.969856   E\n",
      "3462  0.864211  1.519593  1.260238  0.654337   G\n",
      "3463  1.350424  0.345149 -0.829001  0.185953   V\n",
      "3464  0.956002  0.566695  1.150978 -0.360039   A\n",
      "3465 -1.012716 -1.020895  0.650649 -1.216440   D\n",
      "3466 -1.087239 -0.949828 -0.645358 -0.859970   P\n",
      "3467  1.614264  0.488728  2.352849  0.268151   K\n",
      "3468  0.662645 -0.887113  0.476253  0.060454   E\n",
      "3469  0.005817 -2.763755 -1.300543  0.542561   0\n",
      "           one       two     three      four key\n",
      "3470  0.763453  0.438033 -1.231173  0.806291   S\n",
      "3471  0.024834  1.118008  1.737034 -0.374938   Q\n",
      "3472 -0.355465 -1.076554  0.965899  0.659141   5\n",
      "3473 -0.745188 -0.782877 -1.258483 -1.055936   V\n",
      "3474  0.202093 -1.282088 -0.779935  1.443650   O\n",
      "3475  0.760751  0.022058 -0.351377  0.211099   5\n",
      "3476  0.557158 -1.876649 -1.430152 -1.654969   C\n",
      "3477  1.319639 -0.215070 -0.362025  0.518275   O\n",
      "3478 -2.286471  0.411294 -1.539162 -0.091418   N\n",
      "3479 -0.573244 -0.422650  1.464084  0.542439   Z\n",
      "           one       two     three      four key\n",
      "3480 -0.557591 -0.698958 -0.993515  0.075930   X\n",
      "3481  1.334503  0.513017 -0.587334 -0.251176   T\n",
      "3482 -1.496775  0.744357 -0.482187 -1.308006   Q\n",
      "3483 -1.174527  0.387196 -1.718539 -1.281410   4\n",
      "3484 -0.675110  1.193266  0.997502 -0.521573   C\n",
      "3485  0.157038 -1.616308 -0.903544  0.350487   D\n",
      "3486 -0.130342 -0.803972 -0.113091 -0.381549   K\n",
      "3487 -1.348766  0.714156  0.043432 -0.057863   V\n",
      "3488  0.760157 -0.318976  0.433243 -0.439731   V\n",
      "3489 -0.526896 -1.083645 -0.161763  0.660053   F\n",
      "           one       two     three      four key\n",
      "3490 -0.461582 -1.050731 -0.426427  0.887175   L\n",
      "3491 -0.222515  0.753492 -0.409289 -0.295382   B\n",
      "3492  0.721114  1.011716 -0.271546  1.211776   H\n",
      "3493  1.121356  0.468571 -0.336326  0.078605   P\n",
      "3494  0.164942 -0.266021 -2.143937 -2.113471   F\n",
      "3495  1.345822  2.363195 -1.405568  2.599800   W\n",
      "3496  0.173217 -0.116329  0.373466  0.381805   T\n",
      "3497 -0.289274  1.439352 -0.799853 -1.208543   V\n",
      "3498  1.094008  0.049683 -1.445820  0.540209   P\n",
      "3499  0.290745  0.590175  0.895260 -0.025518   O\n",
      "           one       two     three      four key\n",
      "3500 -0.264040 -1.204051  0.504199  0.602873   J\n",
      "3501  2.027584 -0.097576 -0.445689  1.965018   F\n",
      "3502  1.342573  1.231400  1.723257  1.332216   3\n",
      "3503  1.536042  1.585264  0.904740  0.972697   2\n",
      "3504 -0.494593  0.008418  1.512647 -0.114531   U\n",
      "3505  0.796604  0.242223 -0.381732 -0.006187   K\n",
      "3506 -0.103388  0.690857 -0.217870 -0.399363   Z\n",
      "3507 -1.055039  1.263498 -0.294833 -0.131290   Y\n",
      "3508  0.769964 -0.077621 -1.569057  1.759866   B\n",
      "3509 -0.380482 -0.444606 -0.959613  0.375138   G\n",
      "           one       two     three      four key\n",
      "3510  0.343652  1.653497  0.361990  1.413521   Y\n",
      "3511 -1.037169  0.466151 -0.483780  1.754663   E\n",
      "3512 -1.370660 -0.066661  0.780669 -0.341960   V\n",
      "3513 -1.218953 -1.185454 -0.313377  0.509477   L\n",
      "3514  0.320657 -2.371135  1.327589 -1.326688   W\n",
      "3515 -0.021378 -0.062101  0.573617 -0.603958   Z\n",
      "3516  0.703793  0.094209  0.212399 -0.698490   C\n",
      "3517  0.126527 -0.597758  0.772462  0.406615   K\n",
      "3518  0.472917 -0.828902 -0.236532  1.138180   L\n",
      "3519 -0.903719 -1.377777 -1.844190 -0.472677   Z\n",
      "           one       two     three      four key\n",
      "3520  1.024344 -0.450261 -0.683783 -0.661729   L\n",
      "3521  0.127562  0.164955  0.302059 -0.774069   6\n",
      "3522  1.114310  0.040545 -1.945605 -0.051613   9\n",
      "3523 -1.105121  2.330199 -1.632064 -0.642056   Q\n",
      "3524 -0.638923  2.087784 -0.664267  1.279759   U\n",
      "3525  0.394658 -1.415181  0.909133 -1.030027   K\n",
      "3526  0.229629  1.221449  0.267325  1.546965   W\n",
      "3527 -0.754186 -1.428343  1.642931  1.298858   N\n",
      "3528  0.276274  0.759065 -0.779600  0.224756   J\n",
      "3529  0.701377  0.120162  1.432007 -0.151164   B\n",
      "           one       two     three      four key\n",
      "3530 -0.595785 -1.448381 -1.434809 -1.878632   C\n",
      "3531  0.500949  0.070500 -0.443117  0.457912   R\n",
      "3532  0.859546  2.785971 -0.532929 -1.136828   I\n",
      "3533  0.711861  0.002736 -0.400844  0.551365   J\n",
      "3534 -1.445062 -0.611055 -0.322967  0.547384   G\n",
      "3535  0.954100 -1.257360  1.008903 -0.906558   Y\n",
      "3536 -0.833364  1.040694  1.197968 -1.312923   9\n",
      "3537 -1.292614  0.276692 -1.050741  1.534013   S\n",
      "3538 -1.013760 -0.066572 -0.620854  0.730214   M\n",
      "3539 -0.976169 -0.974598 -2.197370  1.852371   E\n",
      "           one       two     three      four key\n",
      "3540 -1.329730  1.085331  1.980574  1.176841   V\n",
      "3541 -0.218698  0.084666 -0.173542 -0.651511   4\n",
      "3542 -1.982991  1.643599  1.468598  1.516742   U\n",
      "3543  1.164884  0.020764 -0.533329 -1.145035   L\n",
      "3544 -1.491799  0.007564  0.616605 -1.037414   5\n",
      "3545 -0.996030  0.137301  1.731782  0.175898   I\n",
      "3546  0.303861 -1.052662 -0.970055 -0.785081   L\n",
      "3547 -1.001332  0.017181  1.782410 -1.190568   Y\n",
      "3548 -0.336102 -0.821629 -0.626185  0.571429   P\n",
      "3549  0.422550  0.500042  0.513456  0.488156   F\n",
      "           one       two     three      four key\n",
      "3550  1.867871  1.484582 -1.357443 -2.626637   2\n",
      "3551  2.005167 -0.685622 -1.561030  0.182441   F\n",
      "3552  0.597000  0.222708  0.305168 -0.080533   B\n",
      "3553 -0.508773  1.021734  1.108644  0.943291   T\n",
      "3554 -1.179020  0.036331  1.042837  1.088222   U\n",
      "3555  0.951402 -0.307578 -0.368335  0.251813   Y\n",
      "3556  1.218339  0.713224 -1.293507 -0.760257   D\n",
      "3557 -0.637575  0.264305 -1.318301 -0.356751   Q\n",
      "3558 -0.279952 -0.480788  0.570095  0.064280   C\n",
      "3559  0.070160  1.671392 -0.799068  1.152375   X\n",
      "           one       two     three      four key\n",
      "3560  0.765127  1.032661  0.202238 -0.111697   R\n",
      "3561 -0.164872 -0.205052 -1.352808  1.070987   6\n",
      "3562 -0.921249  0.130183 -0.494700  1.200320   S\n",
      "3563 -0.772598  0.971766 -1.172807 -0.629114   Y\n",
      "3564 -1.168048 -0.763392 -1.101017 -1.225282   G\n",
      "3565 -0.487141 -1.570014  2.023701  0.942098   Z\n",
      "3566 -0.960110 -0.599789 -0.420131 -1.060305   K\n",
      "3567  1.145774  0.271638  0.158536 -0.138008   H\n",
      "3568 -0.193084  0.966616 -1.288475 -0.604217   D\n",
      "3569 -0.328503  0.848668 -0.046550 -0.349784   L\n",
      "           one       two     three      four key\n",
      "3570 -0.350641  0.682652  1.213110 -0.422607   C\n",
      "3571  1.623558 -0.389626  2.020485 -0.204085   N\n",
      "3572 -0.281836  0.799264 -0.033647  0.041708   7\n",
      "3573 -1.379627 -1.124807  0.076573 -0.908953   H\n",
      "3574 -0.481685  1.317100 -0.913979 -0.677304   5\n",
      "3575  0.574356 -0.732228 -0.158524 -1.794890   V\n",
      "3576 -0.556246 -0.972948 -0.358834 -0.229477   4\n",
      "3577 -0.662142 -0.182813  0.328315  2.252194   C\n",
      "3578 -0.209264  1.116097 -0.839968  0.491750   N\n",
      "3579  0.412337 -0.464012  0.112052  0.829024   J\n",
      "           one       two     three      four key\n",
      "3580 -0.292731  0.152552  0.171421 -1.676514   1\n",
      "3581 -0.810217  1.707645 -0.295623  0.205511   0\n",
      "3582  0.443111  0.546866 -0.815407 -0.814718   8\n",
      "3583  0.421462 -0.836823  1.425804  0.052379   I\n",
      "3584 -0.761553 -2.153481 -1.241917 -1.000066   I\n",
      "3585 -1.740843 -1.618405 -0.206717  0.088524   H\n",
      "3586  0.862219 -1.028091  0.132116  0.920400   P\n",
      "3587  1.151347  0.109756 -0.987297  0.763409   V\n",
      "3588 -0.910335 -0.982107  0.490226  0.643449   B\n",
      "3589  0.761674 -0.617406 -1.652585  1.875518   A\n",
      "           one       two     three      four key\n",
      "3590 -0.994851 -0.103497 -1.577335 -0.537263   D\n",
      "3591  0.410500  2.351971 -0.974480  0.163615   D\n",
      "3592  0.363843 -0.331079  0.008411 -1.808952   Y\n",
      "3593 -0.726563 -0.261141  0.243103  0.142011   W\n",
      "3594 -1.010931  1.014739 -0.925784 -0.869491   E\n",
      "3595  0.938799  0.421110 -0.105712 -0.563260   M\n",
      "3596 -0.639067 -1.289469  1.124618  0.608780   S\n",
      "3597  0.853380 -0.514838  0.097316 -0.297523   I\n",
      "3598  0.947749  0.259260  0.549507 -2.636814   7\n",
      "3599  1.905350 -0.012055  2.431791  1.237997   N\n",
      "           one       two     three      four key\n",
      "3600 -0.516668 -1.809236  0.416144 -2.280588   S\n",
      "3601  1.027780 -0.027405 -0.564503 -0.119947   8\n",
      "3602  1.551204  0.466685 -0.641260 -0.181744   2\n",
      "3603  0.926318  0.927291  0.117346  0.689852   0\n",
      "3604 -0.632273  0.324688  0.298193 -1.017273   U\n",
      "3605 -0.015874  0.788401  0.638825  0.372048   E\n",
      "3606 -0.010017 -0.326955 -0.318236  1.046044   M\n",
      "3607 -0.634580 -0.522508  0.068567 -0.884560   5\n",
      "3608  2.050653 -1.181549 -0.533822 -2.125313   M\n",
      "3609 -0.908868 -0.793014 -0.335109  0.037492   W\n",
      "           one       two     three      four key\n",
      "3610  1.224110  0.958274  1.329758 -0.253768   C\n",
      "3611  1.718144 -0.648634  0.142423 -0.403445   R\n",
      "3612 -0.533005 -0.214491 -0.235923  0.914930   P\n",
      "3613 -1.390759  0.211406  0.590674  0.083262   G\n",
      "3614 -0.928091  0.701956  1.039178 -0.762259   V\n",
      "3615  0.728672 -0.383446 -0.562926  0.423290   W\n",
      "3616  0.370024  0.032020 -1.263050 -0.661190   O\n",
      "3617 -0.174518 -0.253561  1.363441 -0.352337   Q\n",
      "3618 -1.462123 -1.024080  0.516048 -0.274181   5\n",
      "3619  0.149626 -1.258493 -3.147012  0.647377   9\n",
      "           one       two     three      four key\n",
      "3620  0.718572  0.122687 -0.264683 -0.012467   H\n",
      "3621 -0.583261  1.866096 -1.291962  0.501720   6\n",
      "3622 -0.215772  0.096258  0.500506  1.266032   C\n",
      "3623 -2.008887 -0.463262  0.235280  1.576381   Q\n",
      "3624 -0.389031  0.756333 -0.727188 -0.241930   P\n",
      "3625  0.094756  1.443395  0.421279  0.521304   J\n",
      "3626  0.211397 -1.091062 -0.885885 -1.174211   M\n",
      "3627  0.867971  0.059845  2.117674 -0.275678   J\n",
      "3628 -0.689220 -0.498567 -0.754487  0.249618   N\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3629 -1.422313 -0.799299 -0.818168  0.175179   6\n",
      "           one       two     three      four key\n",
      "3630  0.121058 -1.391758  0.540614  0.610208   A\n",
      "3631  0.320297  2.239588 -1.146741 -0.510208   H\n",
      "3632 -0.690142  0.491001  1.058332 -0.008989   D\n",
      "3633 -0.521703 -2.299228  1.042974  0.022488   Z\n",
      "3634  0.255021  0.547390 -0.590398  1.040875   5\n",
      "3635  1.173623 -1.470366  0.391082  2.614733   F\n",
      "3636  0.408012  0.666054 -1.332051 -1.773270   T\n",
      "3637 -0.404665 -1.826796  0.051082 -0.389155   4\n",
      "3638  1.311233  1.071636 -0.691517 -0.197166   G\n",
      "3639  1.329483 -0.314181  1.155250 -0.310138   Q\n",
      "           one       two     three      four key\n",
      "3640 -1.334960 -1.373417  0.021264  0.902418   6\n",
      "3641  2.268282 -0.007329  0.394683 -1.679803   U\n",
      "3642 -0.304685 -1.356296 -1.620419 -0.569422   U\n",
      "3643 -0.530818  0.800831 -2.274781  0.170541   6\n",
      "3644 -0.001800 -3.465356 -0.827826  1.430808   B\n",
      "3645 -0.261444  1.486314 -1.039579  0.719062   Y\n",
      "3646  0.627622 -0.469194 -0.101264  1.891676   Y\n",
      "3647 -0.329298  0.071715  0.479169 -1.079075   P\n",
      "3648 -0.742765  0.759030 -1.118109  0.884687   J\n",
      "3649  0.383764  1.115819  1.333113  0.371440   Q\n",
      "           one       two     three      four key\n",
      "3650  0.137338 -0.662399  1.757140 -0.909405   I\n",
      "3651 -1.539605 -0.895458 -0.233275  2.666556   E\n",
      "3652  0.035304 -1.942487  1.242118 -0.184326   2\n",
      "3653  0.182066  0.434355 -0.583836  0.616160   0\n",
      "3654 -1.259901 -1.114100  0.283941  0.797892   B\n",
      "3655  0.988202 -1.163367  0.115797 -0.048535   P\n",
      "3656  0.236980 -1.602385  1.118380 -0.554616   W\n",
      "3657  0.900938  0.716454  1.811875 -1.330704   0\n",
      "3658  0.727675 -0.938174  0.479874  0.347832   I\n",
      "3659  0.287110 -0.346400 -1.159676  1.049243   L\n",
      "           one       two     three      four key\n",
      "3660 -1.099466  0.356533 -0.167410 -1.174868   W\n",
      "3661  2.128371  0.678286 -1.134974  0.492645   K\n",
      "3662 -0.839114 -0.006299  0.822817 -1.684707   Y\n",
      "3663  0.883543 -1.083908 -0.056349  0.571913   H\n",
      "3664  0.394936  0.935668  0.401927 -0.062631   V\n",
      "3665 -1.239741 -1.063991  0.117355  0.529984   X\n",
      "3666 -0.921699  2.013758  0.578416 -0.832472   E\n",
      "3667 -0.438839 -1.688726 -0.772548 -1.138874   S\n",
      "3668  0.367194  0.588574  0.637054  0.636912   Q\n",
      "3669 -1.398241  0.701902 -1.603974 -0.001910   E\n",
      "           one       two     three      four key\n",
      "3670 -0.759556 -1.767282  1.903070 -0.191659   V\n",
      "3671 -0.032537  0.924379 -0.148704  0.321012   E\n",
      "3672  0.209909  1.623332 -1.144754  0.412216   X\n",
      "3673 -0.457389 -0.117801 -0.323972  0.879816   C\n",
      "3674  0.126167 -0.170582 -0.086928  1.426527   I\n",
      "3675  1.385306 -1.470873  0.593692 -1.331943   P\n",
      "3676  0.411997 -0.792781  1.117095  3.372951   E\n",
      "3677 -0.794808  0.294574 -1.235114 -1.038514   V\n",
      "3678 -0.400435 -0.040874 -1.539885  1.306125   N\n",
      "3679  0.069999  0.856249 -0.599017 -0.766095   9\n",
      "           one       two     three      four key\n",
      "3680  0.480274  0.934571 -1.233171 -1.027289   Q\n",
      "3681  0.169191 -0.241472 -0.199201 -0.421583   G\n",
      "3682 -0.274243  1.465206  0.098366 -0.166066   R\n",
      "3683  0.350214  0.375084 -1.319546 -0.105641   9\n",
      "3684  0.238529  0.373155  0.755962 -1.681836   9\n",
      "3685 -0.222048  2.136200  0.197333 -0.539230   V\n",
      "3686  0.375309  1.165427 -1.357453  0.612017   Z\n",
      "3687 -0.463573  1.766087  0.455837  0.255512   K\n",
      "3688  0.279988  0.420717  0.805524 -0.755125   X\n",
      "3689  0.930874  0.060651  1.623671  0.086015   B\n",
      "           one       two     three      four key\n",
      "3690 -0.292949 -0.880245 -0.581178  0.654815   U\n",
      "3691 -0.204133  0.333149  0.406852 -1.169391   6\n",
      "3692 -0.242474  0.331982  0.290742 -0.278750   M\n",
      "3693  0.145993  1.930448  1.720139  1.377522   Q\n",
      "3694 -0.617593 -1.614591  0.016191 -0.604622   5\n",
      "3695  0.922978 -1.292055 -1.351997  0.283806   B\n",
      "3696 -0.928138  0.852961  0.024444  2.340553   Y\n",
      "3697 -0.821976  0.817374  0.451825 -1.570028   G\n",
      "3698  1.321737 -0.400621 -0.807798  1.015631   Y\n",
      "3699  0.711289  0.923190 -0.455170  1.067814   E\n",
      "           one       two     three      four key\n",
      "3700 -0.047304  1.394180  2.344610 -0.002397   E\n",
      "3701 -1.688336 -0.346352  0.425520 -0.224832   3\n",
      "3702  0.160533 -0.687899 -1.421196 -0.272783   9\n",
      "3703 -1.066810  1.259937 -0.206259 -0.970699   V\n",
      "3704  0.745745  0.218009 -1.164389  0.998144   2\n",
      "3705 -1.113694  1.714325  0.081232 -0.774844   B\n",
      "3706  0.836289 -0.640712  0.214118  0.672353   J\n",
      "3707 -1.253733  1.755154  1.009684  0.813607   O\n",
      "3708  0.688122  0.107563  1.268690  1.585725   P\n",
      "3709 -1.000947  0.543779  1.701537 -0.824418   Z\n",
      "           one       two     three      four key\n",
      "3710  0.259233  0.384970  0.623987 -2.267827   F\n",
      "3711  0.681097  1.819244  0.669091 -1.138714   Z\n",
      "3712  0.079504 -0.515797  0.034017  0.533997   E\n",
      "3713  0.408101  0.314263 -2.700834  0.885913   N\n",
      "3714 -1.043828 -0.659638 -0.383559  3.060846   C\n",
      "3715 -0.559463  0.347588 -1.730812  0.517563   M\n",
      "3716  0.980145  1.394327 -1.456224  0.791639   C\n",
      "3717 -0.723501  2.558271 -0.850818 -0.475867   V\n",
      "3718  0.100228 -0.570544 -0.002565 -2.148293   W\n",
      "3719 -2.006154  1.062676  0.569060  0.418153   U\n",
      "           one       two     three      four key\n",
      "3720  1.698521 -0.877715  2.729603  1.443464   P\n",
      "3721  0.151383 -0.519386  0.389304 -0.481319   E\n",
      "3722  0.945801  0.619985  2.090553 -0.437160   N\n",
      "3723 -0.921652  0.748418 -1.993968 -0.438938   O\n",
      "3724  1.936295  1.162780 -2.154590  0.718839   8\n",
      "3725  1.550970  0.188207 -0.850502 -0.990649   F\n",
      "3726  0.482061 -0.204229 -0.500644  0.319991   G\n",
      "3727  0.223549 -0.195633 -1.181842  0.874798   A\n",
      "3728  0.152340 -1.239362 -0.572878  2.023121   L\n",
      "3729  0.364105  0.911930 -0.056518 -0.468410   Y\n",
      "           one       two     three      four key\n",
      "3730 -0.766294 -0.268946  0.722880 -0.744594   L\n",
      "3731  0.769705 -1.639635  0.498835 -0.237019   8\n",
      "3732 -2.189870  0.334059 -0.248977 -0.303730   3\n",
      "3733 -1.219167 -0.094164 -0.759449 -0.373387   R\n",
      "3734 -1.331303  0.159015  0.488240 -0.421206   P\n",
      "3735  0.000057  1.475884 -0.493883 -1.347344   B\n",
      "3736  0.427966 -0.462143  2.548931 -0.643162   D\n",
      "3737  0.326545 -0.360348 -1.712747 -1.031053   C\n",
      "3738 -0.857995  0.301969 -1.466876  0.306275   S\n",
      "3739 -1.097458  0.394401 -1.255293 -0.439218   H\n",
      "           one       two     three      four key\n",
      "3740  0.172591 -0.264390 -1.498304 -0.072483   J\n",
      "3741 -0.537247  0.987166 -0.415319 -0.911046   Q\n",
      "3742  0.736183  0.215746 -0.396431 -0.011701   W\n",
      "3743 -1.916784 -1.356730  0.109771 -1.226509   Q\n",
      "3744 -0.583047  1.137829 -0.592201  0.409020   D\n",
      "3745 -0.377472  0.867824  0.146361  0.649430   F\n",
      "3746 -0.669548  0.118215 -1.476486  0.535222   N\n",
      "3747  0.943050 -2.480243  0.571789 -1.371331   C\n",
      "3748 -0.556300  2.471795  0.387172 -0.374154   X\n",
      "3749  1.129519  0.415313 -0.037097 -0.150885   W\n",
      "           one       two     three      four key\n",
      "3750 -1.600413  0.159826  0.150359  0.088060   M\n",
      "3751 -0.792302 -0.765247 -1.021910 -2.058838   E\n",
      "3752  0.492472  1.075038  0.855289 -0.021079   1\n",
      "3753 -1.037104  0.431854  2.730071  0.452413   R\n",
      "3754  0.486591  0.122527  1.388340  0.014270   W\n",
      "3755  0.031621  0.222669  3.025273  0.412352   C\n",
      "3756 -0.516121  0.433224 -1.821537  0.666071   L\n",
      "3757 -0.127361 -1.419093  0.364285  0.709469   L\n",
      "3758  1.286620 -1.324586  0.498089  0.001875   Q\n",
      "3759  0.941218  0.937461  0.993775 -1.541011   4\n",
      "           one       two     three      four key\n",
      "3760  0.140539 -0.675598 -0.050526 -0.392513   H\n",
      "3761  1.100811 -0.071889  0.748639  0.926796   S\n",
      "3762  0.904096 -0.387636 -1.832550 -0.025005   W\n",
      "3763 -0.723901  0.389483  2.041585 -0.193699   O\n",
      "3764 -1.556294 -0.358824  0.094072 -1.163632   Q\n",
      "3765  0.257940 -1.344356 -1.615863  0.534847   B\n",
      "3766 -0.955549  0.721610  0.544829 -0.773344   I\n",
      "3767  0.084983  0.643734  0.924384  0.820764   6\n",
      "3768  0.339438 -0.512475 -0.140745  1.772117   2\n",
      "3769  0.738019 -1.090932  0.936387 -0.037196   Y\n",
      "           one       two     three      four key\n",
      "3770  0.498951 -1.609796  0.202239  0.333631   V\n",
      "3771 -1.421275 -0.892238 -1.079191  1.361871   D\n",
      "3772  0.571228  1.107259 -0.489436  0.439030   T\n",
      "3773  2.343104 -0.052859  0.536495 -0.256878   E\n",
      "3774 -1.649719 -0.588896 -0.542998 -1.429529   R\n",
      "3775 -1.231455 -0.141106 -0.045299 -2.033290   X\n",
      "3776  2.046176  0.003491 -0.419639  0.338629   G\n",
      "3777  0.455334  0.586219 -1.659733  0.745404   7\n",
      "3778  1.085040 -0.416365 -2.094405 -0.291053   H\n",
      "3779  0.223690  1.399661 -1.052632 -1.198156   I\n",
      "           one       two     three      four key\n",
      "3780  0.285272  0.167573 -0.111292  0.310479   3\n",
      "3781  0.063793 -0.837654 -0.677238 -0.626084   P\n",
      "3782  0.087285 -0.517900 -1.184332 -1.086610   L\n",
      "3783  0.131171  1.340719 -0.134507 -0.599765   M\n",
      "3784  0.413139  0.297188 -0.674361 -0.868657   B\n",
      "3785 -0.725957 -0.998949  0.592402 -0.818486   M\n",
      "3786  2.019106 -0.870474  1.639569 -0.018648   3\n",
      "3787  1.522817  0.863991 -1.084725  0.995037   F\n",
      "3788  1.599495  0.878766 -0.031821 -1.541137   K\n",
      "3789  0.032584 -0.830247  0.093528 -0.885421   2\n",
      "           one       two     three      four key\n",
      "3790 -0.218408 -0.479250  0.269820  0.587703   N\n",
      "3791 -0.811633  0.880449 -0.355221  1.267463   2\n",
      "3792 -0.331629  0.758539 -1.848992 -1.417983   8\n",
      "3793  0.732672 -0.744898  0.512209  1.417495   D\n",
      "3794 -1.280849  1.200019 -0.946480 -1.236550   U\n",
      "3795 -0.154021 -0.413900 -0.475061 -0.452330   X\n",
      "3796 -0.232235 -0.368472  0.993501 -1.021010   2\n",
      "3797  0.781140  1.342346  0.913418  1.774222   K\n",
      "3798  1.681210  0.372874  1.311298 -1.133757   D\n",
      "3799 -1.240547 -1.168227 -0.580810  1.076764   J\n",
      "           one       two     three      four key\n",
      "3800 -1.294914  0.331682 -0.085695 -0.380569   J\n",
      "3801 -0.049305 -2.438811 -0.682628 -0.573968   J\n",
      "3802 -0.650771 -0.881442 -1.694826  1.437016   L\n",
      "3803 -0.396328 -0.045237 -0.820599  0.975118   M\n",
      "3804  1.398057 -0.416835 -0.527765  0.655063   X\n",
      "3805 -0.491838  0.252638 -0.712340 -0.134048   E\n",
      "3806 -0.336569 -2.269899 -1.071023  0.943110   E\n",
      "3807  0.756197  0.732625 -1.372741  2.878871   B\n",
      "3808 -0.269079  0.639093  1.244106 -2.136111   1\n",
      "3809 -0.308118  1.034232 -0.431445  0.994420   F\n",
      "           one       two     three      four key\n",
      "3810 -0.477305  0.350103 -0.825061 -1.610219   8\n",
      "3811 -0.197311  1.499384 -0.450783 -0.543044   F\n",
      "3812 -1.056253  1.329374  0.133393 -0.675954   R\n",
      "3813  1.658800  1.210938  0.302966 -1.972337   E\n",
      "3814  0.754500 -2.845933  1.253487  0.339284   O\n",
      "3815  0.297284  0.420508  0.580423  0.909306   R\n",
      "3816 -0.763218 -0.644610  0.200417  1.015394   S\n",
      "3817 -0.193427 -0.461658 -0.340601  0.798476   P\n",
      "3818 -0.086358  0.278119 -0.796805 -0.224212   N\n",
      "3819 -0.349745  0.754809  1.096169 -1.311705   H\n",
      "           one       two     three      four key\n",
      "3820  0.961266 -1.467788 -0.381349  3.412734   Y\n",
      "3821  0.673156 -0.895040 -0.887768  1.036861   P\n",
      "3822  1.674725  1.311048 -2.121708  0.744071   K\n",
      "3823 -0.855255 -1.540225 -0.445043 -0.937947   I\n",
      "3824  1.677783  0.670608  1.078747  0.268647   J\n",
      "3825  0.951291 -1.040883  1.452374  0.205421   N\n",
      "3826 -0.683098  2.921636 -2.355285 -0.835637   T\n",
      "3827  1.344263 -0.900980  0.568158  1.055773   J\n",
      "3828 -1.108598 -0.652089 -0.564324  0.768528   J\n",
      "3829  0.866476  1.019045 -1.305545 -0.511821   P\n",
      "           one       two     three      four key\n",
      "3830  0.033623 -0.521881  0.359101 -0.119274   X\n",
      "3831  1.319066 -0.396322 -1.249605  0.121017   7\n",
      "3832 -0.199601  1.006747 -1.415585  0.691379   L\n",
      "3833 -1.023019  1.194964  0.255707 -0.457101   D\n",
      "3834  0.065228 -0.575107  0.182696 -0.828035   8\n",
      "3835 -2.825997 -1.297744  1.049191  1.840404   3\n",
      "3836 -0.179055  1.174393  1.734680 -1.918800   C\n",
      "3837 -0.729083 -1.319774  1.528342 -1.092921   4\n",
      "3838  0.104814 -0.552228  1.353238  0.630352   X\n",
      "3839 -0.255672  0.775343  0.387702  0.041849   R\n",
      "           one       two     three      four key\n",
      "3840 -0.587911  0.873910 -0.304846 -1.050275   K\n",
      "3841 -1.334261  0.244747  0.467975 -0.815459   D\n",
      "3842  0.438790  0.395960  0.579843 -0.738805   W\n",
      "3843  0.000147 -0.713571 -0.727030  0.207665   1\n",
      "3844 -0.693389  0.133032 -1.810385 -0.206716   S\n",
      "3845  0.312562  0.702847  0.531875 -0.419882   Y\n",
      "3846 -0.729949  0.909011 -0.368560  0.712993   M\n",
      "3847  0.029555 -0.052973  0.687465 -1.877284   J\n",
      "3848  1.043611 -0.083895 -0.563814 -0.637314   K\n",
      "3849  1.332120  0.432327 -1.071631 -0.353301   7\n",
      "           one       two     three      four key\n",
      "3850  0.433454  0.493090 -0.430091 -1.247392   A\n",
      "3851 -0.388183  0.717130  0.104645 -1.344749   B\n",
      "3852 -0.309841 -0.055652 -0.471843  0.286451   X\n",
      "3853 -0.108284 -1.610658  0.452592  1.942240   9\n",
      "3854 -0.124121 -0.454046  0.019400  0.700823   R\n",
      "3855  1.113946 -1.856832  0.814431  1.195482   A\n",
      "3856 -0.685257  0.124450 -0.505895  0.642685   D\n",
      "3857 -0.631722 -0.143666  1.087936  0.219917   Q\n",
      "3858 -0.187875 -1.481584 -1.054768  0.200388   7\n",
      "3859  2.412396 -0.338504 -3.234391 -0.688067   B\n",
      "           one       two     three      four key\n",
      "3860 -1.946231  1.372080 -0.221380 -1.126996   Z\n",
      "3861 -0.226293  0.040196 -2.770018  1.115093   K\n",
      "3862  1.008070 -0.423869  1.889713  0.348198   T\n",
      "3863  0.971149 -1.326166 -0.354046 -0.327411   S\n",
      "3864  1.363531  0.135904  1.467313 -0.127779   P\n",
      "3865 -0.191971 -0.123172  0.510274  0.399055   J\n",
      "3866 -0.751565  1.868232  0.088694  0.470143   Y\n",
      "3867 -0.699965 -1.763551  1.828489 -0.880434   2\n",
      "3868  0.026008  0.920830  0.371928  1.213848   N\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3869  0.680894  0.578016 -1.214840  1.447624   9\n",
      "           one       two     three      four key\n",
      "3870  1.393271  0.043563 -1.146234  1.178807   6\n",
      "3871 -2.190870  0.447900  0.982867 -0.103477   9\n",
      "3872  0.849065 -0.657636 -1.700643 -1.235272   P\n",
      "3873  0.356928  0.729239 -1.165260  0.096956   B\n",
      "3874 -0.615839 -1.021528 -0.775867 -0.585818   N\n",
      "3875  0.094128 -0.637392  2.356799 -0.716470   H\n",
      "3876  1.388508 -0.023484  0.376429  1.644896   O\n",
      "3877  0.418293 -0.817763  0.017513 -1.007160   U\n",
      "3878 -1.023229 -1.664268  1.294334  0.333396   D\n",
      "3879 -0.357209 -0.812385  0.164544  0.395521   P\n",
      "           one       two     three      four key\n",
      "3880  0.243235  0.198341  0.146675 -0.912408   I\n",
      "3881  0.100768 -0.111569  0.442555  0.655966   X\n",
      "3882  0.202154 -0.403594  1.086938  0.057199   J\n",
      "3883  0.682939 -1.257409 -1.030951 -0.695576   T\n",
      "3884  0.224674 -1.282982  0.170886 -0.726662   5\n",
      "3885 -0.815750  0.041670  0.449464 -2.606145   O\n",
      "3886 -0.670342 -0.181165  1.513165  0.241033   H\n",
      "3887 -0.421223 -0.506196  0.667947 -0.252557   Q\n",
      "3888  0.035651 -0.034945 -0.354961 -1.003239   6\n",
      "3889 -0.853610 -0.436814 -0.871246 -0.016232   H\n",
      "           one       two     three      four key\n",
      "3890  0.720570 -0.123687 -1.700154  0.301859   3\n",
      "3891  1.006002 -0.282087  2.905202  1.603571   H\n",
      "3892  1.330782  1.253422 -0.876880 -0.939894   D\n",
      "3893 -1.139084  0.521192 -0.693468  0.703674   K\n",
      "3894  0.322376  0.314143  0.260488 -0.496941   C\n",
      "3895  0.998554 -0.814302  1.048220 -0.061590   S\n",
      "3896 -0.005025 -0.711575 -1.732007 -0.517528   X\n",
      "3897 -1.577290  0.516399  1.199673 -0.512884   N\n",
      "3898 -0.856403  0.031718 -0.488677 -0.819807   T\n",
      "3899  0.879164 -0.000069  0.085142 -0.737688   J\n",
      "           one       two     three      four key\n",
      "3900 -0.917821  0.058367 -0.531512 -0.812805   Y\n",
      "3901 -0.759939  0.105655  0.051760  1.124987   J\n",
      "3902 -0.179008  0.577351  0.638650  1.513243   C\n",
      "3903 -0.792081  0.311284 -0.154408 -0.351271   C\n",
      "3904 -1.331304  0.893181 -0.081846 -0.294823   H\n",
      "3905 -1.197574  0.568164  1.985164  0.583706   Q\n",
      "3906 -0.091010 -0.727648  0.315932 -0.031456   W\n",
      "3907 -0.228641  0.009792  0.409630  0.028353   O\n",
      "3908  1.429089 -0.029746 -0.140590  1.007687   C\n",
      "3909 -0.851548 -0.260413 -0.407416  0.068328   N\n",
      "           one       two     three      four key\n",
      "3910  0.451367  0.434450  0.700736  0.190065   N\n",
      "3911  1.273204  1.482586 -2.012272 -1.377785   F\n",
      "3912  0.665904  0.656233  0.304480  0.159379   F\n",
      "3913  0.206585 -1.101147 -0.707541 -0.978277   M\n",
      "3914  0.990034  0.111278 -0.503772 -0.895681   J\n",
      "3915 -0.684401  0.509117 -0.957427  0.130916   P\n",
      "3916  0.034604  0.769922  0.168948 -1.610443   J\n",
      "3917  2.487347 -0.258829 -0.970272 -0.531656   3\n",
      "3918  0.842772  2.665060 -0.093389 -1.222986   M\n",
      "3919  0.556822  2.105321  0.408342 -1.069528   D\n",
      "           one       two     three      four key\n",
      "3920 -0.566608 -1.806123  0.007237  1.142460   V\n",
      "3921 -0.347958 -1.703298 -1.276779  0.016063   E\n",
      "3922  1.689285 -0.243741 -0.032860 -0.699974   D\n",
      "3923  0.512344  1.105886  0.996068  1.866303   Q\n",
      "3924 -0.695323 -1.138164  0.995713 -0.789440   F\n",
      "3925 -0.494162 -2.277690 -0.092798 -0.041204   G\n",
      "3926  0.102128 -0.497693 -1.240402 -1.376682   L\n",
      "3927  0.532616 -0.955477  0.825893  2.390448   S\n",
      "3928 -1.271741  2.018046  0.124696 -1.138061   H\n",
      "3929  1.163885 -2.197588 -1.198055 -0.422572   0\n",
      "           one       two     three      four key\n",
      "3930 -0.679813  0.274314 -0.178448 -0.426899   M\n",
      "3931  0.933634  0.350504 -0.468304  1.156173   A\n",
      "3932  0.648978 -0.095915 -0.063839  0.086077   W\n",
      "3933  0.611149 -0.742647 -0.250951  1.610875   U\n",
      "3934 -0.141520 -0.351263  1.965070  0.297954   G\n",
      "3935 -0.684332  1.011875  0.706506 -0.181271   G\n",
      "3936  0.268777  0.214678  0.427272  0.521099   V\n",
      "3937  1.167300 -0.018029  1.086841 -0.686287   O\n",
      "3938  0.329986  0.299003 -1.502037 -1.866984   N\n",
      "3939  1.026257  0.389163 -0.433496  0.159210   L\n",
      "           one       two     three      four key\n",
      "3940  1.478011 -0.295447 -0.276814 -0.316251   A\n",
      "3941 -0.343394 -0.083514  3.053345 -0.573149   0\n",
      "3942 -0.030498 -0.380566  0.482507  0.004529   J\n",
      "3943  1.003789 -0.688903 -0.627384  0.704902   I\n",
      "3944 -1.466971 -0.086289 -1.829227 -0.212290   J\n",
      "3945 -1.071013 -1.461017  1.337436  2.297508   A\n",
      "3946 -1.594760 -1.095687 -0.941551 -1.540258   P\n",
      "3947 -0.621689  0.613430 -0.756052  0.647458   Z\n",
      "3948 -0.891974  0.507888 -0.220683  0.062233   B\n",
      "3949 -1.186332 -0.450562 -0.546766 -1.057266   I\n",
      "           one       two     three      four key\n",
      "3950 -0.166791 -1.105684 -0.078870  0.052164   9\n",
      "3951 -0.188106 -0.248578  0.490971  1.547712   V\n",
      "3952 -0.138188  1.187741  1.902460  0.953903   R\n",
      "3953  0.104038 -0.113551  0.764308 -0.918112   L\n",
      "3954 -0.010589  1.300181  0.796239  0.982547   A\n",
      "3955 -1.025152  0.896531 -2.336380  1.033232   J\n",
      "3956  1.851357 -1.359367  2.396933  0.214648   M\n",
      "3957  0.683999  0.638675 -0.277296 -0.996665   D\n",
      "3958  0.086146 -0.918117 -0.541720  0.536131   G\n",
      "3959  0.841857  0.913907 -2.575079  0.794487   6\n",
      "           one       two     three      four key\n",
      "3960 -0.890223  0.582864 -0.999818  0.472839   O\n",
      "3961  0.365285  1.439141  1.549642 -0.181554   S\n",
      "3962  0.172716  0.202307  0.956203 -0.145277   J\n",
      "3963 -0.830696  2.152076  1.159642  1.237279   Y\n",
      "3964  1.078979  0.031309 -0.134672  0.438420   0\n",
      "3965  0.505522  0.563120  0.752424  1.252909   7\n",
      "3966  0.120994  0.416449 -0.643344  0.585661   X\n",
      "3967 -0.686921  0.439469  0.320119  0.841977   F\n",
      "3968  1.540677 -0.824946  1.046444 -0.890283   A\n",
      "3969 -1.630690  0.467838  0.299394 -0.086505   K\n",
      "           one       two     three      four key\n",
      "3970  0.633495 -0.186524  0.927627  0.143164   H\n",
      "3971  0.308636 -0.112857  0.762842 -1.072977   O\n",
      "3972 -1.627051 -0.978151  0.154745 -1.229037   A\n",
      "3973  0.314847  0.097989  0.199608  0.955193   X\n",
      "3974  1.666907  0.992005  0.496128 -0.686391   Y\n",
      "3975  0.010603  0.708540 -1.258711  0.226541   F\n",
      "3976  0.118693 -0.714455 -0.501342 -0.254764   E\n",
      "3977  0.302616 -2.011527 -0.628085  0.768827   D\n",
      "3978 -0.098572  1.769086 -0.215027 -0.053076   S\n",
      "3979 -0.019058  1.964994  0.738538 -0.883776   U\n",
      "           one       two     three      four key\n",
      "3980 -0.595349  0.001781 -1.423355 -1.458477   5\n",
      "3981  1.392170 -1.396560 -1.425306 -0.847535   B\n",
      "3982 -0.896029 -0.152287  1.924483  0.365184   T\n",
      "3983 -2.274642 -0.901874  1.500352  0.996541   C\n",
      "3984 -0.301898  1.019906  1.102160  2.624526   H\n",
      "3985 -2.548389 -0.585374  1.496201 -0.718815   7\n",
      "3986 -0.064588  0.759292 -1.568415 -0.420933   J\n",
      "3987 -0.143365 -1.111760 -1.815581  0.435274   N\n",
      "3988 -0.070412 -1.055921  0.338017 -0.440763   U\n",
      "3989  0.649148  0.994273 -1.384227  0.485120   2\n",
      "           one       two     three      four key\n",
      "3990 -0.370769  0.404356 -1.051628 -1.050899   5\n",
      "3991 -0.409980  0.155627 -0.818990  1.277350   I\n",
      "3992  0.301214 -1.111203  0.668258  0.671922   6\n",
      "3993  1.821117  0.416445  0.173874  0.505118   S\n",
      "3994  0.068804  1.322759  0.802346  0.223618   V\n",
      "3995  2.311896 -0.417070 -1.409599 -0.515821   W\n",
      "3996 -0.479893 -0.650419  0.745152 -0.646038   E\n",
      "3997  0.523331  0.787112  0.486066  1.093156   Q\n",
      "3998 -0.362559  0.598894 -1.843201  0.887292   A\n",
      "3999 -0.096376 -1.012999 -0.657431 -0.573315   M\n",
      "           one       two     three      four key\n",
      "4000  0.467976 -0.038649 -0.295344 -1.824726   H\n",
      "4001 -0.358893  1.404453  0.704965 -0.200638   Z\n",
      "4002 -0.501840  0.659254 -0.421691 -0.057688   2\n",
      "4003  0.204886  1.074134  1.388361 -0.982404   B\n",
      "4004  0.354628 -0.133116  0.283763 -0.837063   1\n",
      "4005  1.817480  0.742273  0.419395 -2.251035   R\n",
      "4006 -0.776764  0.935518 -0.332872 -1.875641   R\n",
      "4007 -0.913135  1.530624 -0.572657  0.477252   L\n",
      "4008  0.358480 -0.497572 -0.367016  0.507702   8\n",
      "4009 -1.740877 -1.160417 -1.637830  2.172201   M\n",
      "           one       two     three      four key\n",
      "4010  0.240564 -0.328249  1.252155  1.072796   K\n",
      "4011  0.764018  1.165476 -0.639544  1.495258   8\n",
      "4012  0.571035 -0.310537  0.582437 -0.298765   U\n",
      "4013  2.317658  0.430710 -1.334216  0.199679   5\n",
      "4014  1.547771 -1.119753 -2.277634  0.329586   M\n",
      "4015 -1.310608  0.401719 -1.000987  1.156708   0\n",
      "4016 -0.088496  0.634712  0.153324  0.415335   B\n",
      "4017 -0.018663 -0.247487 -1.446522  0.750938   K\n",
      "4018 -0.070127 -1.579097  0.120892  0.671432   Y\n",
      "4019 -0.194678 -0.492039  2.359605  0.319810   N\n",
      "           one       two     three      four key\n",
      "4020 -0.248618  0.868707 -0.492226 -0.717959   K\n",
      "4021 -1.091549 -0.867110 -0.647760 -0.832562   E\n",
      "4022  0.641404 -0.138822 -0.621963 -0.284839   A\n",
      "4023  1.216408  0.992687  0.165162 -0.069619   A\n",
      "4024 -0.564474  0.792832  0.747053  0.571675   8\n",
      "4025  1.759879 -0.515666 -0.230481  1.362317   I\n",
      "4026  0.126266  0.309281  0.382820 -0.239199   I\n",
      "4027  1.334360 -0.100152 -0.840731 -0.643967   L\n",
      "4028 -0.737620  0.278087 -0.053235 -0.950972   U\n",
      "4029 -1.148486 -0.986292 -0.144963  0.124362   L\n",
      "           one       two     three      four key\n",
      "4030  1.630594  0.243886  0.468368  1.258048   F\n",
      "4031  1.044890  0.080718  0.857886 -0.298382   S\n",
      "4032 -0.262543 -1.615199 -1.087239  0.759029   D\n",
      "4033  0.020144  1.107792 -0.559435 -0.481925   V\n",
      "4034 -1.203916  1.885343 -0.080470  0.250646   I\n",
      "4035  0.366915 -2.430086 -1.053447  0.346279   N\n",
      "4036  0.434220 -0.079863 -0.422977 -0.074272   4\n",
      "4037  0.040666 -1.810216 -0.189193  1.229266   V\n",
      "4038  1.338459  0.338489 -0.213446  2.325923   X\n",
      "4039  0.572981  0.782664  1.307673  1.619957   M\n",
      "           one       two     three      four key\n",
      "4040  0.762428 -0.648529  1.936515 -1.159666   P\n",
      "4041 -1.252046 -1.538539  1.042281  0.623835   6\n",
      "4042 -0.047530 -0.494310 -0.165460  0.472929   K\n",
      "4043  0.124548  0.730791 -0.257527 -1.511257   Q\n",
      "4044  0.801889 -0.462781 -1.734621  0.674768   B\n",
      "4045 -0.992307 -1.096830 -2.061794  0.035391   K\n",
      "4046 -0.109663  2.577094  0.913563  0.613594   Y\n",
      "4047 -0.541681  1.510031  0.467945  0.553225   L\n",
      "4048 -0.079587 -0.609924  0.353834  1.108030   U\n",
      "4049 -0.043752 -0.410666 -0.729599  0.263223   H\n",
      "           one       two     three      four key\n",
      "4050 -0.761490  1.104182  1.270609 -0.319284   B\n",
      "4051 -0.804975  0.559520  1.052232 -0.645574   N\n",
      "4052  0.353941  1.829963  0.398922 -1.522231   H\n",
      "4053  1.541636  0.478316 -0.666760  1.367175   6\n",
      "4054 -0.987621  0.337534  0.386935  1.996144   9\n",
      "4055 -0.353462 -0.448433 -0.420520  0.606223   U\n",
      "4056 -0.275687  0.127910  0.877756  0.141774   B\n",
      "4057  0.448882 -0.016410 -0.041434  0.483096   U\n",
      "4058 -0.043765 -0.878446  1.525075  0.008223   H\n",
      "4059 -0.064416  0.080921  0.644715  0.393025   U\n",
      "           one       two     three      four key\n",
      "4060  0.015018 -1.620301  0.465866  1.637377   J\n",
      "4061  0.579715 -0.565646 -0.812129  1.532803   X\n",
      "4062 -0.324507  1.853351 -2.268609 -0.355132   E\n",
      "4063 -0.100247 -1.954614  0.132519  0.836927   F\n",
      "4064  0.275725  0.349561 -0.617723  0.675991   H\n",
      "4065  0.300486 -0.914367 -1.604609 -0.905458   1\n",
      "4066 -0.362382  0.708361 -0.388317 -2.328763   G\n",
      "4067  0.805331  0.073617  0.481166  0.632621   A\n",
      "4068  0.786095  0.095137 -1.049965  1.828798   L\n",
      "4069  0.207815  1.407275 -1.044800  0.140207   X\n",
      "           one       two     three      four key\n",
      "4070  1.809750  0.592023 -0.146215 -0.113818   I\n",
      "4071  0.190562 -2.886359  0.514365 -2.208118   X\n",
      "4072  0.844977 -0.164290  0.218672  0.099012   5\n",
      "4073  0.195035 -0.649591  2.171664  0.453466   K\n",
      "4074 -0.056433  1.758650 -0.448091  0.346784   J\n",
      "4075 -0.112609 -2.642457 -0.487310 -0.220507   0\n",
      "4076 -1.395319  0.573474 -0.013324 -1.307070   P\n",
      "4077 -2.080273  0.097498  0.321489  0.012608   J\n",
      "4078  0.883172  0.490427 -0.799299 -0.699669   O\n",
      "4079 -0.138632 -1.417845 -0.199678  1.199299   E\n",
      "           one       two     three      four key\n",
      "4080 -0.961579  1.166247 -1.124953  0.201728   N\n",
      "4081  1.301453  1.077117  0.560502  0.859991   V\n",
      "4082  0.063679 -0.995532  0.879547 -0.012471   I\n",
      "4083 -0.373381  0.982861 -0.037534 -1.337856   Y\n",
      "4084  1.492292  0.485490  0.129313  1.733569   8\n",
      "4085 -0.908492  0.498234 -0.588844 -0.903956   F\n",
      "4086  1.137140  0.977509 -0.940994  0.149013   H\n",
      "4087 -1.049838  2.453425  1.230087 -2.068508   Q\n",
      "4088  1.485199 -0.806453 -0.475087  0.936801   E\n",
      "4089 -0.790437  1.823852  0.470827  0.898782   Y\n",
      "           one       two     three      four key\n",
      "4090  2.024808  0.032251  1.315297 -0.156433   F\n",
      "4091  0.379253 -1.059409 -1.132068  1.222296   S\n",
      "4092  2.403216 -1.792528 -0.917573 -0.886693   J\n",
      "4093  1.249975  1.491530  0.371476 -0.000465   M\n",
      "4094  0.501131 -1.852451  1.110354  0.508865   R\n",
      "4095  1.106521  0.098153  0.789793  1.192693   Q\n",
      "4096 -0.540543  1.782569  0.051931  0.463868   H\n",
      "4097 -0.101980  0.981720  1.106990 -1.752269   J\n",
      "4098  0.632107 -0.761419  1.427930 -0.046928   K\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4099  1.009779 -0.608379 -1.405105 -1.175054   V\n",
      "           one       two     three      four key\n",
      "4100 -0.602748 -0.182504 -0.768164  1.260686   F\n",
      "4101 -0.039105 -0.069510 -1.358052 -0.292859   Z\n",
      "4102 -0.345101 -0.179477 -0.904658 -0.071287   E\n",
      "4103 -0.759495  0.225916  2.235872 -0.004490   D\n",
      "4104 -1.686771  0.742276  0.485876  1.798507   Y\n",
      "4105  0.145697  0.805037  0.350362 -0.540235   E\n",
      "4106  2.487654 -0.147867  0.580688 -0.305696   E\n",
      "4107  0.380166 -0.592483  0.393693 -0.463217   6\n",
      "4108  0.963549 -1.550302 -0.944962  0.121546   K\n",
      "4109 -0.040385 -0.312649 -1.196604  1.075043   Q\n",
      "           one       two     three      four key\n",
      "4110  0.938357 -0.235761 -0.077360  1.162150   Z\n",
      "4111  0.190303 -0.425473  0.362347 -0.688711   C\n",
      "4112  0.256419  0.082669 -2.302758 -0.446115   L\n",
      "4113  0.690972  0.871498  0.948469  0.644683   B\n",
      "4114 -1.157781  0.093696 -0.765273 -0.724767   C\n",
      "4115 -0.295462 -0.832817  1.490204 -0.420786   S\n",
      "4116  0.132723 -1.255780  1.370008  1.144490   H\n",
      "4117 -0.111381  0.572076  1.807962  1.090205   4\n",
      "4118  0.178700 -1.608832  2.174615 -1.351738   3\n",
      "4119  1.202183  0.179583  0.202061 -0.731213   V\n",
      "           one       two     three      four key\n",
      "4120 -0.674447 -0.184703  0.706721  0.718681   C\n",
      "4121  1.765535 -0.951932  0.320147 -1.159350   T\n",
      "4122 -1.247885 -0.725490  0.541998 -0.126572   T\n",
      "4123 -1.164045 -0.647619 -0.550283  1.164943   P\n",
      "4124  1.816133 -0.393382 -1.212910 -0.317187   M\n",
      "4125  0.499883 -1.183631 -0.638619 -0.785337   R\n",
      "4126  1.228499  1.253479 -0.221459 -0.065413   P\n",
      "4127  1.018951 -0.423937 -1.724553 -0.823409   K\n",
      "4128 -0.169893  0.301072  1.409961 -0.516056   O\n",
      "4129  0.883068  0.950613  0.783766  0.776407   T\n",
      "           one       two     three      four key\n",
      "4130  1.032778 -0.092930  0.600042  0.173515   E\n",
      "4131 -0.249225 -0.064820 -0.012763  0.030473   G\n",
      "4132  0.556590  1.976901  0.130669  2.719664   G\n",
      "4133  0.161076 -1.314940 -0.605192 -0.732213   T\n",
      "4134 -1.842062  0.010915 -0.013233 -0.298259   Q\n",
      "4135  1.727237  1.674584 -0.988291  0.512445   D\n",
      "4136 -0.190386 -0.184385  1.163292 -1.059896   W\n",
      "4137  0.693111  0.815751 -2.388695 -0.201710   I\n",
      "4138 -0.062113 -0.009850  0.658453  0.782910   I\n",
      "4139  0.880940 -0.707391 -0.750939 -0.042381   E\n",
      "           one       two     three      four key\n",
      "4140 -0.592838 -0.700117  0.831352 -1.158911   B\n",
      "4141  1.628350  0.404618  0.086334  0.278914   R\n",
      "4142  0.210544 -0.909438  0.903900  0.471579   M\n",
      "4143  0.033606 -0.882900 -0.345729 -0.317833   E\n",
      "4144 -0.075574 -0.616260 -0.342471  0.850522   F\n",
      "4145 -1.262951 -0.167273  1.457807 -0.375636   O\n",
      "4146 -0.289513 -0.927606  0.950207  1.234067   U\n",
      "4147  1.346532  1.083389 -0.840823  0.525032   D\n",
      "4148  0.698213 -1.263537  0.034589 -1.082713   T\n",
      "4149 -0.798004 -1.301795 -1.956852 -1.284120   7\n",
      "           one       two     three      four key\n",
      "4150  0.042611 -0.175943 -1.015977  0.668174   9\n",
      "4151  1.522649  2.291392  1.506445 -0.448051   X\n",
      "4152  0.549118 -0.439673  0.651229  2.648046   N\n",
      "4153  0.119468  0.224633 -0.462937  1.410156   A\n",
      "4154 -0.323899 -0.115278 -2.247625  0.271304   D\n",
      "4155 -0.569093  1.860056 -2.552601 -0.433538   S\n",
      "4156  0.112111 -0.845798  1.006310  1.138832   I\n",
      "4157 -0.499492  0.916415 -1.045215 -0.507578   H\n",
      "4158  0.376336  0.764119  0.935520 -0.594284   S\n",
      "4159  0.043552 -1.133114  1.839960  1.076891   U\n",
      "           one       two     three      four key\n",
      "4160  0.085216  2.510964 -1.054814  0.673700   T\n",
      "4161 -1.781879 -1.085402 -0.052362 -1.070721   G\n",
      "4162  0.895674  1.221778  0.354944 -2.720801   C\n",
      "4163  0.178964 -1.240360  0.216703 -0.931038   7\n",
      "4164  0.751111 -1.677541 -1.845294  0.472624   G\n",
      "4165 -0.174065  0.417376  0.675686  0.976130   P\n",
      "4166  0.469285  0.468043  0.740358 -3.173509   Y\n",
      "4167 -0.414343 -0.847570  0.321461 -2.575767   W\n",
      "4168  0.947171  0.328539  0.194055 -0.530855   U\n",
      "4169  0.280984  2.218110  0.043019  0.105971   3\n",
      "           one       two     three      four key\n",
      "4170  1.368775  0.314364  0.237928  0.826480   J\n",
      "4171 -0.556654  0.677244 -0.048745  0.481485   D\n",
      "4172  1.275352 -1.636605 -0.907083 -0.842150   B\n",
      "4173  0.354485  0.336961 -0.877361  1.943403   2\n",
      "4174  1.630411 -0.107837 -0.452670  0.511911   5\n",
      "4175  2.130822 -0.513613 -0.589273  0.270247   H\n",
      "4176  1.133030 -0.920499 -0.411478 -0.001258   F\n",
      "4177 -0.022368 -0.165693  1.487503 -1.560971   E\n",
      "4178 -1.597818 -0.544170  0.565076  1.288177   0\n",
      "4179 -0.641429  0.376690 -0.153789 -0.512961   W\n",
      "           one       two     three      four key\n",
      "4180  0.314357 -0.962542 -0.541513 -1.156165   D\n",
      "4181  0.088340  0.814274 -0.304655  0.792676   7\n",
      "4182 -0.241962 -0.629315 -2.212602 -0.374105   6\n",
      "4183 -1.181735 -0.596942  0.274344  0.273126   Y\n",
      "4184 -0.216653 -0.736039 -0.695236  0.421188   K\n",
      "4185 -0.210084  0.708077  1.545655 -1.587045   A\n",
      "4186 -0.194804 -0.215578  0.691829 -0.099275   A\n",
      "4187  0.555034 -0.628948 -0.550886 -1.303585   7\n",
      "4188 -0.001326  0.234979  0.305587  1.174985   1\n",
      "4189 -0.505885  0.289075 -1.017537  0.086235   N\n",
      "           one       two     three      four key\n",
      "4190  0.818458 -0.077424 -1.535597 -0.727323   U\n",
      "4191 -0.739838  0.654748  0.775893  0.911726   P\n",
      "4192 -0.157669  0.010577 -0.473291 -0.114977   W\n",
      "4193  1.582073  1.211351  0.277131  0.637144   D\n",
      "4194 -0.704190  0.127876  1.052503  0.209074   Q\n",
      "4195 -0.389368 -0.932914 -0.998025  0.563617   G\n",
      "4196 -0.558272 -0.161775 -1.538067  0.613443   8\n",
      "4197 -0.158497  1.349013 -0.475158 -1.033059   V\n",
      "4198  0.407671  0.254557 -1.560825  1.125628   U\n",
      "4199 -0.653921  0.027579 -1.396294  0.913825   L\n",
      "           one       two     three      four key\n",
      "4200 -2.576925  0.338165  0.519443 -2.303307   M\n",
      "4201 -0.842865  1.082165 -0.646398 -1.135007   0\n",
      "4202 -0.494181  0.104939  0.827237  1.055114   2\n",
      "4203  1.155762 -0.066008  0.236059  0.309968   A\n",
      "4204 -0.687534 -0.026354  0.106619  2.474902   T\n",
      "4205  0.649518 -1.177811 -0.954277 -0.339044   L\n",
      "4206 -0.423468  0.638838 -0.039035  0.145446   Z\n",
      "4207  0.082738 -0.472712  0.480072  2.019987   X\n",
      "4208  0.268893 -1.484846 -1.637640 -2.325580   6\n",
      "4209 -0.107130 -1.112420 -1.270698  0.848297   T\n",
      "           one       two     three      four key\n",
      "4210 -1.045441  0.797203 -0.350623 -1.154112   G\n",
      "4211  0.419681 -1.202555  0.374433 -0.556202   3\n",
      "4212  0.203281  0.947045  0.990642  0.061859   G\n",
      "4213  2.092124  0.906692  1.327444  1.098020   E\n",
      "4214  0.426330  0.775431 -0.540807  0.483395   X\n",
      "4215  1.652039 -0.887320 -2.174533  1.286618   H\n",
      "4216  1.014085  0.771958  0.391398  1.349605   H\n",
      "4217 -0.268733  0.145778  1.148385 -0.055859   E\n",
      "4218  1.174609  0.611714  0.515179 -0.185848   W\n",
      "4219 -2.405019 -0.160283  2.322082 -0.944043   O\n",
      "           one       two     three      four key\n",
      "4220  0.423192  0.095787 -0.887768 -0.741621   X\n",
      "4221 -1.242080  0.371924  0.166777  1.010489   D\n",
      "4222  1.293472  1.144530 -1.481267 -0.441602   P\n",
      "4223 -1.126853 -1.037226 -0.239714  1.173219   3\n",
      "4224 -1.062209  1.192262 -0.775448 -1.225012   L\n",
      "4225 -0.372656 -0.485828  0.534655 -1.212245   1\n",
      "4226 -0.020036 -1.333035  2.189450 -0.249190   Q\n",
      "4227 -0.577763 -0.389902  0.488138  0.626001   T\n",
      "4228 -0.766541  0.713717 -1.018256  1.889361   Y\n",
      "4229 -1.738700 -0.336054 -0.992538  1.421204   M\n",
      "           one       two     three      four key\n",
      "4230 -0.568216 -1.848144  0.863835  1.322281   N\n",
      "4231  1.321858  1.008873  0.254608 -1.342099   N\n",
      "4232 -1.443118  0.240571  0.792944  0.073668   C\n",
      "4233  0.440872  1.122574 -0.755519 -0.716928   N\n",
      "4234  1.515096  1.335474 -0.910116  0.051178   4\n",
      "4235  2.023580  1.096807 -1.348178  0.264342   Q\n",
      "4236 -0.361315  1.010652  2.553879 -0.089575   W\n",
      "4237 -0.994548 -0.457568  2.218483 -1.278251   P\n",
      "4238  0.132032 -1.305137 -0.536163 -1.280055   W\n",
      "4239  1.161764  0.818182  0.015119  0.283322   L\n",
      "           one       two     three      four key\n",
      "4240 -1.039421  1.134517 -2.225790  0.059204   A\n",
      "4241 -0.867389  0.398072  2.053797  0.734563   K\n",
      "4242  1.453002  0.569163  0.198248  0.465206   T\n",
      "4243 -0.095428  0.428386 -0.405098 -1.397249   5\n",
      "4244 -1.173270  0.159078  1.927651 -0.210691   Q\n",
      "4245  1.043966 -0.104111 -0.249276 -0.020779   D\n",
      "4246  0.280529  1.601091  0.561331  0.868631   E\n",
      "4247 -0.659953 -2.303160  0.248001  0.942726   L\n",
      "4248  0.790584 -0.983116  0.874531  0.809282   B\n",
      "4249 -1.175911  2.151987 -0.080928 -0.431624   N\n",
      "           one       two     three      four key\n",
      "4250 -0.261110 -0.516070  1.135388 -0.761320   I\n",
      "4251  0.703424  0.449614 -1.593578 -1.155400   N\n",
      "4252  1.116450 -0.274069 -0.029748 -0.433413   G\n",
      "4253 -0.357309 -0.529398  0.205418  0.108428   E\n",
      "4254  0.423229  2.089096  0.923675  1.502727   Y\n",
      "4255  0.217126  1.282361 -0.978429  0.263613   M\n",
      "4256 -0.443398  0.676990  0.638589 -0.873795   E\n",
      "4257  1.005342  0.682462  1.200273  0.193455   F\n",
      "4258  1.376210  1.148046 -1.194933 -0.024651   6\n",
      "4259  0.745347 -0.886025 -0.437063  2.124741   R\n",
      "           one       two     three      four key\n",
      "4260  0.620059 -1.371443  0.722630  1.637960   T\n",
      "4261  0.006307 -1.331342  0.064962 -0.572398   U\n",
      "4262 -0.198477  0.684456 -0.147475  0.581649   D\n",
      "4263  0.681178  0.283489 -0.201257 -0.837272   J\n",
      "4264 -3.726864  2.152632  0.986711 -1.273956   D\n",
      "4265  1.232965 -0.872075  1.125734 -1.269692   F\n",
      "4266  1.680718 -0.795062  0.429542  0.907960   K\n",
      "4267  0.012603 -0.559558  1.170093 -0.755084   0\n",
      "4268  0.478688 -0.923803 -1.621413  1.122109   W\n",
      "4269  0.654913  0.051571  2.016148  0.652618   O\n",
      "           one       two     three      four key\n",
      "4270 -0.840525 -0.155628  0.992246  0.818995   2\n",
      "4271  0.167651 -0.126483 -0.215923 -0.551817   L\n",
      "4272 -1.694869 -0.251794  0.643792  1.051484   G\n",
      "4273  1.158911  1.192041 -0.474725 -1.188533   M\n",
      "4274 -0.359609 -0.742870 -1.434232 -0.412530   M\n",
      "4275  0.527894  0.084068  2.368530 -0.003024   Y\n",
      "4276  0.388307  0.969655 -0.162391 -0.256349   J\n",
      "4277 -0.270080 -1.255751 -0.356179  1.231406   C\n",
      "4278  0.082013 -0.523347 -0.298926 -2.259246   X\n",
      "4279 -1.401529  0.293567  0.915069 -0.697824   X\n",
      "           one       two     three      four key\n",
      "4280 -0.342039  0.204837  0.965391  0.219577   8\n",
      "4281  1.588456 -0.269372 -0.298399 -0.017322   L\n",
      "4282  0.367103 -0.208087 -0.251701 -0.522193   L\n",
      "4283  0.197511 -0.502179 -1.736854  1.234516   F\n",
      "4284  1.552528 -1.332354 -0.227918 -0.817041   F\n",
      "4285  0.304382  1.406603  0.373172  0.446837   E\n",
      "4286 -1.405559 -0.701879  1.793801 -0.370495   V\n",
      "4287 -0.290146  0.466117  1.019924 -0.091318   N\n",
      "4288 -0.046104  0.873557  0.660301  0.463093   Q\n",
      "4289 -1.577012 -2.119284  1.805621 -0.283501   P\n",
      "           one       two     three      four key\n",
      "4290  0.340372  0.382561  0.000311  0.452417   J\n",
      "4291  1.617485  0.325101 -0.560042  0.944086   P\n",
      "4292  0.268348 -0.373020  0.433140 -0.868286   A\n",
      "4293  0.599411 -1.053006 -0.061247  0.890922   Q\n",
      "4294 -1.767324  0.564683 -0.274612 -0.174666   U\n",
      "4295  0.007589  1.506447  1.903478  0.416104   V\n",
      "4296 -0.109962 -0.920117  1.823192 -1.427935   U\n",
      "4297  0.645940  0.441283  0.724279  0.726795   8\n",
      "4298  1.189913 -0.453601  1.207129 -0.241785   R\n",
      "4299  1.209583  0.651352  0.384910  0.560130   N\n",
      "           one       two     three      four key\n",
      "4300 -0.835033  0.186814  0.099421 -0.540764   D\n",
      "4301  0.923118 -1.349525  1.986289  1.099944   6\n",
      "4302 -0.169421  1.093335 -0.047652 -0.085705   E\n",
      "4303 -0.367095 -0.764237  0.525876  0.358030   4\n",
      "4304 -1.150007  0.824941 -0.871591  0.058124   Q\n",
      "4305  1.497400 -0.819334  0.017392 -0.037314   X\n",
      "4306 -0.317808  1.235653  0.129119 -0.750614   V\n",
      "4307  0.895324  1.738289 -0.789496  1.561415   O\n",
      "4308 -2.323376 -0.086484 -0.937811  0.975500   L\n",
      "4309  0.749857 -1.469871  2.674434 -0.835018   L\n",
      "           one       two     three      four key\n",
      "4310 -0.631611 -0.828862 -0.120594 -1.000737   J\n",
      "4311 -0.722216 -0.507616  0.252700 -0.196935   I\n",
      "4312 -1.121400 -0.830074 -1.556151  1.372112   1\n",
      "4313  1.255334 -0.091549 -1.092050  1.431610   V\n",
      "4314 -2.088980 -1.033840 -0.175710 -0.044959   I\n",
      "4315 -0.593836 -0.125592 -0.148473  0.824293   U\n",
      "4316 -0.853371 -1.050392 -1.636552 -0.531499   D\n",
      "4317  0.184960  0.724281 -1.303614  0.042783   P\n",
      "4318 -0.234229 -2.156776  0.665154  0.652185   4\n",
      "4319 -0.542995  0.391323 -0.623619 -0.638091   8\n",
      "           one       two     three      four key\n",
      "4320  1.036986  0.499677  1.148364 -0.467139   K\n",
      "4321  0.762713 -0.337946 -0.239413 -0.662795   S\n",
      "4322  0.749977  0.712538  1.001917 -0.996523   1\n",
      "4323  0.171084 -0.255490  0.102048 -0.316483   S\n",
      "4324  1.932525  0.246313 -0.141027 -0.530162   5\n",
      "4325 -1.057745 -0.974924 -0.138164  0.507494   X\n",
      "4326  1.450925 -0.757698 -0.095352 -0.783242   Y\n",
      "4327 -0.851492  0.531830 -0.000885  1.090088   9\n",
      "4328 -1.455230 -1.651306  0.176941  0.872048   Y\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4329  1.614927 -1.213212 -0.481253 -0.417014   D\n",
      "           one       two     three      four key\n",
      "4330 -0.084471 -0.277350  1.451430  0.084764   L\n",
      "4331 -0.518113  0.226028 -0.511796 -0.919190   Y\n",
      "4332 -0.972866  1.004205  0.120233  0.042025   T\n",
      "4333  2.833891 -2.101260 -0.429482 -0.463515   G\n",
      "4334 -0.128270 -0.543380 -0.221873 -1.029007   L\n",
      "4335  1.247967  0.128850 -1.559185  0.044223   T\n",
      "4336  0.273832  0.522074 -0.308342  2.699276   F\n",
      "4337  0.702012  0.711724  1.163336  0.296343   T\n",
      "4338 -1.016164 -0.354134  0.344964 -0.991717   V\n",
      "4339  1.063249 -1.609780  1.585452  0.266229   6\n",
      "           one       two     three      four key\n",
      "4340 -0.345092 -1.783733  0.995363 -0.133127   G\n",
      "4341  0.580273  0.858170 -0.411594  0.237033   D\n",
      "4342  0.242251 -0.014573 -0.546432  0.329856   C\n",
      "4343  0.399690  1.883217 -0.567522  0.406623   I\n",
      "4344 -0.388245  1.919552 -0.905067  0.678331   B\n",
      "4345  0.533744  1.906746  0.543798 -1.308828   X\n",
      "4346 -0.978301 -0.936583  0.090409 -0.218280   E\n",
      "4347  0.339442 -0.280250 -1.007012 -2.808084   W\n",
      "4348 -1.670404  0.076665  1.298030 -0.763384   E\n",
      "4349  0.673709  1.492749  0.547974 -0.214530   L\n",
      "           one       two     three      four key\n",
      "4350 -0.860414 -1.054173 -0.213906  2.004594   M\n",
      "4351 -0.697103  0.482459 -0.618269  0.468325   F\n",
      "4352 -1.595699  0.747179  0.439322  0.375915   X\n",
      "4353  0.640864 -0.928823  0.139356 -0.740332   C\n",
      "4354  0.504642  0.081301 -0.524631  0.122069   U\n",
      "4355 -1.560576 -1.408741  0.544641  0.939580   T\n",
      "4356  0.876947  0.969392 -1.069375  0.173287   W\n",
      "4357 -0.995748 -0.962385  1.257431 -0.631646   2\n",
      "4358  0.500236 -0.891189  0.463304 -0.394501   Y\n",
      "4359 -2.687335 -0.240997 -0.588067 -0.355682   T\n",
      "           one       two     three      four key\n",
      "4360  1.112292 -0.026863 -0.144077  0.364361   W\n",
      "4361  0.236183  0.113043 -1.380454  0.028792   3\n",
      "4362 -1.093494 -0.946562  0.149382 -0.190454   2\n",
      "4363  0.676450  0.904576  0.854621  0.323596   D\n",
      "4364  1.841712  0.439631 -1.265122 -0.713029   A\n",
      "4365 -1.128605 -0.498973 -0.079963  0.176692   I\n",
      "4366  0.767857 -0.511653 -2.181414 -0.225151   C\n",
      "4367  2.219223 -1.507158  0.901499  0.474151   X\n",
      "4368 -0.030439  0.912498  1.780497  0.437122   Z\n",
      "4369  1.038661 -0.390589  1.521634  1.431299   2\n",
      "           one       two     three      four key\n",
      "4370 -0.562848  0.630243 -0.055077 -2.031742   2\n",
      "4371 -0.838191  1.910501  1.784924 -0.128932   V\n",
      "4372  0.289630  1.530673 -1.678070  1.182819   E\n",
      "4373 -0.458333  1.229672 -0.038087  0.961370   J\n",
      "4374  0.607271 -1.161728  1.128581  0.477947   H\n",
      "4375  1.136751 -0.617244 -0.103225  1.273975   B\n",
      "4376 -0.499357  0.082418  0.886325 -0.889350   H\n",
      "4377 -0.053079 -0.431909 -0.819710 -0.184383   8\n",
      "4378  0.554389 -3.415448 -1.008008  0.095636   M\n",
      "4379 -0.437518  1.416218 -1.223696 -0.983091   X\n",
      "           one       two     three      four key\n",
      "4380 -0.562207  0.266432  0.282217 -0.572417   M\n",
      "4381  0.282379  0.261255  0.389700 -1.350305   G\n",
      "4382  1.036831  0.417989 -0.203446  0.483799   A\n",
      "4383 -0.468093  0.346607 -1.773748  0.778593   P\n",
      "4384  0.439716 -0.543873  0.113144 -0.889964   U\n",
      "4385 -1.374947  1.858126  0.670141  1.643450   F\n",
      "4386 -0.854071  0.015123  0.606645 -0.924789   5\n",
      "4387 -1.064914 -0.752264  0.635654 -0.847769   J\n",
      "4388  0.328038 -2.201035 -0.640835 -0.762974   4\n",
      "4389 -0.454491 -1.296817  2.021387  0.740482   Z\n",
      "           one       two     three      four key\n",
      "4390  0.495933 -0.706393  0.515892 -1.664529   E\n",
      "4391  1.015098  0.254481  0.284005  0.084618   V\n",
      "4392  1.110091 -1.078437 -0.415991 -2.497072   F\n",
      "4393 -0.787877  0.023630  0.791347 -0.153287   F\n",
      "4394  0.074121  2.946737  0.432237 -1.322222   P\n",
      "4395  0.353429 -0.247717  0.027099 -0.872752   V\n",
      "4396  1.224205  0.710345  0.406204  1.362394   O\n",
      "4397 -0.350708 -2.263328  0.280188  0.996978   X\n",
      "4398  0.207886  1.219363  0.120394  1.416482   L\n",
      "4399  0.321767  0.997815 -0.141009 -0.214223   J\n",
      "           one       two     three      four key\n",
      "4400 -1.343528 -0.396485 -1.638347 -1.006332   W\n",
      "4401  0.022319 -0.704375  0.789894 -1.780649   Y\n",
      "4402 -1.539439  0.535850  1.976509  1.146052   Z\n",
      "4403  1.721770  0.110358 -1.426991  0.302453   K\n",
      "4404 -0.122783  1.017953 -0.485182 -0.757533   S\n",
      "4405  1.437882  0.462309  0.645184 -0.488188   Y\n",
      "4406  0.252519 -0.893764 -1.451020 -0.037571   C\n",
      "4407  1.428140 -0.307382  0.835236  0.318659   U\n",
      "4408 -0.653513 -0.826898  0.365600 -0.343442   Y\n",
      "4409  0.648526  0.382166  0.837120  2.057713   T\n",
      "           one       two     three      four key\n",
      "4410 -0.294031  1.866947 -2.424641 -0.594399   0\n",
      "4411  0.546136 -1.165291 -0.069493  0.839443   W\n",
      "4412  0.055590  0.460796  1.480777 -1.173950   Z\n",
      "4413  0.911487  0.336341 -0.890390 -0.131222   S\n",
      "4414 -0.907505 -0.773818  0.123461  1.723814   A\n",
      "4415  0.118950  0.898642  1.359423 -0.025140   E\n",
      "4416 -0.878655 -1.640173 -1.324034  1.131211   E\n",
      "4417 -0.019509  0.876113 -1.549758  1.650965   L\n",
      "4418 -0.003943 -0.100711  0.089326  1.220398   K\n",
      "4419 -0.047169 -0.834210 -1.417680 -0.992629   X\n",
      "           one       two     three      four key\n",
      "4420  1.408109 -1.297373  0.331664  0.227963   3\n",
      "4421 -1.254859  0.379769  0.234048 -0.412161   E\n",
      "4422  0.532227 -0.576430  0.433983 -1.034566   G\n",
      "4423 -0.440186 -0.920560 -0.886908 -0.717393   N\n",
      "4424  1.755844  0.583305 -0.023002 -1.240222   7\n",
      "4425  0.326275  1.118900  2.100199 -0.302665   T\n",
      "4426  0.024880 -0.717322  1.408196  0.961346   A\n",
      "4427 -2.338187  1.448027 -1.882319  0.090921   Z\n",
      "4428 -2.329398  0.226033 -0.359550 -0.545552   C\n",
      "4429 -0.203604 -0.371016 -0.120285 -1.316813   T\n",
      "           one       two     three      four key\n",
      "4430  1.626647  0.296330  0.314341 -0.031742   X\n",
      "4431  1.915538  0.902880  0.408403  0.380036   K\n",
      "4432 -1.095378 -1.436462 -0.136636 -0.076472   O\n",
      "4433 -1.588550 -0.192420 -0.125519 -0.116338   L\n",
      "4434  0.677292  0.021536 -1.543651 -0.254482   D\n",
      "4435  0.146033  0.956711 -0.116033 -1.118259   W\n",
      "4436  0.162939 -0.176831 -0.517489 -0.086483   I\n",
      "4437  0.446004  1.421391  1.864233 -0.231944   O\n",
      "4438 -0.766637  0.849322 -2.271482  0.097941   Q\n",
      "4439 -2.212326  0.371240  0.076708  0.579678   W\n",
      "           one       two     three      four key\n",
      "4440  0.449888 -0.382982  0.535168 -0.139049   J\n",
      "4441 -0.226391 -0.360102 -0.256503 -0.591466   E\n",
      "4442  0.731660 -1.895307 -0.977830  0.609795   A\n",
      "4443  0.093161 -0.941322  0.948940  0.907185   O\n",
      "4444 -0.473135 -0.154075 -1.019198  0.463382   G\n",
      "4445 -0.360482  1.129282 -0.520626 -0.583512   G\n",
      "4446  0.398428  0.931627  0.126570 -0.359562   F\n",
      "4447  0.056456  0.942890  0.487491 -0.325111   K\n",
      "4448  0.919766  1.271893  0.325629  1.438338   5\n",
      "4449  0.826460 -0.252578 -0.935145  1.414167   X\n",
      "           one       two     three      four key\n",
      "4450  0.239817  0.200546  0.676698  0.359205   Q\n",
      "4451  1.004258  0.137820  0.340930 -0.534090   6\n",
      "4452 -0.022907 -1.523095  0.641033 -0.104281   Q\n",
      "4453  2.455329 -0.190569  0.302309 -0.480748   C\n",
      "4454 -1.152559 -1.857734  0.187128 -1.995975   Z\n",
      "4455 -1.576836 -1.958031 -0.140602  0.632315   Q\n",
      "4456  0.426068 -0.167195 -1.075382 -1.092328   8\n",
      "4457 -0.716212  1.015349  0.488514 -0.699262   Q\n",
      "4458 -1.159867 -0.775871  0.605492 -0.297012   J\n",
      "4459 -0.088278 -0.206925  0.104638  0.875423   F\n",
      "           one       two     three      four key\n",
      "4460 -0.610495  0.557744  0.931149  0.436779   4\n",
      "4461  0.379394 -1.317547  0.001410  0.969856   A\n",
      "4462  0.864211  1.519593  1.260238  0.654337   D\n",
      "4463  1.350424  0.345149 -0.829001  0.185953   3\n",
      "4464  0.956002  0.566695  1.150978 -0.360039   H\n",
      "4465 -1.012716 -1.020895  0.650649 -1.216440   S\n",
      "4466 -1.087239 -0.949828 -0.645358 -0.859970   L\n",
      "4467  1.614264  0.488728  2.352849  0.268151   H\n",
      "4468  0.662645 -0.887113  0.476253  0.060454   G\n",
      "4469  0.005817 -2.763755 -1.300543  0.542561   Q\n",
      "           one       two     three      four key\n",
      "4470  0.763453  0.438033 -1.231173  0.806291   8\n",
      "4471  0.024834  1.118008  1.737034 -0.374938   0\n",
      "4472 -0.355465 -1.076554  0.965899  0.659141   U\n",
      "4473 -0.745188 -0.782877 -1.258483 -1.055936   M\n",
      "4474  0.202093 -1.282088 -0.779935  1.443650   Q\n",
      "4475  0.760751  0.022058 -0.351377  0.211099   K\n",
      "4476  0.557158 -1.876649 -1.430152 -1.654969   T\n",
      "4477  1.319639 -0.215070 -0.362025  0.518275   8\n",
      "4478 -2.286471  0.411294 -1.539162 -0.091418   T\n",
      "4479 -0.573244 -0.422650  1.464084  0.542439   2\n",
      "           one       two     three      four key\n",
      "4480 -0.557591 -0.698958 -0.993515  0.075930   P\n",
      "4481  1.334503  0.513017 -0.587334 -0.251176   Z\n",
      "4482 -1.496775  0.744357 -0.482187 -1.308006   E\n",
      "4483 -1.174527  0.387196 -1.718539 -1.281410   Y\n",
      "4484 -0.675110  1.193266  0.997502 -0.521573   7\n",
      "4485  0.157038 -1.616308 -0.903544  0.350487   A\n",
      "4486 -0.130342 -0.803972 -0.113091 -0.381549   S\n",
      "4487 -1.348766  0.714156  0.043432 -0.057863   O\n",
      "4488  0.760157 -0.318976  0.433243 -0.439731   2\n",
      "4489 -0.526896 -1.083645 -0.161763  0.660053   Z\n",
      "           one       two     three      four key\n",
      "4490 -0.461582 -1.050731 -0.426427  0.887175   O\n",
      "4491 -0.222515  0.753492 -0.409289 -0.295382   L\n",
      "4492  0.721114  1.011716 -0.271546  1.211776   W\n",
      "4493  1.121356  0.468571 -0.336326  0.078605   S\n",
      "4494  0.164942 -0.266021 -2.143937 -2.113471   D\n",
      "4495  1.345822  2.363195 -1.405568  2.599800   M\n",
      "4496  0.173217 -0.116329  0.373466  0.381805   I\n",
      "4497 -0.289274  1.439352 -0.799853 -1.208543   D\n",
      "4498  1.094008  0.049683 -1.445820  0.540209   H\n",
      "4499  0.290745  0.590175  0.895260 -0.025518   G\n",
      "           one       two     three      four key\n",
      "4500 -0.264040 -1.204051  0.504199  0.602873   M\n",
      "4501  2.027584 -0.097576 -0.445689  1.965018   Q\n",
      "4502  1.342573  1.231400  1.723257  1.332216   H\n",
      "4503  1.536042  1.585264  0.904740  0.972697   N\n",
      "4504 -0.494593  0.008418  1.512647 -0.114531   A\n",
      "4505  0.796604  0.242223 -0.381732 -0.006187   B\n",
      "4506 -0.103388  0.690857 -0.217870 -0.399363   Z\n",
      "4507 -1.055039  1.263498 -0.294833 -0.131290   R\n",
      "4508  0.769964 -0.077621 -1.569057  1.759866   Q\n",
      "4509 -0.380482 -0.444606 -0.959613  0.375138   2\n",
      "           one       two     three      four key\n",
      "4510  0.343652  1.653497  0.361990  1.413521   P\n",
      "4511 -1.037169  0.466151 -0.483780  1.754663   D\n",
      "4512 -1.370660 -0.066661  0.780669 -0.341960   3\n",
      "4513 -1.218953 -1.185454 -0.313377  0.509477   W\n",
      "4514  0.320657 -2.371135  1.327589 -1.326688   S\n",
      "4515 -0.021378 -0.062101  0.573617 -0.603958   E\n",
      "4516  0.703793  0.094209  0.212399 -0.698490   T\n",
      "4517  0.126527 -0.597758  0.772462  0.406615   P\n",
      "4518  0.472917 -0.828902 -0.236532  1.138180   S\n",
      "4519 -0.903719 -1.377777 -1.844190 -0.472677   M\n",
      "           one       two     three      four key\n",
      "4520  1.024344 -0.450261 -0.683783 -0.661729   W\n",
      "4521  0.127562  0.164955  0.302059 -0.774069   E\n",
      "4522  1.114310  0.040545 -1.945605 -0.051613   P\n",
      "4523 -1.105121  2.330199 -1.632064 -0.642056   Q\n",
      "4524 -0.638923  2.087784 -0.664267  1.279759   B\n",
      "4525  0.394658 -1.415181  0.909133 -1.030027   3\n",
      "4526  0.229629  1.221449  0.267325  1.546965   F\n",
      "4527 -0.754186 -1.428343  1.642931  1.298858   C\n",
      "4528  0.276274  0.759065 -0.779600  0.224756   Q\n",
      "4529  0.701377  0.120162  1.432007 -0.151164   D\n",
      "           one       two     three      four key\n",
      "4530 -0.595785 -1.448381 -1.434809 -1.878632   C\n",
      "4531  0.500949  0.070500 -0.443117  0.457912   9\n",
      "4532  0.859546  2.785971 -0.532929 -1.136828   X\n",
      "4533  0.711861  0.002736 -0.400844  0.551365   1\n",
      "4534 -1.445062 -0.611055 -0.322967  0.547384   P\n",
      "4535  0.954100 -1.257360  1.008903 -0.906558   2\n",
      "4536 -0.833364  1.040694  1.197968 -1.312923   N\n",
      "4537 -1.292614  0.276692 -1.050741  1.534013   V\n",
      "4538 -1.013760 -0.066572 -0.620854  0.730214   6\n",
      "4539 -0.976169 -0.974598 -2.197370  1.852371   Y\n",
      "           one       two     three      four key\n",
      "4540 -1.329730  1.085331  1.980574  1.176841   L\n",
      "4541 -0.218698  0.084666 -0.173542 -0.651511   R\n",
      "4542 -1.982991  1.643599  1.468598  1.516742   P\n",
      "4543  1.164884  0.020764 -0.533329 -1.145035   3\n",
      "4544 -1.491799  0.007564  0.616605 -1.037414   Y\n",
      "4545 -0.996030  0.137301  1.731782  0.175898   L\n",
      "4546  0.303861 -1.052662 -0.970055 -0.785081   H\n",
      "4547 -1.001332  0.017181  1.782410 -1.190568   S\n",
      "4548 -0.336102 -0.821629 -0.626185  0.571429   N\n",
      "4549  0.422550  0.500042  0.513456  0.488156   D\n",
      "           one       two     three      four key\n",
      "4550  1.867871  1.484582 -1.357443 -2.626637   W\n",
      "4551  2.005167 -0.685622 -1.561030  0.182441   R\n",
      "4552  0.597000  0.222708  0.305168 -0.080533   I\n",
      "4553 -0.508773  1.021734  1.108644  0.943291   Q\n",
      "4554 -1.179020  0.036331  1.042837  1.088222   4\n",
      "4555  0.951402 -0.307578 -0.368335  0.251813   N\n",
      "4556  1.218339  0.713224 -1.293507 -0.760257   Q\n",
      "4557 -0.637575  0.264305 -1.318301 -0.356751   A\n",
      "4558 -0.279952 -0.480788  0.570095  0.064280   8\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4559  0.070160  1.671392 -0.799068  1.152375   Z\n",
      "           one       two     three      four key\n",
      "4560  0.765127  1.032661  0.202238 -0.111697   N\n",
      "4561 -0.164872 -0.205052 -1.352808  1.070987   3\n",
      "4562 -0.921249  0.130183 -0.494700  1.200320   G\n",
      "4563 -0.772598  0.971766 -1.172807 -0.629114   I\n",
      "4564 -1.168048 -0.763392 -1.101017 -1.225282   6\n",
      "4565 -0.487141 -1.570014  2.023701  0.942098   S\n",
      "4566 -0.960110 -0.599789 -0.420131 -1.060305   N\n",
      "4567  1.145774  0.271638  0.158536 -0.138008   Z\n",
      "4568 -0.193084  0.966616 -1.288475 -0.604217   X\n",
      "4569 -0.328503  0.848668 -0.046550 -0.349784   Z\n",
      "           one       two     three      four key\n",
      "4570 -0.350641  0.682652  1.213110 -0.422607   Q\n",
      "4571  1.623558 -0.389626  2.020485 -0.204085   P\n",
      "4572 -0.281836  0.799264 -0.033647  0.041708   M\n",
      "4573 -1.379627 -1.124807  0.076573 -0.908953   J\n",
      "4574 -0.481685  1.317100 -0.913979 -0.677304   K\n",
      "4575  0.574356 -0.732228 -0.158524 -1.794890   2\n",
      "4576 -0.556246 -0.972948 -0.358834 -0.229477   B\n",
      "4577 -0.662142 -0.182813  0.328315  2.252194   Q\n",
      "4578 -0.209264  1.116097 -0.839968  0.491750   W\n",
      "4579  0.412337 -0.464012  0.112052  0.829024   G\n",
      "           one       two     three      four key\n",
      "4580 -0.292731  0.152552  0.171421 -1.676514   X\n",
      "4581 -0.810217  1.707645 -0.295623  0.205511   H\n",
      "4582  0.443111  0.546866 -0.815407 -0.814718   9\n",
      "4583  0.421462 -0.836823  1.425804  0.052379   O\n",
      "4584 -0.761553 -2.153481 -1.241917 -1.000066   Y\n",
      "4585 -1.740843 -1.618405 -0.206717  0.088524   5\n",
      "4586  0.862219 -1.028091  0.132116  0.920400   W\n",
      "4587  1.151347  0.109756 -0.987297  0.763409   V\n",
      "4588 -0.910335 -0.982107  0.490226  0.643449   Z\n",
      "4589  0.761674 -0.617406 -1.652585  1.875518   U\n",
      "           one       two     three      four key\n",
      "4590 -0.994851 -0.103497 -1.577335 -0.537263   J\n",
      "4591  0.410500  2.351971 -0.974480  0.163615   T\n",
      "4592  0.363843 -0.331079  0.008411 -1.808952   Y\n",
      "4593 -0.726563 -0.261141  0.243103  0.142011   X\n",
      "4594 -1.010931  1.014739 -0.925784 -0.869491   H\n",
      "4595  0.938799  0.421110 -0.105712 -0.563260   F\n",
      "4596 -0.639067 -1.289469  1.124618  0.608780   E\n",
      "4597  0.853380 -0.514838  0.097316 -0.297523   2\n",
      "4598  0.947749  0.259260  0.549507 -2.636814   R\n",
      "4599  1.905350 -0.012055  2.431791  1.237997   N\n",
      "           one       two     three      four key\n",
      "4600 -0.516668 -1.809236  0.416144 -2.280588   H\n",
      "4601  1.027780 -0.027405 -0.564503 -0.119947   7\n",
      "4602  1.551204  0.466685 -0.641260 -0.181744   H\n",
      "4603  0.926318  0.927291  0.117346  0.689852   P\n",
      "4604 -0.632273  0.324688  0.298193 -1.017273   C\n",
      "4605 -0.015874  0.788401  0.638825  0.372048   B\n",
      "4606 -0.010017 -0.326955 -0.318236  1.046044   Y\n",
      "4607 -0.634580 -0.522508  0.068567 -0.884560   E\n",
      "4608  2.050653 -1.181549 -0.533822 -2.125313   F\n",
      "4609 -0.908868 -0.793014 -0.335109  0.037492   7\n",
      "           one       two     three      four key\n",
      "4610  1.224110  0.958274  1.329758 -0.253768   H\n",
      "4611  1.718144 -0.648634  0.142423 -0.403445   I\n",
      "4612 -0.533005 -0.214491 -0.235923  0.914930   0\n",
      "4613 -1.390759  0.211406  0.590674  0.083262   Q\n",
      "4614 -0.928091  0.701956  1.039178 -0.762259   N\n",
      "4615  0.728672 -0.383446 -0.562926  0.423290   W\n",
      "4616  0.370024  0.032020 -1.263050 -0.661190   L\n",
      "4617 -0.174518 -0.253561  1.363441 -0.352337   E\n",
      "4618 -1.462123 -1.024080  0.516048 -0.274181   O\n",
      "4619  0.149626 -1.258493 -3.147012  0.647377   U\n",
      "           one       two     three      four key\n",
      "4620  0.718572  0.122687 -0.264683 -0.012467   Y\n",
      "4621 -0.583261  1.866096 -1.291962  0.501720   9\n",
      "4622 -0.215772  0.096258  0.500506  1.266032   P\n",
      "4623 -2.008887 -0.463262  0.235280  1.576381   O\n",
      "4624 -0.389031  0.756333 -0.727188 -0.241930   K\n",
      "4625  0.094756  1.443395  0.421279  0.521304   W\n",
      "4626  0.211397 -1.091062 -0.885885 -1.174211   Y\n",
      "4627  0.867971  0.059845  2.117674 -0.275678   Q\n",
      "4628 -0.689220 -0.498567 -0.754487  0.249618   N\n",
      "4629 -1.422313 -0.799299 -0.818168  0.175179   Q\n",
      "           one       two     three      four key\n",
      "4630  0.121058 -1.391758  0.540614  0.610208   I\n",
      "4631  0.320297  2.239588 -1.146741 -0.510208   A\n",
      "4632 -0.690142  0.491001  1.058332 -0.008989   A\n",
      "4633 -0.521703 -2.299228  1.042974  0.022488   F\n",
      "4634  0.255021  0.547390 -0.590398  1.040875   X\n",
      "4635  1.173623 -1.470366  0.391082  2.614733   P\n",
      "4636  0.408012  0.666054 -1.332051 -1.773270   A\n",
      "4637 -0.404665 -1.826796  0.051082 -0.389155   H\n",
      "4638  1.311233  1.071636 -0.691517 -0.197166   K\n",
      "4639  1.329483 -0.314181  1.155250 -0.310138   B\n",
      "           one       two     three      four key\n",
      "4640 -1.334960 -1.373417  0.021264  0.902418   Z\n",
      "4641  2.268282 -0.007329  0.394683 -1.679803   A\n",
      "4642 -0.304685 -1.356296 -1.620419 -0.569422   Q\n",
      "4643 -0.530818  0.800831 -2.274781  0.170541   D\n",
      "4644 -0.001800 -3.465356 -0.827826  1.430808   Y\n",
      "4645 -0.261444  1.486314 -1.039579  0.719062   A\n",
      "4646  0.627622 -0.469194 -0.101264  1.891676   I\n",
      "4647 -0.329298  0.071715  0.479169 -1.079075   Q\n",
      "4648 -0.742765  0.759030 -1.118109  0.884687   V\n",
      "4649  0.383764  1.115819  1.333113  0.371440   N\n",
      "           one       two     three      four key\n",
      "4650  0.137338 -0.662399  1.757140 -0.909405   W\n",
      "4651 -1.539605 -0.895458 -0.233275  2.666556   L\n",
      "4652  0.035304 -1.942487  1.242118 -0.184326   J\n",
      "4653  0.182066  0.434355 -0.583836  0.616160   Z\n",
      "4654 -1.259901 -1.114100  0.283941  0.797892   X\n",
      "4655  0.988202 -1.163367  0.115797 -0.048535   Z\n",
      "4656  0.236980 -1.602385  1.118380 -0.554616   L\n",
      "4657  0.900938  0.716454  1.811875 -1.330704   S\n",
      "4658  0.727675 -0.938174  0.479874  0.347832   T\n",
      "4659  0.287110 -0.346400 -1.159676  1.049243   Y\n",
      "           one       two     three      four key\n",
      "4660 -1.099466  0.356533 -0.167410 -1.174868   E\n",
      "4661  2.128371  0.678286 -1.134974  0.492645   W\n",
      "4662 -0.839114 -0.006299  0.822817 -1.684707   K\n",
      "4663  0.883543 -1.083908 -0.056349  0.571913   4\n",
      "4664  0.394936  0.935668  0.401927 -0.062631   X\n",
      "4665 -1.239741 -1.063991  0.117355  0.529984   H\n",
      "4666 -0.921699  2.013758  0.578416 -0.832472   H\n",
      "4667 -0.438839 -1.688726 -0.772548 -1.138874   G\n",
      "4668  0.367194  0.588574  0.637054  0.636912   A\n",
      "4669 -1.398241  0.701902 -1.603974 -0.001910   5\n",
      "           one       two     three      four key\n",
      "4670 -0.759556 -1.767282  1.903070 -0.191659   M\n",
      "4671 -0.032537  0.924379 -0.148704  0.321012   5\n",
      "4672  0.209909  1.623332 -1.144754  0.412216   E\n",
      "4673 -0.457389 -0.117801 -0.323972  0.879816   I\n",
      "4674  0.126167 -0.170582 -0.086928  1.426527   0\n",
      "4675  1.385306 -1.470873  0.593692 -1.331943   W\n",
      "4676  0.411997 -0.792781  1.117095  3.372951   S\n",
      "4677 -0.794808  0.294574 -1.235114 -1.038514   H\n",
      "4678 -0.400435 -0.040874 -1.539885  1.306125   9\n",
      "4679  0.069999  0.856249 -0.599017 -0.766095   P\n",
      "           one       two     three      four key\n",
      "4680  0.480274  0.934571 -1.233171 -1.027289   I\n",
      "4681  0.169191 -0.241472 -0.199201 -0.421583   S\n",
      "4682 -0.274243  1.465206  0.098366 -0.166066   5\n",
      "4683  0.350214  0.375084 -1.319546 -0.105641   P\n",
      "4684  0.238529  0.373155  0.755962 -1.681836   D\n",
      "4685 -0.222048  2.136200  0.197333 -0.539230   G\n",
      "4686  0.375309  1.165427 -1.357453  0.612017   M\n",
      "4687 -0.463573  1.766087  0.455837  0.255512   0\n",
      "4688  0.279988  0.420717  0.805524 -0.755125   L\n",
      "4689  0.930874  0.060651  1.623671  0.086015   T\n",
      "           one       two     three      four key\n",
      "4690 -0.292949 -0.880245 -0.581178  0.654815   C\n",
      "4691 -0.204133  0.333149  0.406852 -1.169391   E\n",
      "4692 -0.242474  0.331982  0.290742 -0.278750   X\n",
      "4693  0.145993  1.930448  1.720139  1.377522   D\n",
      "4694 -0.617593 -1.614591  0.016191 -0.604622   D\n",
      "4695  0.922978 -1.292055 -1.351997  0.283806   J\n",
      "4696 -0.928138  0.852961  0.024444  2.340553   W\n",
      "4697 -0.821976  0.817374  0.451825 -1.570028   2\n",
      "4698  1.321737 -0.400621 -0.807798  1.015631   M\n",
      "4699  0.711289  0.923190 -0.455170  1.067814   0\n",
      "           one       two     three      four key\n",
      "4700 -0.047304  1.394180  2.344610 -0.002397   A\n",
      "4701 -1.688336 -0.346352  0.425520 -0.224832   N\n",
      "4702  0.160533 -0.687899 -1.421196 -0.272783   I\n",
      "4703 -1.066810  1.259937 -0.206259 -0.970699   8\n",
      "4704  0.745745  0.218009 -1.164389  0.998144   O\n",
      "4705 -1.113694  1.714325  0.081232 -0.774844   4\n",
      "4706  0.836289 -0.640712  0.214118  0.672353   X\n",
      "4707 -1.253733  1.755154  1.009684  0.813607   E\n",
      "4708  0.688122  0.107563  1.268690  1.585725   O\n",
      "4709 -1.000947  0.543779  1.701537 -0.824418   5\n",
      "           one       two     three      four key\n",
      "4710  0.259233  0.384970  0.623987 -2.267827   X\n",
      "4711  0.681097  1.819244  0.669091 -1.138714   Z\n",
      "4712  0.079504 -0.515797  0.034017  0.533997   H\n",
      "4713  0.408101  0.314263 -2.700834  0.885913   D\n",
      "4714 -1.043828 -0.659638 -0.383559  3.060846   P\n",
      "4715 -0.559463  0.347588 -1.730812  0.517563   V\n",
      "4716  0.980145  1.394327 -1.456224  0.791639   Z\n",
      "4717 -0.723501  2.558271 -0.850818 -0.475867   3\n",
      "4718  0.100228 -0.570544 -0.002565 -2.148293   B\n",
      "4719 -2.006154  1.062676  0.569060  0.418153   D\n",
      "           one       two     three      four key\n",
      "4720  1.698521 -0.877715  2.729603  1.443464   8\n",
      "4721  0.151383 -0.519386  0.389304 -0.481319   P\n",
      "4722  0.945801  0.619985  2.090553 -0.437160   E\n",
      "4723 -0.921652  0.748418 -1.993968 -0.438938   2\n",
      "4724  1.936295  1.162780 -2.154590  0.718839   K\n",
      "4725  1.550970  0.188207 -0.850502 -0.990649   K\n",
      "4726  0.482061 -0.204229 -0.500644  0.319991   P\n",
      "4727  0.223549 -0.195633 -1.181842  0.874798   H\n",
      "4728  0.152340 -1.239362 -0.572878  2.023121   G\n",
      "4729  0.364105  0.911930 -0.056518 -0.468410   Q\n",
      "           one       two     three      four key\n",
      "4730 -0.766294 -0.268946  0.722880 -0.744594   Z\n",
      "4731  0.769705 -1.639635  0.498835 -0.237019   F\n",
      "4732 -2.189870  0.334059 -0.248977 -0.303730   Z\n",
      "4733 -1.219167 -0.094164 -0.759449 -0.373387   I\n",
      "4734 -1.331303  0.159015  0.488240 -0.421206   E\n",
      "4735  0.000057  1.475884 -0.493883 -1.347344   7\n",
      "4736  0.427966 -0.462143  2.548931 -0.643162   V\n",
      "4737  0.326545 -0.360348 -1.712747 -1.031053   R\n",
      "4738 -0.857995  0.301969 -1.466876  0.306275   M\n",
      "4739 -1.097458  0.394401 -1.255293 -0.439218   W\n",
      "           one       two     three      four key\n",
      "4740  0.172591 -0.264390 -1.498304 -0.072483   2\n",
      "4741 -0.537247  0.987166 -0.415319 -0.911046   0\n",
      "4742  0.736183  0.215746 -0.396431 -0.011701   4\n",
      "4743 -1.916784 -1.356730  0.109771 -1.226509   I\n",
      "4744 -0.583047  1.137829 -0.592201  0.409020   L\n",
      "4745 -0.377472  0.867824  0.146361  0.649430   L\n",
      "4746 -0.669548  0.118215 -1.476486  0.535222   J\n",
      "4747  0.943050 -2.480243  0.571789 -1.371331   E\n",
      "4748 -0.556300  2.471795  0.387172 -0.374154   O\n",
      "4749  1.129519  0.415313 -0.037097 -0.150885   L\n",
      "           one       two     three      four key\n",
      "4750 -1.600413  0.159826  0.150359  0.088060   C\n",
      "4751 -0.792302 -0.765247 -1.021910 -2.058838   P\n",
      "4752  0.492472  1.075038  0.855289 -0.021079   E\n",
      "4753 -1.037104  0.431854  2.730071  0.452413   U\n",
      "4754  0.486591  0.122527  1.388340  0.014270   V\n",
      "4755  0.031621  0.222669  3.025273  0.412352   6\n",
      "4756 -0.516121  0.433224 -1.821537  0.666071   N\n",
      "4757 -0.127361 -1.419093  0.364285  0.709469   M\n",
      "4758  1.286620 -1.324586  0.498089  0.001875   G\n",
      "4759  0.941218  0.937461  0.993775 -1.541011   K\n",
      "           one       two     three      four key\n",
      "4760  0.140539 -0.675598 -0.050526 -0.392513   O\n",
      "4761  1.100811 -0.071889  0.748639  0.926796   D\n",
      "4762  0.904096 -0.387636 -1.832550 -0.025005   6\n",
      "4763 -0.723901  0.389483  2.041585 -0.193699   C\n",
      "4764 -1.556294 -0.358824  0.094072 -1.163632   4\n",
      "4765  0.257940 -1.344356 -1.615863  0.534847   U\n",
      "4766 -0.955549  0.721610  0.544829 -0.773344   Q\n",
      "4767  0.084983  0.643734  0.924384  0.820764   4\n",
      "4768  0.339438 -0.512475 -0.140745  1.772117   B\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4769  0.738019 -1.090932  0.936387 -0.037196   6\n",
      "           one       two     three      four key\n",
      "4770  0.498951 -1.609796  0.202239  0.333631   M\n",
      "4771 -1.421275 -0.892238 -1.079191  1.361871   O\n",
      "4772  0.571228  1.107259 -0.489436  0.439030   J\n",
      "4773  2.343104 -0.052859  0.536495 -0.256878   R\n",
      "4774 -1.649719 -0.588896 -0.542998 -1.429529   3\n",
      "4775 -1.231455 -0.141106 -0.045299 -2.033290   A\n",
      "4776  2.046176  0.003491 -0.419639  0.338629   G\n",
      "4777  0.455334  0.586219 -1.659733  0.745404   Q\n",
      "4778  1.085040 -0.416365 -2.094405 -0.291053   A\n",
      "4779  0.223690  1.399661 -1.052632 -1.198156   F\n",
      "           one       two     three      four key\n",
      "4780  0.285272  0.167573 -0.111292  0.310479   X\n",
      "4781  0.063793 -0.837654 -0.677238 -0.626084   U\n",
      "4782  0.087285 -0.517900 -1.184332 -1.086610   M\n",
      "4783  0.131171  1.340719 -0.134507 -0.599765   W\n",
      "4784  0.413139  0.297188 -0.674361 -0.868657   Y\n",
      "4785 -0.725957 -0.998949  0.592402 -0.818486   F\n",
      "4786  2.019106 -0.870474  1.639569 -0.018648   I\n",
      "4787  1.522817  0.863991 -1.084725  0.995037   I\n",
      "4788  1.599495  0.878766 -0.031821 -1.541137   E\n",
      "4789  0.032584 -0.830247  0.093528 -0.885421   T\n",
      "           one       two     three      four key\n",
      "4790 -0.218408 -0.479250  0.269820  0.587703   K\n",
      "4791 -0.811633  0.880449 -0.355221  1.267463   V\n",
      "4792 -0.331629  0.758539 -1.848992 -1.417983   R\n",
      "4793  0.732672 -0.744898  0.512209  1.417495   4\n",
      "4794 -1.280849  1.200019 -0.946480 -1.236550   H\n",
      "4795 -0.154021 -0.413900 -0.475061 -0.452330   P\n",
      "4796 -0.232235 -0.368472  0.993501 -1.021010   3\n",
      "4797  0.781140  1.342346  0.913418  1.774222   O\n",
      "4798  1.681210  0.372874  1.311298 -1.133757   U\n",
      "4799 -1.240547 -1.168227 -0.580810  1.076764   E\n",
      "           one       two     three      four key\n",
      "4800 -1.294914  0.331682 -0.085695 -0.380569   M\n",
      "4801 -0.049305 -2.438811 -0.682628 -0.573968   Q\n",
      "4802 -0.650771 -0.881442 -1.694826  1.437016   H\n",
      "4803 -0.396328 -0.045237 -0.820599  0.975118   I\n",
      "4804  1.398057 -0.416835 -0.527765  0.655063   O\n",
      "4805 -0.491838  0.252638 -0.712340 -0.134048   0\n",
      "4806 -0.336569 -2.269899 -1.071023  0.943110   B\n",
      "4807  0.756197  0.732625 -1.372741  2.878871   4\n",
      "4808 -0.269079  0.639093  1.244106 -2.136111   I\n",
      "4809 -0.308118  1.034232 -0.431445  0.994420   N\n",
      "           one       two     three      four key\n",
      "4810 -0.477305  0.350103 -0.825061 -1.610219   K\n",
      "4811 -0.197311  1.499384 -0.450783 -0.543044   E\n",
      "4812 -1.056253  1.329374  0.133393 -0.675954   5\n",
      "4813  1.658800  1.210938  0.302966 -1.972337   U\n",
      "4814  0.754500 -2.845933  1.253487  0.339284   K\n",
      "4815  0.297284  0.420508  0.580423  0.909306   3\n",
      "4816 -0.763218 -0.644610  0.200417  1.015394   W\n",
      "4817 -0.193427 -0.461658 -0.340601  0.798476   Y\n",
      "4818 -0.086358  0.278119 -0.796805 -0.224212   J\n",
      "4819 -0.349745  0.754809  1.096169 -1.311705   M\n",
      "           one       two     three      four key\n",
      "4820  0.961266 -1.467788 -0.381349  3.412734   S\n",
      "4821  0.673156 -0.895040 -0.887768  1.036861   A\n",
      "4822  1.674725  1.311048 -2.121708  0.744071   D\n",
      "4823 -0.855255 -1.540225 -0.445043 -0.937947   W\n",
      "4824  1.677783  0.670608  1.078747  0.268647   M\n",
      "4825  0.951291 -1.040883  1.452374  0.205421   T\n",
      "4826 -0.683098  2.921636 -2.355285 -0.835637   G\n",
      "4827  1.344263 -0.900980  0.568158  1.055773   N\n",
      "4828 -1.108598 -0.652089 -0.564324  0.768528   A\n",
      "4829  0.866476  1.019045 -1.305545 -0.511821   E\n",
      "           one       two     three      four key\n",
      "4830  0.033623 -0.521881  0.359101 -0.119274   H\n",
      "4831  1.319066 -0.396322 -1.249605  0.121017   E\n",
      "4832 -0.199601  1.006747 -1.415585  0.691379   M\n",
      "4833 -1.023019  1.194964  0.255707 -0.457101   0\n",
      "4834  0.065228 -0.575107  0.182696 -0.828035   O\n",
      "4835 -2.825997 -1.297744  1.049191  1.840404   Q\n",
      "4836 -0.179055  1.174393  1.734680 -1.918800   I\n",
      "4837 -0.729083 -1.319774  1.528342 -1.092921   8\n",
      "4838  0.104814 -0.552228  1.353238  0.630352   G\n",
      "4839 -0.255672  0.775343  0.387702  0.041849   Y\n",
      "           one       two     three      four key\n",
      "4840 -0.587911  0.873910 -0.304846 -1.050275   M\n",
      "4841 -1.334261  0.244747  0.467975 -0.815459   Q\n",
      "4842  0.438790  0.395960  0.579843 -0.738805   S\n",
      "4843  0.000147 -0.713571 -0.727030  0.207665   L\n",
      "4844 -0.693389  0.133032 -1.810385 -0.206716   J\n",
      "4845  0.312562  0.702847  0.531875 -0.419882   K\n",
      "4846 -0.729949  0.909011 -0.368560  0.712993   E\n",
      "4847  0.029555 -0.052973  0.687465 -1.877284   L\n",
      "4848  1.043611 -0.083895 -0.563814 -0.637314   C\n",
      "4849  1.332120  0.432327 -1.071631 -0.353301   2\n",
      "           one       two     three      four key\n",
      "4850  0.433454  0.493090 -0.430091 -1.247392   S\n",
      "4851 -0.388183  0.717130  0.104645 -1.344749   V\n",
      "4852 -0.309841 -0.055652 -0.471843  0.286451   H\n",
      "4853 -0.108284 -1.610658  0.452592  1.942240   A\n",
      "4854 -0.124121 -0.454046  0.019400  0.700823   F\n",
      "4855  1.113946 -1.856832  0.814431  1.195482   C\n",
      "4856 -0.685257  0.124450 -0.505895  0.642685   L\n",
      "4857 -0.631722 -0.143666  1.087936  0.219917   Y\n",
      "4858 -0.187875 -1.481584 -1.054768  0.200388   Z\n",
      "4859  2.412396 -0.338504 -3.234391 -0.688067   P\n",
      "           one       two     three      four key\n",
      "4860 -1.946231  1.372080 -0.221380 -1.126996   J\n",
      "4861 -0.226293  0.040196 -2.770018  1.115093   H\n",
      "4862  1.008070 -0.423869  1.889713  0.348198   W\n",
      "4863  0.971149 -1.326166 -0.354046 -0.327411   B\n",
      "4864  1.363531  0.135904  1.467313 -0.127779   6\n",
      "4865 -0.191971 -0.123172  0.510274  0.399055   H\n",
      "4866 -0.751565  1.868232  0.088694  0.470143   H\n",
      "4867 -0.699965 -1.763551  1.828489 -0.880434   L\n",
      "4868  0.026008  0.920830  0.371928  1.213848   V\n",
      "4869  0.680894  0.578016 -1.214840  1.447624   W\n",
      "           one       two     three      four key\n",
      "4870  1.393271  0.043563 -1.146234  1.178807   R\n",
      "4871 -2.190870  0.447900  0.982867 -0.103477   Q\n",
      "4872  0.849065 -0.657636 -1.700643 -1.235272   K\n",
      "4873  0.356928  0.729239 -1.165260  0.096956   7\n",
      "4874 -0.615839 -1.021528 -0.775867 -0.585818   B\n",
      "4875  0.094128 -0.637392  2.356799 -0.716470   E\n",
      "4876  1.388508 -0.023484  0.376429  1.644896   K\n",
      "4877  0.418293 -0.817763  0.017513 -1.007160   M\n",
      "4878 -1.023229 -1.664268  1.294334  0.333396   P\n",
      "4879 -0.357209 -0.812385  0.164544  0.395521   E\n",
      "           one       two     three      four key\n",
      "4880  0.243235  0.198341  0.146675 -0.912408   B\n",
      "4881  0.100768 -0.111569  0.442555  0.655966   R\n",
      "4882  0.202154 -0.403594  1.086938  0.057199   C\n",
      "4883  0.682939 -1.257409 -1.030951 -0.695576   V\n",
      "4884  0.224674 -1.282982  0.170886 -0.726662   4\n",
      "4885 -0.815750  0.041670  0.449464 -2.606145   Q\n",
      "4886 -0.670342 -0.181165  1.513165  0.241033   Y\n",
      "4887 -0.421223 -0.506196  0.667947 -0.252557   F\n",
      "4888  0.035651 -0.034945 -0.354961 -1.003239   9\n",
      "4889 -0.853610 -0.436814 -0.871246 -0.016232   M\n",
      "           one       two     three      four key\n",
      "4890  0.720570 -0.123687 -1.700154  0.301859   6\n",
      "4891  1.006002 -0.282087  2.905202  1.603571   3\n",
      "4892  1.330782  1.253422 -0.876880 -0.939894   A\n",
      "4893 -1.139084  0.521192 -0.693468  0.703674   Z\n",
      "4894  0.322376  0.314143  0.260488 -0.496941   Z\n",
      "4895  0.998554 -0.814302  1.048220 -0.061590   G\n",
      "4896 -0.005025 -0.711575 -1.732007 -0.517528   E\n",
      "4897 -1.577290  0.516399  1.199673 -0.512884   5\n",
      "4898 -0.856403  0.031718 -0.488677 -0.819807   C\n",
      "4899  0.879164 -0.000069  0.085142 -0.737688   E\n",
      "           one       two     three      four key\n",
      "4900 -0.917821  0.058367 -0.531512 -0.812805   Z\n",
      "4901 -0.759939  0.105655  0.051760  1.124987   E\n",
      "4902 -0.179008  0.577351  0.638650  1.513243   Y\n",
      "4903 -0.792081  0.311284 -0.154408 -0.351271   Y\n",
      "4904 -1.331304  0.893181 -0.081846 -0.294823   U\n",
      "4905 -1.197574  0.568164  1.985164  0.583706   Q\n",
      "4906 -0.091010 -0.727648  0.315932 -0.031456   U\n",
      "4907 -0.228641  0.009792  0.409630  0.028353   U\n",
      "4908  1.429089 -0.029746 -0.140590  1.007687   0\n",
      "4909 -0.851548 -0.260413 -0.407416  0.068328   M\n",
      "           one       two     three      four key\n",
      "4910  0.451367  0.434450  0.700736  0.190065   V\n",
      "4911  1.273204  1.482586 -2.012272 -1.377785   B\n",
      "4912  0.665904  0.656233  0.304480  0.159379   P\n",
      "4913  0.206585 -1.101147 -0.707541 -0.978277   T\n",
      "4914  0.990034  0.111278 -0.503772 -0.895681   C\n",
      "4915 -0.684401  0.509117 -0.957427  0.130916   U\n",
      "4916  0.034604  0.769922  0.168948 -1.610443   K\n",
      "4917  2.487347 -0.258829 -0.970272 -0.531656   7\n",
      "4918  0.842772  2.665060 -0.093389 -1.222986   C\n",
      "4919  0.556822  2.105321  0.408342 -1.069528   X\n",
      "           one       two     three      four key\n",
      "4920 -0.566608 -1.806123  0.007237  1.142460   L\n",
      "4921 -0.347958 -1.703298 -1.276779  0.016063   Z\n",
      "4922  1.689285 -0.243741 -0.032860 -0.699974   X\n",
      "4923  0.512344  1.105886  0.996068  1.866303   E\n",
      "4924 -0.695323 -1.138164  0.995713 -0.789440   T\n",
      "4925 -0.494162 -2.277690 -0.092798 -0.041204   N\n",
      "4926  0.102128 -0.497693 -1.240402 -1.376682   P\n",
      "4927  0.532616 -0.955477  0.825893  2.390448   Q\n",
      "4928 -1.271741  2.018046  0.124696 -1.138061   0\n",
      "4929  1.163885 -2.197588 -1.198055 -0.422572   E\n",
      "           one       two     three      four key\n",
      "4930 -0.679813  0.274314 -0.178448 -0.426899   S\n",
      "4931  0.933634  0.350504 -0.468304  1.156173   T\n",
      "4932  0.648978 -0.095915 -0.063839  0.086077   2\n",
      "4933  0.611149 -0.742647 -0.250951  1.610875   F\n",
      "4934 -0.141520 -0.351263  1.965070  0.297954   2\n",
      "4935 -0.684332  1.011875  0.706506 -0.181271   3\n",
      "4936  0.268777  0.214678  0.427272  0.521099   D\n",
      "4937  1.167300 -0.018029  1.086841 -0.686287   R\n",
      "4938  0.329986  0.299003 -1.502037 -1.866984   0\n",
      "4939  1.026257  0.389163 -0.433496  0.159210   N\n",
      "           one       two     three      four key\n",
      "4940  1.478011 -0.295447 -0.276814 -0.316251   D\n",
      "4941 -0.343394 -0.083514  3.053345 -0.573149   5\n",
      "4942 -0.030498 -0.380566  0.482507  0.004529   U\n",
      "4943  1.003789 -0.688903 -0.627384  0.704902   K\n",
      "4944 -1.466971 -0.086289 -1.829227 -0.212290   Z\n",
      "4945 -1.071013 -1.461017  1.337436  2.297508   V\n",
      "4946 -1.594760 -1.095687 -0.941551 -1.540258   F\n",
      "4947 -0.621689  0.613430 -0.756052  0.647458   N\n",
      "4948 -0.891974  0.507888 -0.220683  0.062233   B\n",
      "4949 -1.186332 -0.450562 -0.546766 -1.057266   B\n",
      "           one       two     three      four key\n",
      "4950 -0.166791 -1.105684 -0.078870  0.052164   G\n",
      "4951 -0.188106 -0.248578  0.490971  1.547712   7\n",
      "4952 -0.138188  1.187741  1.902460  0.953903   E\n",
      "4953  0.104038 -0.113551  0.764308 -0.918112   N\n",
      "4954 -0.010589  1.300181  0.796239  0.982547   Y\n",
      "4955 -1.025152  0.896531 -2.336380  1.033232   X\n",
      "4956  1.851357 -1.359367  2.396933  0.214648   B\n",
      "4957  0.683999  0.638675 -0.277296 -0.996665   P\n",
      "4958  0.086146 -0.918117 -0.541720  0.536131   O\n",
      "4959  0.841857  0.913907 -2.575079  0.794487   R\n",
      "           one       two     three      four key\n",
      "4960 -0.890223  0.582864 -0.999818  0.472839   P\n",
      "4961  0.365285  1.439141  1.549642 -0.181554   6\n",
      "4962  0.172716  0.202307  0.956203 -0.145277   F\n",
      "4963 -0.830696  2.152076  1.159642  1.237279   K\n",
      "4964  1.078979  0.031309 -0.134672  0.438420   1\n",
      "4965  0.505522  0.563120  0.752424  1.252909   L\n",
      "4966  0.120994  0.416449 -0.643344  0.585661   P\n",
      "4967 -0.686921  0.439469  0.320119  0.841977   C\n",
      "4968  1.540677 -0.824946  1.046444 -0.890283   J\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4969 -1.630690  0.467838  0.299394 -0.086505   B\n",
      "           one       two     three      four key\n",
      "4970  0.633495 -0.186524  0.927627  0.143164   K\n",
      "4971  0.308636 -0.112857  0.762842 -1.072977   N\n",
      "4972 -1.627051 -0.978151  0.154745 -1.229037   F\n",
      "4973  0.314847  0.097989  0.199608  0.955193   H\n",
      "4974  1.666907  0.992005  0.496128 -0.686391   G\n",
      "4975  0.010603  0.708540 -1.258711  0.226541   3\n",
      "4976  0.118693 -0.714455 -0.501342 -0.254764   5\n",
      "4977  0.302616 -2.011527 -0.628085  0.768827   K\n",
      "4978 -0.098572  1.769086 -0.215027 -0.053076   Z\n",
      "4979 -0.019058  1.964994  0.738538 -0.883776   4\n",
      "           one       two     three      four key\n",
      "4980 -0.595349  0.001781 -1.423355 -1.458477   L\n",
      "4981  1.392170 -1.396560 -1.425306 -0.847535   C\n",
      "4982 -0.896029 -0.152287  1.924483  0.365184   M\n",
      "4983 -2.274642 -0.901874  1.500352  0.996541   P\n",
      "4984 -0.301898  1.019906  1.102160  2.624526   K\n",
      "4985 -2.548389 -0.585374  1.496201 -0.718815   7\n",
      "4986 -0.064588  0.759292 -1.568415 -0.420933   I\n",
      "4987 -0.143365 -1.111760 -1.815581  0.435274   U\n",
      "4988 -0.070412 -1.055921  0.338017 -0.440763   K\n",
      "4989  0.649148  0.994273 -1.384227  0.485120   O\n",
      "           one       two     three      four key\n",
      "4990 -0.370769  0.404356 -1.051628 -1.050899   4\n",
      "4991 -0.409980  0.155627 -0.818990  1.277350   O\n",
      "4992  0.301214 -1.111203  0.668258  0.671922   0\n",
      "4993  1.821117  0.416445  0.173874  0.505118   S\n",
      "4994  0.068804  1.322759  0.802346  0.223618   H\n",
      "4995  2.311896 -0.417070 -1.409599 -0.515821   X\n",
      "4996 -0.479893 -0.650419  0.745152 -0.646038   M\n",
      "4997  0.523331  0.787112  0.486066  1.093156   5\n",
      "4998 -0.362559  0.598894 -1.843201  0.887292   T\n",
      "4999 -0.096376 -1.012999 -0.657431 -0.573315   U\n",
      "           one       two     three      four key\n",
      "5000  0.467976 -0.038649 -0.295344 -1.824726   1\n",
      "5001 -0.358893  1.404453  0.704965 -0.200638   Z\n",
      "5002 -0.501840  0.659254 -0.421691 -0.057688   3\n",
      "5003  0.204886  1.074134  1.388361 -0.982404   H\n",
      "5004  0.354628 -0.133116  0.283763 -0.837063   B\n",
      "5005  1.817480  0.742273  0.419395 -2.251035   L\n",
      "5006 -0.776764  0.935518 -0.332872 -1.875641   O\n",
      "5007 -0.913135  1.530624 -0.572657  0.477252   8\n",
      "5008  0.358480 -0.497572 -0.367016  0.507702   W\n",
      "5009 -1.740877 -1.160417 -1.637830  2.172201   G\n",
      "           one       two     three      four key\n",
      "5010  0.240564 -0.328249  1.252155  1.072796   Y\n",
      "5011  0.764018  1.165476 -0.639544  1.495258   S\n",
      "5012  0.571035 -0.310537  0.582437 -0.298765   E\n",
      "5013  2.317658  0.430710 -1.334216  0.199679   R\n",
      "5014  1.547771 -1.119753 -2.277634  0.329586   B\n",
      "5015 -1.310608  0.401719 -1.000987  1.156708   L\n",
      "5016 -0.088496  0.634712  0.153324  0.415335   Z\n",
      "5017 -0.018663 -0.247487 -1.446522  0.750938   L\n",
      "5018 -0.070127 -1.579097  0.120892  0.671432   F\n",
      "5019 -0.194678 -0.492039  2.359605  0.319810   8\n",
      "           one       two     three      four key\n",
      "5020 -0.248618  0.868707 -0.492226 -0.717959   4\n",
      "5021 -1.091549 -0.867110 -0.647760 -0.832562   K\n",
      "5022  0.641404 -0.138822 -0.621963 -0.284839   Y\n",
      "5023  1.216408  0.992687  0.165162 -0.069619   R\n",
      "5024 -0.564474  0.792832  0.747053  0.571675   T\n",
      "5025  1.759879 -0.515666 -0.230481  1.362317   S\n",
      "5026  0.126266  0.309281  0.382820 -0.239199   O\n",
      "5027  1.334360 -0.100152 -0.840731 -0.643967   V\n",
      "5028 -0.737620  0.278087 -0.053235 -0.950972   P\n",
      "5029 -1.148486 -0.986292 -0.144963  0.124362   B\n",
      "           one       two     three      four key\n",
      "5030  1.630594  0.243886  0.468368  1.258048   W\n",
      "5031  1.044890  0.080718  0.857886 -0.298382   S\n",
      "5032 -0.262543 -1.615199 -1.087239  0.759029   Y\n",
      "5033  0.020144  1.107792 -0.559435 -0.481925   R\n",
      "5034 -1.203916  1.885343 -0.080470  0.250646   E\n",
      "5035  0.366915 -2.430086 -1.053447  0.346279   C\n",
      "5036  0.434220 -0.079863 -0.422977 -0.074272   K\n",
      "5037  0.040666 -1.810216 -0.189193  1.229266   W\n",
      "5038  1.338459  0.338489 -0.213446  2.325923   H\n",
      "5039  0.572981  0.782664  1.307673  1.619957   M\n",
      "           one       two     three      four key\n",
      "5040  0.762428 -0.648529  1.936515 -1.159666   I\n",
      "5041 -1.252046 -1.538539  1.042281  0.623835   M\n",
      "5042 -0.047530 -0.494310 -0.165460  0.472929   X\n",
      "5043  0.124548  0.730791 -0.257527 -1.511257   L\n",
      "5044  0.801889 -0.462781 -1.734621  0.674768   A\n",
      "5045 -0.992307 -1.096830 -2.061794  0.035391   Q\n",
      "5046 -0.109663  2.577094  0.913563  0.613594   Z\n",
      "5047 -0.541681  1.510031  0.467945  0.553225   V\n",
      "5048 -0.079587 -0.609924  0.353834  1.108030   6\n",
      "5049 -0.043752 -0.410666 -0.729599  0.263223   R\n",
      "           one       two     three      four key\n",
      "5050 -0.761490  1.104182  1.270609 -0.319284   5\n",
      "5051 -0.804975  0.559520  1.052232 -0.645574   F\n",
      "5052  0.353941  1.829963  0.398922 -1.522231   E\n",
      "5053  1.541636  0.478316 -0.666760  1.367175   9\n",
      "5054 -0.987621  0.337534  0.386935  1.996144   2\n",
      "5055 -0.353462 -0.448433 -0.420520  0.606223   T\n",
      "5056 -0.275687  0.127910  0.877756  0.141774   Y\n",
      "5057  0.448882 -0.016410 -0.041434  0.483096   R\n",
      "5058 -0.043765 -0.878446  1.525075  0.008223   L\n",
      "5059 -0.064416  0.080921  0.644715  0.393025   K\n",
      "           one       two     three      four key\n",
      "5060  0.015018 -1.620301  0.465866  1.637377   X\n",
      "5061  0.579715 -0.565646 -0.812129  1.532803   3\n",
      "5062 -0.324507  1.853351 -2.268609 -0.355132   K\n",
      "5063 -0.100247 -1.954614  0.132519  0.836927   V\n",
      "5064  0.275725  0.349561 -0.617723  0.675991   5\n",
      "5065  0.300486 -0.914367 -1.604609 -0.905458   V\n",
      "5066 -0.362382  0.708361 -0.388317 -2.328763   G\n",
      "5067  0.805331  0.073617  0.481166  0.632621   C\n",
      "5068  0.786095  0.095137 -1.049965  1.828798   P\n",
      "5069  0.207815  1.407275 -1.044800  0.140207   7\n",
      "           one       two     three      four key\n",
      "5070  1.809750  0.592023 -0.146215 -0.113818   T\n",
      "5071  0.190562 -2.886359  0.514365 -2.208118   N\n",
      "5072  0.844977 -0.164290  0.218672  0.099012   9\n",
      "5073  0.195035 -0.649591  2.171664  0.453466   Y\n",
      "5074 -0.056433  1.758650 -0.448091  0.346784   V\n",
      "5075 -0.112609 -2.642457 -0.487310 -0.220507   I\n",
      "5076 -1.395319  0.573474 -0.013324 -1.307070   U\n",
      "5077 -2.080273  0.097498  0.321489  0.012608   G\n",
      "5078  0.883172  0.490427 -0.799299 -0.699669   N\n",
      "5079 -0.138632 -1.417845 -0.199678  1.199299   U\n",
      "           one       two     three      four key\n",
      "5080 -0.961579  1.166247 -1.124953  0.201728   Q\n",
      "5081  1.301453  1.077117  0.560502  0.859991   H\n",
      "5082  0.063679 -0.995532  0.879547 -0.012471   F\n",
      "5083 -0.373381  0.982861 -0.037534 -1.337856   S\n",
      "5084  1.492292  0.485490  0.129313  1.733569   1\n",
      "5085 -0.908492  0.498234 -0.588844 -0.903956   G\n",
      "5086  1.137140  0.977509 -0.940994  0.149013   3\n",
      "5087 -1.049838  2.453425  1.230087 -2.068508   P\n",
      "5088  1.485199 -0.806453 -0.475087  0.936801   X\n",
      "5089 -0.790437  1.823852  0.470827  0.898782   X\n",
      "           one       two     three      four key\n",
      "5090  2.024808  0.032251  1.315297 -0.156433   S\n",
      "5091  0.379253 -1.059409 -1.132068  1.222296   X\n",
      "5092  2.403216 -1.792528 -0.917573 -0.886693   F\n",
      "5093  1.249975  1.491530  0.371476 -0.000465   X\n",
      "5094  0.501131 -1.852451  1.110354  0.508865   T\n",
      "5095  1.106521  0.098153  0.789793  1.192693   E\n",
      "5096 -0.540543  1.782569  0.051931  0.463868   X\n",
      "5097 -0.101980  0.981720  1.106990 -1.752269   C\n",
      "5098  0.632107 -0.761419  1.427930 -0.046928   5\n",
      "5099  1.009779 -0.608379 -1.405105 -1.175054   R\n",
      "           one       two     three      four key\n",
      "5100 -0.602748 -0.182504 -0.768164  1.260686   L\n",
      "5101 -0.039105 -0.069510 -1.358052 -0.292859   R\n",
      "5102 -0.345101 -0.179477 -0.904658 -0.071287   V\n",
      "5103 -0.759495  0.225916  2.235872 -0.004490   T\n",
      "5104 -1.686771  0.742276  0.485876  1.798507   R\n",
      "5105  0.145697  0.805037  0.350362 -0.540235   X\n",
      "5106  2.487654 -0.147867  0.580688 -0.305696   S\n",
      "5107  0.380166 -0.592483  0.393693 -0.463217   S\n",
      "5108  0.963549 -1.550302 -0.944962  0.121546   F\n",
      "5109 -0.040385 -0.312649 -1.196604  1.075043   G\n",
      "           one       two     three      four key\n",
      "5110  0.938357 -0.235761 -0.077360  1.162150   D\n",
      "5111  0.190303 -0.425473  0.362347 -0.688711   K\n",
      "5112  0.256419  0.082669 -2.302758 -0.446115   Y\n",
      "5113  0.690972  0.871498  0.948469  0.644683   W\n",
      "5114 -1.157781  0.093696 -0.765273 -0.724767   5\n",
      "5115 -0.295462 -0.832817  1.490204 -0.420786   U\n",
      "5116  0.132723 -1.255780  1.370008  1.144490   O\n",
      "5117 -0.111381  0.572076  1.807962  1.090205   A\n",
      "5118  0.178700 -1.608832  2.174615 -1.351738   U\n",
      "5119  1.202183  0.179583  0.202061 -0.731213   J\n",
      "           one       two     three      four key\n",
      "5120 -0.674447 -0.184703  0.706721  0.718681   T\n",
      "5121  1.765535 -0.951932  0.320147 -1.159350   E\n",
      "5122 -1.247885 -0.725490  0.541998 -0.126572   X\n",
      "5123 -1.164045 -0.647619 -0.550283  1.164943   J\n",
      "5124  1.816133 -0.393382 -1.212910 -0.317187   S\n",
      "5125  0.499883 -1.183631 -0.638619 -0.785337   D\n",
      "5126  1.228499  1.253479 -0.221459 -0.065413   H\n",
      "5127  1.018951 -0.423937 -1.724553 -0.823409   R\n",
      "5128 -0.169893  0.301072  1.409961 -0.516056   3\n",
      "5129  0.883068  0.950613  0.783766  0.776407   M\n",
      "           one       two     three      four key\n",
      "5130  1.032778 -0.092930  0.600042  0.173515   I\n",
      "5131 -0.249225 -0.064820 -0.012763  0.030473   F\n",
      "5132  0.556590  1.976901  0.130669  2.719664   G\n",
      "5133  0.161076 -1.314940 -0.605192 -0.732213   R\n",
      "5134 -1.842062  0.010915 -0.013233 -0.298259   I\n",
      "5135  1.727237  1.674584 -0.988291  0.512445   T\n",
      "5136 -0.190386 -0.184385  1.163292 -1.059896   S\n",
      "5137  0.693111  0.815751 -2.388695 -0.201710   T\n",
      "5138 -0.062113 -0.009850  0.658453  0.782910   U\n",
      "5139  0.880940 -0.707391 -0.750939 -0.042381   M\n",
      "           one       two     three      four key\n",
      "5140 -0.592838 -0.700117  0.831352 -1.158911   0\n",
      "5141  1.628350  0.404618  0.086334  0.278914   Y\n",
      "5142  0.210544 -0.909438  0.903900  0.471579   B\n",
      "5143  0.033606 -0.882900 -0.345729 -0.317833   V\n",
      "5144 -0.075574 -0.616260 -0.342471  0.850522   Y\n",
      "5145 -1.262951 -0.167273  1.457807 -0.375636   W\n",
      "5146 -0.289513 -0.927606  0.950207  1.234067   L\n",
      "5147  1.346532  1.083389 -0.840823  0.525032   E\n",
      "5148  0.698213 -1.263537  0.034589 -1.082713   S\n",
      "5149 -0.798004 -1.301795 -1.956852 -1.284120   W\n",
      "           one       two     three      four key\n",
      "5150  0.042611 -0.175943 -1.015977  0.668174   V\n",
      "5151  1.522649  2.291392  1.506445 -0.448051   P\n",
      "5152  0.549118 -0.439673  0.651229  2.648046   B\n",
      "5153  0.119468  0.224633 -0.462937  1.410156   M\n",
      "5154 -0.323899 -0.115278 -2.247625  0.271304   O\n",
      "5155 -0.569093  1.860056 -2.552601 -0.433538   U\n",
      "5156  0.112111 -0.845798  1.006310  1.138832   8\n",
      "5157 -0.499492  0.916415 -1.045215 -0.507578   K\n",
      "5158  0.376336  0.764119  0.935520 -0.594284   Q\n",
      "5159  0.043552 -1.133114  1.839960  1.076891   V\n",
      "           one       two     three      four key\n",
      "5160  0.085216  2.510964 -1.054814  0.673700   G\n",
      "5161 -1.781879 -1.085402 -0.052362 -1.070721   B\n",
      "5162  0.895674  1.221778  0.354944 -2.720801   V\n",
      "5163  0.178964 -1.240360  0.216703 -0.931038   1\n",
      "5164  0.751111 -1.677541 -1.845294  0.472624   R\n",
      "5165 -0.174065  0.417376  0.675686  0.976130   Q\n",
      "5166  0.469285  0.468043  0.740358 -3.173509   R\n",
      "5167 -0.414343 -0.847570  0.321461 -2.575767   P\n",
      "5168  0.947171  0.328539  0.194055 -0.530855   E\n",
      "5169  0.280984  2.218110  0.043019  0.105971   6\n",
      "           one       two     three      four key\n",
      "5170  1.368775  0.314364  0.237928  0.826480   7\n",
      "5171 -0.556654  0.677244 -0.048745  0.481485   M\n",
      "5172  1.275352 -1.636605 -0.907083 -0.842150   F\n",
      "5173  0.354485  0.336961 -0.877361  1.943403   O\n",
      "5174  1.630411 -0.107837 -0.452670  0.511911   P\n",
      "5175  2.130822 -0.513613 -0.589273  0.270247   L\n",
      "5176  1.133030 -0.920499 -0.411478 -0.001258   E\n",
      "5177 -0.022368 -0.165693  1.487503 -1.560971   8\n",
      "5178 -1.597818 -0.544170  0.565076  1.288177   Y\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5179 -0.641429  0.376690 -0.153789 -0.512961   F\n",
      "           one       two     three      four key\n",
      "5180  0.314357 -0.962542 -0.541513 -1.156165   8\n",
      "5181  0.088340  0.814274 -0.304655  0.792676   9\n",
      "5182 -0.241962 -0.629315 -2.212602 -0.374105   W\n",
      "5183 -1.181735 -0.596942  0.274344  0.273126   S\n",
      "5184 -0.216653 -0.736039 -0.695236  0.421188   N\n",
      "5185 -0.210084  0.708077  1.545655 -1.587045   X\n",
      "5186 -0.194804 -0.215578  0.691829 -0.099275   Q\n",
      "5187  0.555034 -0.628948 -0.550886 -1.303585   Q\n",
      "5188 -0.001326  0.234979  0.305587  1.174985   F\n",
      "5189 -0.505885  0.289075 -1.017537  0.086235   P\n",
      "           one       two     three      four key\n",
      "5190  0.818458 -0.077424 -1.535597 -0.727323   L\n",
      "5191 -0.739838  0.654748  0.775893  0.911726   R\n",
      "5192 -0.157669  0.010577 -0.473291 -0.114977   7\n",
      "5193  1.582073  1.211351  0.277131  0.637144   Q\n",
      "5194 -0.704190  0.127876  1.052503  0.209074   K\n",
      "5195 -0.389368 -0.932914 -0.998025  0.563617   E\n",
      "5196 -0.558272 -0.161775 -1.538067  0.613443   O\n",
      "5197 -0.158497  1.349013 -0.475158 -1.033059   V\n",
      "5198  0.407671  0.254557 -1.560825  1.125628   K\n",
      "5199 -0.653921  0.027579 -1.396294  0.913825   N\n",
      "           one       two     three      four key\n",
      "5200 -2.576925  0.338165  0.519443 -2.303307   B\n",
      "5201 -0.842865  1.082165 -0.646398 -1.135007   N\n",
      "5202 -0.494181  0.104939  0.827237  1.055114   W\n",
      "5203  1.155762 -0.066008  0.236059  0.309968   I\n",
      "5204 -0.687534 -0.026354  0.106619  2.474902   I\n",
      "5205  0.649518 -1.177811 -0.954277 -0.339044   F\n",
      "5206 -0.423468  0.638838 -0.039035  0.145446   I\n",
      "5207  0.082738 -0.472712  0.480072  2.019987   3\n",
      "5208  0.268893 -1.484846 -1.637640 -2.325580   Q\n",
      "5209 -0.107130 -1.112420 -1.270698  0.848297   U\n",
      "           one       two     three      four key\n",
      "5210 -1.045441  0.797203 -0.350623 -1.154112   8\n",
      "5211  0.419681 -1.202555  0.374433 -0.556202   Y\n",
      "5212  0.203281  0.947045  0.990642  0.061859   K\n",
      "5213  2.092124  0.906692  1.327444  1.098020   B\n",
      "5214  0.426330  0.775431 -0.540807  0.483395   O\n",
      "5215  1.652039 -0.887320 -2.174533  1.286618   2\n",
      "5216  1.014085  0.771958  0.391398  1.349605   2\n",
      "5217 -0.268733  0.145778  1.148385 -0.055859   U\n",
      "5218  1.174609  0.611714  0.515179 -0.185848   N\n",
      "5219 -2.405019 -0.160283  2.322082 -0.944043   V\n",
      "           one       two     three      four key\n",
      "5220  0.423192  0.095787 -0.887768 -0.741621   Y\n",
      "5221 -1.242080  0.371924  0.166777  1.010489   L\n",
      "5222  1.293472  1.144530 -1.481267 -0.441602   J\n",
      "5223 -1.126853 -1.037226 -0.239714  1.173219   I\n",
      "5224 -1.062209  1.192262 -0.775448 -1.225012   N\n",
      "5225 -0.372656 -0.485828  0.534655 -1.212245   Y\n",
      "5226 -0.020036 -1.333035  2.189450 -0.249190   Q\n",
      "5227 -0.577763 -0.389902  0.488138  0.626001   6\n",
      "5228 -0.766541  0.713717 -1.018256  1.889361   L\n",
      "5229 -1.738700 -0.336054 -0.992538  1.421204   J\n",
      "           one       two     three      four key\n",
      "5230 -0.568216 -1.848144  0.863835  1.322281   J\n",
      "5231  1.321858  1.008873  0.254608 -1.342099   C\n",
      "5232 -1.443118  0.240571  0.792944  0.073668   P\n",
      "5233  0.440872  1.122574 -0.755519 -0.716928   J\n",
      "5234  1.515096  1.335474 -0.910116  0.051178   Z\n",
      "5235  2.023580  1.096807 -1.348178  0.264342   4\n",
      "5236 -0.361315  1.010652  2.553879 -0.089575   8\n",
      "5237 -0.994548 -0.457568  2.218483 -1.278251   V\n",
      "5238  0.132032 -1.305137 -0.536163 -1.280055   O\n",
      "5239  1.161764  0.818182  0.015119  0.283322   K\n",
      "           one       two     three      four key\n",
      "5240 -1.039421  1.134517 -2.225790  0.059204   9\n",
      "5241 -0.867389  0.398072  2.053797  0.734563   Q\n",
      "5242  1.453002  0.569163  0.198248  0.465206   W\n",
      "5243 -0.095428  0.428386 -0.405098 -1.397249   P\n",
      "5244 -1.173270  0.159078  1.927651 -0.210691   3\n",
      "5245  1.043966 -0.104111 -0.249276 -0.020779   X\n",
      "5246  0.280529  1.601091  0.561331  0.868631   8\n",
      "5247 -0.659953 -2.303160  0.248001  0.942726   3\n",
      "5248  0.790584 -0.983116  0.874531  0.809282   7\n",
      "5249 -1.175911  2.151987 -0.080928 -0.431624   A\n",
      "           one       two     three      four key\n",
      "5250 -0.261110 -0.516070  1.135388 -0.761320   L\n",
      "5251  0.703424  0.449614 -1.593578 -1.155400   X\n",
      "5252  1.116450 -0.274069 -0.029748 -0.433413   N\n",
      "5253 -0.357309 -0.529398  0.205418  0.108428   U\n",
      "5254  0.423229  2.089096  0.923675  1.502727   L\n",
      "5255  0.217126  1.282361 -0.978429  0.263613   V\n",
      "5256 -0.443398  0.676990  0.638589 -0.873795   H\n",
      "5257  1.005342  0.682462  1.200273  0.193455   J\n",
      "5258  1.376210  1.148046 -1.194933 -0.024651   5\n",
      "5259  0.745347 -0.886025 -0.437063  2.124741   X\n",
      "           one       two     three      four key\n",
      "5260  0.620059 -1.371443  0.722630  1.637960   E\n",
      "5261  0.006307 -1.331342  0.064962 -0.572398   Y\n",
      "5262 -0.198477  0.684456 -0.147475  0.581649   9\n",
      "5263  0.681178  0.283489 -0.201257 -0.837272   N\n",
      "5264 -3.726864  2.152632  0.986711 -1.273956   E\n",
      "5265  1.232965 -0.872075  1.125734 -1.269692   Y\n",
      "5266  1.680718 -0.795062  0.429542  0.907960   M\n",
      "5267  0.012603 -0.559558  1.170093 -0.755084   A\n",
      "5268  0.478688 -0.923803 -1.621413  1.122109   T\n",
      "5269  0.654913  0.051571  2.016148  0.652618   E\n",
      "           one       two     three      four key\n",
      "5270 -0.840525 -0.155628  0.992246  0.818995   P\n",
      "5271  0.167651 -0.126483 -0.215923 -0.551817   D\n",
      "5272 -1.694869 -0.251794  0.643792  1.051484   N\n",
      "5273  1.158911  1.192041 -0.474725 -1.188533   J\n",
      "5274 -0.359609 -0.742870 -1.434232 -0.412530   D\n",
      "5275  0.527894  0.084068  2.368530 -0.003024   5\n",
      "5276  0.388307  0.969655 -0.162391 -0.256349   F\n",
      "5277 -0.270080 -1.255751 -0.356179  1.231406   1\n",
      "5278  0.082013 -0.523347 -0.298926 -2.259246   S\n",
      "5279 -1.401529  0.293567  0.915069 -0.697824   1\n",
      "           one       two     three      four key\n",
      "5280 -0.342039  0.204837  0.965391  0.219577   6\n",
      "5281  1.588456 -0.269372 -0.298399 -0.017322   9\n",
      "5282  0.367103 -0.208087 -0.251701 -0.522193   F\n",
      "5283  0.197511 -0.502179 -1.736854  1.234516   X\n",
      "5284  1.552528 -1.332354 -0.227918 -0.817041   K\n",
      "5285  0.304382  1.406603  0.373172  0.446837   E\n",
      "5286 -1.405559 -0.701879  1.793801 -0.370495   N\n",
      "5287 -0.290146  0.466117  1.019924 -0.091318   N\n",
      "5288 -0.046104  0.873557  0.660301  0.463093   M\n",
      "5289 -1.577012 -2.119284  1.805621 -0.283501   X\n",
      "           one       two     three      four key\n",
      "5290  0.340372  0.382561  0.000311  0.452417   M\n",
      "5291  1.617485  0.325101 -0.560042  0.944086   N\n",
      "5292  0.268348 -0.373020  0.433140 -0.868286   2\n",
      "5293  0.599411 -1.053006 -0.061247  0.890922   G\n",
      "5294 -1.767324  0.564683 -0.274612 -0.174666   S\n",
      "5295  0.007589  1.506447  1.903478  0.416104   B\n",
      "5296 -0.109962 -0.920117  1.823192 -1.427935   X\n",
      "5297  0.645940  0.441283  0.724279  0.726795   T\n",
      "5298  1.189913 -0.453601  1.207129 -0.241785   B\n",
      "5299  1.209583  0.651352  0.384910  0.560130   C\n",
      "           one       two     three      four key\n",
      "5300 -0.835033  0.186814  0.099421 -0.540764   G\n",
      "5301  0.923118 -1.349525  1.986289  1.099944   M\n",
      "5302 -0.169421  1.093335 -0.047652 -0.085705   V\n",
      "5303 -0.367095 -0.764237  0.525876  0.358030   D\n",
      "5304 -1.150007  0.824941 -0.871591  0.058124   W\n",
      "5305  1.497400 -0.819334  0.017392 -0.037314   B\n",
      "5306 -0.317808  1.235653  0.129119 -0.750614   P\n",
      "5307  0.895324  1.738289 -0.789496  1.561415   2\n",
      "5308 -2.323376 -0.086484 -0.937811  0.975500   5\n",
      "5309  0.749857 -1.469871  2.674434 -0.835018   W\n",
      "           one       two     three      four key\n",
      "5310 -0.631611 -0.828862 -0.120594 -1.000737   H\n",
      "5311 -0.722216 -0.507616  0.252700 -0.196935   J\n",
      "5312 -1.121400 -0.830074 -1.556151  1.372112   Q\n",
      "5313  1.255334 -0.091549 -1.092050  1.431610   5\n",
      "5314 -2.088980 -1.033840 -0.175710 -0.044959   5\n",
      "5315 -0.593836 -0.125592 -0.148473  0.824293   L\n",
      "5316 -0.853371 -1.050392 -1.636552 -0.531499   O\n",
      "5317  0.184960  0.724281 -1.303614  0.042783   B\n",
      "5318 -0.234229 -2.156776  0.665154  0.652185   T\n",
      "5319 -0.542995  0.391323 -0.623619 -0.638091   C\n",
      "           one       two     three      four key\n",
      "5320  1.036986  0.499677  1.148364 -0.467139   K\n",
      "5321  0.762713 -0.337946 -0.239413 -0.662795   Z\n",
      "5322  0.749977  0.712538  1.001917 -0.996523   O\n",
      "5323  0.171084 -0.255490  0.102048 -0.316483   7\n",
      "5324  1.932525  0.246313 -0.141027 -0.530162   W\n",
      "5325 -1.057745 -0.974924 -0.138164  0.507494   J\n",
      "5326  1.450925 -0.757698 -0.095352 -0.783242   R\n",
      "5327 -0.851492  0.531830 -0.000885  1.090088   E\n",
      "5328 -1.455230 -1.651306  0.176941  0.872048   I\n",
      "5329  1.614927 -1.213212 -0.481253 -0.417014   V\n",
      "           one       two     three      four key\n",
      "5330 -0.084471 -0.277350  1.451430  0.084764   A\n",
      "5331 -0.518113  0.226028 -0.511796 -0.919190   Q\n",
      "5332 -0.972866  1.004205  0.120233  0.042025   H\n",
      "5333  2.833891 -2.101260 -0.429482 -0.463515   N\n",
      "5334 -0.128270 -0.543380 -0.221873 -1.029007   6\n",
      "5335  1.247967  0.128850 -1.559185  0.044223   D\n",
      "5336  0.273832  0.522074 -0.308342  2.699276   P\n",
      "5337  0.702012  0.711724  1.163336  0.296343   8\n",
      "5338 -1.016164 -0.354134  0.344964 -0.991717   F\n",
      "5339  1.063249 -1.609780  1.585452  0.266229   3\n",
      "           one       two     three      four key\n",
      "5340 -0.345092 -1.783733  0.995363 -0.133127   V\n",
      "5341  0.580273  0.858170 -0.411594  0.237033   9\n",
      "5342  0.242251 -0.014573 -0.546432  0.329856   C\n",
      "5343  0.399690  1.883217 -0.567522  0.406623   F\n",
      "5344 -0.388245  1.919552 -0.905067  0.678331   1\n",
      "5345  0.533744  1.906746  0.543798 -1.308828   Y\n",
      "5346 -0.978301 -0.936583  0.090409 -0.218280   5\n",
      "5347  0.339442 -0.280250 -1.007012 -2.808084   7\n",
      "5348 -1.670404  0.076665  1.298030 -0.763384   K\n",
      "5349  0.673709  1.492749  0.547974 -0.214530   R\n",
      "           one       two     three      four key\n",
      "5350 -0.860414 -1.054173 -0.213906  2.004594   U\n",
      "5351 -0.697103  0.482459 -0.618269  0.468325   2\n",
      "5352 -1.595699  0.747179  0.439322  0.375915   G\n",
      "5353  0.640864 -0.928823  0.139356 -0.740332   4\n",
      "5354  0.504642  0.081301 -0.524631  0.122069   E\n",
      "5355 -1.560576 -1.408741  0.544641  0.939580   C\n",
      "5356  0.876947  0.969392 -1.069375  0.173287   N\n",
      "5357 -0.995748 -0.962385  1.257431 -0.631646   B\n",
      "5358  0.500236 -0.891189  0.463304 -0.394501   X\n",
      "5359 -2.687335 -0.240997 -0.588067 -0.355682   D\n",
      "           one       two     three      four key\n",
      "5360  1.112292 -0.026863 -0.144077  0.364361   P\n",
      "5361  0.236183  0.113043 -1.380454  0.028792   I\n",
      "5362 -1.093494 -0.946562  0.149382 -0.190454   1\n",
      "5363  0.676450  0.904576  0.854621  0.323596   V\n",
      "5364  1.841712  0.439631 -1.265122 -0.713029   R\n",
      "5365 -1.128605 -0.498973 -0.079963  0.176692   L\n",
      "5366  0.767857 -0.511653 -2.181414 -0.225151   5\n",
      "5367  2.219223 -1.507158  0.901499  0.474151   U\n",
      "5368 -0.030439  0.912498  1.780497  0.437122   Q\n",
      "5369  1.038661 -0.390589  1.521634  1.431299   I\n",
      "           one       two     three      four key\n",
      "5370 -0.562848  0.630243 -0.055077 -2.031742   Y\n",
      "5371 -0.838191  1.910501  1.784924 -0.128932   F\n",
      "5372  0.289630  1.530673 -1.678070  1.182819   P\n",
      "5373 -0.458333  1.229672 -0.038087  0.961370   1\n",
      "5374  0.607271 -1.161728  1.128581  0.477947   R\n",
      "5375  1.136751 -0.617244 -0.103225  1.273975   V\n",
      "5376 -0.499357  0.082418  0.886325 -0.889350   J\n",
      "5377 -0.053079 -0.431909 -0.819710 -0.184383   G\n",
      "5378  0.554389 -3.415448 -1.008008  0.095636   L\n",
      "5379 -0.437518  1.416218 -1.223696 -0.983091   G\n",
      "           one       two     three      four key\n",
      "5380 -0.562207  0.266432  0.282217 -0.572417   D\n",
      "5381  0.282379  0.261255  0.389700 -1.350305   9\n",
      "5382  1.036831  0.417989 -0.203446  0.483799   J\n",
      "5383 -0.468093  0.346607 -1.773748  0.778593   N\n",
      "5384  0.439716 -0.543873  0.113144 -0.889964   8\n",
      "5385 -1.374947  1.858126  0.670141  1.643450   5\n",
      "5386 -0.854071  0.015123  0.606645 -0.924789   J\n",
      "5387 -1.064914 -0.752264  0.635654 -0.847769   A\n",
      "5388  0.328038 -2.201035 -0.640835 -0.762974   W\n",
      "5389 -0.454491 -1.296817  2.021387  0.740482   Z\n",
      "           one       two     three      four key\n",
      "5390  0.495933 -0.706393  0.515892 -1.664529   N\n",
      "5391  1.015098  0.254481  0.284005  0.084618   Y\n",
      "5392  1.110091 -1.078437 -0.415991 -2.497072   Q\n",
      "5393 -0.787877  0.023630  0.791347 -0.153287   J\n",
      "5394  0.074121  2.946737  0.432237 -1.322222   P\n",
      "5395  0.353429 -0.247717  0.027099 -0.872752   Y\n",
      "5396  1.224205  0.710345  0.406204  1.362394   N\n",
      "5397 -0.350708 -2.263328  0.280188  0.996978   W\n",
      "5398  0.207886  1.219363  0.120394  1.416482   F\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5399  0.321767  0.997815 -0.141009 -0.214223   A\n",
      "           one       two     three      four key\n",
      "5400 -1.343528 -0.396485 -1.638347 -1.006332   4\n",
      "5401  0.022319 -0.704375  0.789894 -1.780649   E\n",
      "5402 -1.539439  0.535850  1.976509  1.146052   M\n",
      "5403  1.721770  0.110358 -1.426991  0.302453   K\n",
      "5404 -0.122783  1.017953 -0.485182 -0.757533   S\n",
      "5405  1.437882  0.462309  0.645184 -0.488188   3\n",
      "5406  0.252519 -0.893764 -1.451020 -0.037571   B\n",
      "5407  1.428140 -0.307382  0.835236  0.318659   F\n",
      "5408 -0.653513 -0.826898  0.365600 -0.343442   J\n",
      "5409  0.648526  0.382166  0.837120  2.057713   8\n",
      "           one       two     three      four key\n",
      "5410 -0.294031  1.866947 -2.424641 -0.594399   2\n",
      "5411  0.546136 -1.165291 -0.069493  0.839443   U\n",
      "5412  0.055590  0.460796  1.480777 -1.173950   E\n",
      "5413  0.911487  0.336341 -0.890390 -0.131222   S\n",
      "5414 -0.907505 -0.773818  0.123461  1.723814   G\n",
      "5415  0.118950  0.898642  1.359423 -0.025140   I\n",
      "5416 -0.878655 -1.640173 -1.324034  1.131211   4\n",
      "5417 -0.019509  0.876113 -1.549758  1.650965   W\n",
      "5418 -0.003943 -0.100711  0.089326  1.220398   F\n",
      "5419 -0.047169 -0.834210 -1.417680 -0.992629   K\n",
      "           one       two     three      four key\n",
      "5420  1.408109 -1.297373  0.331664  0.227963   F\n",
      "5421 -1.254859  0.379769  0.234048 -0.412161   K\n",
      "5422  0.532227 -0.576430  0.433983 -1.034566   D\n",
      "5423 -0.440186 -0.920560 -0.886908 -0.717393   7\n",
      "5424  1.755844  0.583305 -0.023002 -1.240222   N\n",
      "5425  0.326275  1.118900  2.100199 -0.302665   Y\n",
      "5426  0.024880 -0.717322  1.408196  0.961346   D\n",
      "5427 -2.338187  1.448027 -1.882319  0.090921   J\n",
      "5428 -2.329398  0.226033 -0.359550 -0.545552   H\n",
      "5429 -0.203604 -0.371016 -0.120285 -1.316813   H\n",
      "           one       two     three      four key\n",
      "5430  1.626647  0.296330  0.314341 -0.031742   C\n",
      "5431  1.915538  0.902880  0.408403  0.380036   2\n",
      "5432 -1.095378 -1.436462 -0.136636 -0.076472   M\n",
      "5433 -1.588550 -0.192420 -0.125519 -0.116338   Q\n",
      "5434  0.677292  0.021536 -1.543651 -0.254482   A\n",
      "5435  0.146033  0.956711 -0.116033 -1.118259   V\n",
      "5436  0.162939 -0.176831 -0.517489 -0.086483   U\n",
      "5437  0.446004  1.421391  1.864233 -0.231944   B\n",
      "5438 -0.766637  0.849322 -2.271482  0.097941   C\n",
      "5439 -2.212326  0.371240  0.076708  0.579678   Z\n",
      "           one       two     three      four key\n",
      "5440  0.449888 -0.382982  0.535168 -0.139049   Y\n",
      "5441 -0.226391 -0.360102 -0.256503 -0.591466   3\n",
      "5442  0.731660 -1.895307 -0.977830  0.609795   X\n",
      "5443  0.093161 -0.941322  0.948940  0.907185   O\n",
      "5444 -0.473135 -0.154075 -1.019198  0.463382   S\n",
      "5445 -0.360482  1.129282 -0.520626 -0.583512   V\n",
      "5446  0.398428  0.931627  0.126570 -0.359562   E\n",
      "5447  0.056456  0.942890  0.487491 -0.325111   W\n",
      "5448  0.919766  1.271893  0.325629  1.438338   W\n",
      "5449  0.826460 -0.252578 -0.935145  1.414167   9\n",
      "           one       two     three      four key\n",
      "5450  0.239817  0.200546  0.676698  0.359205   N\n",
      "5451  1.004258  0.137820  0.340930 -0.534090   S\n",
      "5452 -0.022907 -1.523095  0.641033 -0.104281   E\n",
      "5453  2.455329 -0.190569  0.302309 -0.480748   9\n",
      "5454 -1.152559 -1.857734  0.187128 -1.995975   7\n",
      "5455 -1.576836 -1.958031 -0.140602  0.632315   X\n",
      "5456  0.426068 -0.167195 -1.075382 -1.092328   F\n",
      "5457 -0.716212  1.015349  0.488514 -0.699262   U\n",
      "5458 -1.159867 -0.775871  0.605492 -0.297012   Q\n",
      "5459 -0.088278 -0.206925  0.104638  0.875423   M\n",
      "           one       two     three      four key\n",
      "5460 -0.610495  0.557744  0.931149  0.436779   H\n",
      "5461  0.379394 -1.317547  0.001410  0.969856   S\n",
      "5462  0.864211  1.519593  1.260238  0.654337   D\n",
      "5463  1.350424  0.345149 -0.829001  0.185953   K\n",
      "5464  0.956002  0.566695  1.150978 -0.360039   B\n",
      "5465 -1.012716 -1.020895  0.650649 -1.216440   I\n",
      "5466 -1.087239 -0.949828 -0.645358 -0.859970   J\n",
      "5467  1.614264  0.488728  2.352849  0.268151   9\n",
      "5468  0.662645 -0.887113  0.476253  0.060454   1\n",
      "5469  0.005817 -2.763755 -1.300543  0.542561   6\n",
      "           one       two     three      four key\n",
      "5470  0.763453  0.438033 -1.231173  0.806291   G\n",
      "5471  0.024834  1.118008  1.737034 -0.374938   A\n",
      "5472 -0.355465 -1.076554  0.965899  0.659141   T\n",
      "5473 -0.745188 -0.782877 -1.258483 -1.055936   C\n",
      "5474  0.202093 -1.282088 -0.779935  1.443650   A\n",
      "5475  0.760751  0.022058 -0.351377  0.211099   D\n",
      "5476  0.557158 -1.876649 -1.430152 -1.654969   T\n",
      "5477  1.319639 -0.215070 -0.362025  0.518275   4\n",
      "5478 -2.286471  0.411294 -1.539162 -0.091418   K\n",
      "5479 -0.573244 -0.422650  1.464084  0.542439   R\n",
      "           one       two     three      four key\n",
      "5480 -0.557591 -0.698958 -0.993515  0.075930   N\n",
      "5481  1.334503  0.513017 -0.587334 -0.251176   T\n",
      "5482 -1.496775  0.744357 -0.482187 -1.308006   B\n",
      "5483 -1.174527  0.387196 -1.718539 -1.281410   A\n",
      "5484 -0.675110  1.193266  0.997502 -0.521573   A\n",
      "5485  0.157038 -1.616308 -0.903544  0.350487   B\n",
      "5486 -0.130342 -0.803972 -0.113091 -0.381549   Y\n",
      "5487 -1.348766  0.714156  0.043432 -0.057863   K\n",
      "5488  0.760157 -0.318976  0.433243 -0.439731   Z\n",
      "5489 -0.526896 -1.083645 -0.161763  0.660053   F\n",
      "           one       two     three      four key\n",
      "5490 -0.461582 -1.050731 -0.426427  0.887175   L\n",
      "5491 -0.222515  0.753492 -0.409289 -0.295382   X\n",
      "5492  0.721114  1.011716 -0.271546  1.211776   F\n",
      "5493  1.121356  0.468571 -0.336326  0.078605   M\n",
      "5494  0.164942 -0.266021 -2.143937 -2.113471   5\n",
      "5495  1.345822  2.363195 -1.405568  2.599800   F\n",
      "5496  0.173217 -0.116329  0.373466  0.381805   W\n",
      "5497 -0.289274  1.439352 -0.799853 -1.208543   O\n",
      "5498  1.094008  0.049683 -1.445820  0.540209   G\n",
      "5499  0.290745  0.590175  0.895260 -0.025518   P\n",
      "           one       two     three      four key\n",
      "5500 -0.264040 -1.204051  0.504199  0.602873   O\n",
      "5501  2.027584 -0.097576 -0.445689  1.965018   9\n",
      "5502  1.342573  1.231400  1.723257  1.332216   K\n",
      "5503  1.536042  1.585264  0.904740  0.972697   L\n",
      "5504 -0.494593  0.008418  1.512647 -0.114531   X\n",
      "5505  0.796604  0.242223 -0.381732 -0.006187   B\n",
      "5506 -0.103388  0.690857 -0.217870 -0.399363   N\n",
      "5507 -1.055039  1.263498 -0.294833 -0.131290   A\n",
      "5508  0.769964 -0.077621 -1.569057  1.759866   K\n",
      "5509 -0.380482 -0.444606 -0.959613  0.375138   9\n",
      "           one       two     three      four key\n",
      "5510  0.343652  1.653497  0.361990  1.413521   B\n",
      "5511 -1.037169  0.466151 -0.483780  1.754663   1\n",
      "5512 -1.370660 -0.066661  0.780669 -0.341960   W\n",
      "5513 -1.218953 -1.185454 -0.313377  0.509477   X\n",
      "5514  0.320657 -2.371135  1.327589 -1.326688   V\n",
      "5515 -0.021378 -0.062101  0.573617 -0.603958   H\n",
      "5516  0.703793  0.094209  0.212399 -0.698490   R\n",
      "5517  0.126527 -0.597758  0.772462  0.406615   7\n",
      "5518  0.472917 -0.828902 -0.236532  1.138180   F\n",
      "5519 -0.903719 -1.377777 -1.844190 -0.472677   I\n",
      "           one       two     three      four key\n",
      "5520  1.024344 -0.450261 -0.683783 -0.661729   D\n",
      "5521  0.127562  0.164955  0.302059 -0.774069   L\n",
      "5522  1.114310  0.040545 -1.945605 -0.051613   W\n",
      "5523 -1.105121  2.330199 -1.632064 -0.642056   M\n",
      "5524 -0.638923  2.087784 -0.664267  1.279759   B\n",
      "5525  0.394658 -1.415181  0.909133 -1.030027   N\n",
      "5526  0.229629  1.221449  0.267325  1.546965   D\n",
      "5527 -0.754186 -1.428343  1.642931  1.298858   E\n",
      "5528  0.276274  0.759065 -0.779600  0.224756   Z\n",
      "5529  0.701377  0.120162  1.432007 -0.151164   M\n",
      "           one       two     three      four key\n",
      "5530 -0.595785 -1.448381 -1.434809 -1.878632   D\n",
      "5531  0.500949  0.070500 -0.443117  0.457912   A\n",
      "5532  0.859546  2.785971 -0.532929 -1.136828   U\n",
      "5533  0.711861  0.002736 -0.400844  0.551365   F\n",
      "5534 -1.445062 -0.611055 -0.322967  0.547384   X\n",
      "5535  0.954100 -1.257360  1.008903 -0.906558   W\n",
      "5536 -0.833364  1.040694  1.197968 -1.312923   E\n",
      "5537 -1.292614  0.276692 -1.050741  1.534013   8\n",
      "5538 -1.013760 -0.066572 -0.620854  0.730214   L\n",
      "5539 -0.976169 -0.974598 -2.197370  1.852371   M\n",
      "           one       two     three      four key\n",
      "5540 -1.329730  1.085331  1.980574  1.176841   J\n",
      "5541 -0.218698  0.084666 -0.173542 -0.651511   P\n",
      "5542 -1.982991  1.643599  1.468598  1.516742   A\n",
      "5543  1.164884  0.020764 -0.533329 -1.145035   6\n",
      "5544 -1.491799  0.007564  0.616605 -1.037414   4\n",
      "5545 -0.996030  0.137301  1.731782  0.175898   E\n",
      "5546  0.303861 -1.052662 -0.970055 -0.785081   J\n",
      "5547 -1.001332  0.017181  1.782410 -1.190568   J\n",
      "5548 -0.336102 -0.821629 -0.626185  0.571429   Q\n",
      "5549  0.422550  0.500042  0.513456  0.488156   9\n",
      "           one       two     three      four key\n",
      "5550  1.867871  1.484582 -1.357443 -2.626637   F\n",
      "5551  2.005167 -0.685622 -1.561030  0.182441   E\n",
      "5552  0.597000  0.222708  0.305168 -0.080533   I\n",
      "5553 -0.508773  1.021734  1.108644  0.943291   2\n",
      "5554 -1.179020  0.036331  1.042837  1.088222   5\n",
      "5555  0.951402 -0.307578 -0.368335  0.251813   G\n",
      "5556  1.218339  0.713224 -1.293507 -0.760257   W\n",
      "5557 -0.637575  0.264305 -1.318301 -0.356751   T\n",
      "5558 -0.279952 -0.480788  0.570095  0.064280   F\n",
      "5559  0.070160  1.671392 -0.799068  1.152375   W\n",
      "           one       two     three      four key\n",
      "5560  0.765127  1.032661  0.202238 -0.111697   D\n",
      "5561 -0.164872 -0.205052 -1.352808  1.070987   G\n",
      "5562 -0.921249  0.130183 -0.494700  1.200320   K\n",
      "5563 -0.772598  0.971766 -1.172807 -0.629114   H\n",
      "5564 -1.168048 -0.763392 -1.101017 -1.225282   C\n",
      "5565 -0.487141 -1.570014  2.023701  0.942098   J\n",
      "5566 -0.960110 -0.599789 -0.420131 -1.060305   Y\n",
      "5567  1.145774  0.271638  0.158536 -0.138008   6\n",
      "5568 -0.193084  0.966616 -1.288475 -0.604217   S\n",
      "5569 -0.328503  0.848668 -0.046550 -0.349784   I\n",
      "           one       two     three      four key\n",
      "5570 -0.350641  0.682652  1.213110 -0.422607   Z\n",
      "5571  1.623558 -0.389626  2.020485 -0.204085   C\n",
      "5572 -0.281836  0.799264 -0.033647  0.041708   9\n",
      "5573 -1.379627 -1.124807  0.076573 -0.908953   T\n",
      "5574 -0.481685  1.317100 -0.913979 -0.677304   D\n",
      "5575  0.574356 -0.732228 -0.158524 -1.794890   P\n",
      "5576 -0.556246 -0.972948 -0.358834 -0.229477   K\n",
      "5577 -0.662142 -0.182813  0.328315  2.252194   X\n",
      "5578 -0.209264  1.116097 -0.839968  0.491750   R\n",
      "5579  0.412337 -0.464012  0.112052  0.829024   P\n",
      "           one       two     three      four key\n",
      "5580 -0.292731  0.152552  0.171421 -1.676514   Z\n",
      "5581 -0.810217  1.707645 -0.295623  0.205511   P\n",
      "5582  0.443111  0.546866 -0.815407 -0.814718   S\n",
      "5583  0.421462 -0.836823  1.425804  0.052379   Q\n",
      "5584 -0.761553 -2.153481 -1.241917 -1.000066   8\n",
      "5585 -1.740843 -1.618405 -0.206717  0.088524   C\n",
      "5586  0.862219 -1.028091  0.132116  0.920400   3\n",
      "5587  1.151347  0.109756 -0.987297  0.763409   S\n",
      "5588 -0.910335 -0.982107  0.490226  0.643449   T\n",
      "5589  0.761674 -0.617406 -1.652585  1.875518   Q\n",
      "           one       two     three      four key\n",
      "5590 -0.994851 -0.103497 -1.577335 -0.537263   V\n",
      "5591  0.410500  2.351971 -0.974480  0.163615   N\n",
      "5592  0.363843 -0.331079  0.008411 -1.808952   W\n",
      "5593 -0.726563 -0.261141  0.243103  0.142011   M\n",
      "5594 -1.010931  1.014739 -0.925784 -0.869491   Y\n",
      "5595  0.938799  0.421110 -0.105712 -0.563260   Z\n",
      "5596 -0.639067 -1.289469  1.124618  0.608780   J\n",
      "5597  0.853380 -0.514838  0.097316 -0.297523   E\n",
      "5598  0.947749  0.259260  0.549507 -2.636814   T\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5599  1.905350 -0.012055  2.431791  1.237997   S\n",
      "           one       two     three      four key\n",
      "5600 -0.516668 -1.809236  0.416144 -2.280588   J\n",
      "5601  1.027780 -0.027405 -0.564503 -0.119947   Y\n",
      "5602  1.551204  0.466685 -0.641260 -0.181744   C\n",
      "5603  0.926318  0.927291  0.117346  0.689852   U\n",
      "5604 -0.632273  0.324688  0.298193 -1.017273   S\n",
      "5605 -0.015874  0.788401  0.638825  0.372048   D\n",
      "5606 -0.010017 -0.326955 -0.318236  1.046044   D\n",
      "5607 -0.634580 -0.522508  0.068567 -0.884560   M\n",
      "5608  2.050653 -1.181549 -0.533822 -2.125313   E\n",
      "5609 -0.908868 -0.793014 -0.335109  0.037492   N\n",
      "           one       two     three      four key\n",
      "5610  1.224110  0.958274  1.329758 -0.253768   Z\n",
      "5611  1.718144 -0.648634  0.142423 -0.403445   N\n",
      "5612 -0.533005 -0.214491 -0.235923  0.914930   Z\n",
      "5613 -1.390759  0.211406  0.590674  0.083262   B\n",
      "5614 -0.928091  0.701956  1.039178 -0.762259   8\n",
      "5615  0.728672 -0.383446 -0.562926  0.423290   K\n",
      "5616  0.370024  0.032020 -1.263050 -0.661190   4\n",
      "5617 -0.174518 -0.253561  1.363441 -0.352337   R\n",
      "5618 -1.462123 -1.024080  0.516048 -0.274181   C\n",
      "5619  0.149626 -1.258493 -3.147012  0.647377   V\n",
      "           one       two     three      four key\n",
      "5620  0.718572  0.122687 -0.264683 -0.012467   1\n",
      "5621 -0.583261  1.866096 -1.291962  0.501720   R\n",
      "5622 -0.215772  0.096258  0.500506  1.266032   7\n",
      "5623 -2.008887 -0.463262  0.235280  1.576381   Q\n",
      "5624 -0.389031  0.756333 -0.727188 -0.241930   5\n",
      "5625  0.094756  1.443395  0.421279  0.521304   C\n",
      "5626  0.211397 -1.091062 -0.885885 -1.174211   O\n",
      "5627  0.867971  0.059845  2.117674 -0.275678   J\n",
      "5628 -0.689220 -0.498567 -0.754487  0.249618   Y\n",
      "5629 -1.422313 -0.799299 -0.818168  0.175179   7\n",
      "           one       two     three      four key\n",
      "5630  0.121058 -1.391758  0.540614  0.610208   F\n",
      "5631  0.320297  2.239588 -1.146741 -0.510208   P\n",
      "5632 -0.690142  0.491001  1.058332 -0.008989   6\n",
      "5633 -0.521703 -2.299228  1.042974  0.022488   D\n",
      "5634  0.255021  0.547390 -0.590398  1.040875   0\n",
      "5635  1.173623 -1.470366  0.391082  2.614733   H\n",
      "5636  0.408012  0.666054 -1.332051 -1.773270   D\n",
      "5637 -0.404665 -1.826796  0.051082 -0.389155   R\n",
      "5638  1.311233  1.071636 -0.691517 -0.197166   U\n",
      "5639  1.329483 -0.314181  1.155250 -0.310138   D\n",
      "           one       two     three      four key\n",
      "5640 -1.334960 -1.373417  0.021264  0.902418   A\n",
      "5641  2.268282 -0.007329  0.394683 -1.679803   F\n",
      "5642 -0.304685 -1.356296 -1.620419 -0.569422   D\n",
      "5643 -0.530818  0.800831 -2.274781  0.170541   0\n",
      "5644 -0.001800 -3.465356 -0.827826  1.430808   C\n",
      "5645 -0.261444  1.486314 -1.039579  0.719062   U\n",
      "5646  0.627622 -0.469194 -0.101264  1.891676   5\n",
      "5647 -0.329298  0.071715  0.479169 -1.079075   M\n",
      "5648 -0.742765  0.759030 -1.118109  0.884687   S\n",
      "5649  0.383764  1.115819  1.333113  0.371440   C\n",
      "           one       two     three      four key\n",
      "5650  0.137338 -0.662399  1.757140 -0.909405   Y\n",
      "5651 -1.539605 -0.895458 -0.233275  2.666556   U\n",
      "5652  0.035304 -1.942487  1.242118 -0.184326   D\n",
      "5653  0.182066  0.434355 -0.583836  0.616160   5\n",
      "5654 -1.259901 -1.114100  0.283941  0.797892   H\n",
      "5655  0.988202 -1.163367  0.115797 -0.048535   I\n",
      "5656  0.236980 -1.602385  1.118380 -0.554616   Y\n",
      "5657  0.900938  0.716454  1.811875 -1.330704   7\n",
      "5658  0.727675 -0.938174  0.479874  0.347832   I\n",
      "5659  0.287110 -0.346400 -1.159676  1.049243   A\n",
      "           one       two     three      four key\n",
      "5660 -1.099466  0.356533 -0.167410 -1.174868   W\n",
      "5661  2.128371  0.678286 -1.134974  0.492645   Q\n",
      "5662 -0.839114 -0.006299  0.822817 -1.684707   M\n",
      "5663  0.883543 -1.083908 -0.056349  0.571913   E\n",
      "5664  0.394936  0.935668  0.401927 -0.062631   7\n",
      "5665 -1.239741 -1.063991  0.117355  0.529984   B\n",
      "5666 -0.921699  2.013758  0.578416 -0.832472   J\n",
      "5667 -0.438839 -1.688726 -0.772548 -1.138874   7\n",
      "5668  0.367194  0.588574  0.637054  0.636912   E\n",
      "5669 -1.398241  0.701902 -1.603974 -0.001910   6\n",
      "           one       two     three      four key\n",
      "5670 -0.759556 -1.767282  1.903070 -0.191659   O\n",
      "5671 -0.032537  0.924379 -0.148704  0.321012   D\n",
      "5672  0.209909  1.623332 -1.144754  0.412216   G\n",
      "5673 -0.457389 -0.117801 -0.323972  0.879816   G\n",
      "5674  0.126167 -0.170582 -0.086928  1.426527   F\n",
      "5675  1.385306 -1.470873  0.593692 -1.331943   J\n",
      "5676  0.411997 -0.792781  1.117095  3.372951   A\n",
      "5677 -0.794808  0.294574 -1.235114 -1.038514   F\n",
      "5678 -0.400435 -0.040874 -1.539885  1.306125   9\n",
      "5679  0.069999  0.856249 -0.599017 -0.766095   X\n",
      "           one       two     three      four key\n",
      "5680  0.480274  0.934571 -1.233171 -1.027289   Y\n",
      "5681  0.169191 -0.241472 -0.199201 -0.421583   D\n",
      "5682 -0.274243  1.465206  0.098366 -0.166066   I\n",
      "5683  0.350214  0.375084 -1.319546 -0.105641   M\n",
      "5684  0.238529  0.373155  0.755962 -1.681836   F\n",
      "5685 -0.222048  2.136200  0.197333 -0.539230   B\n",
      "5686  0.375309  1.165427 -1.357453  0.612017   I\n",
      "5687 -0.463573  1.766087  0.455837  0.255512   V\n",
      "5688  0.279988  0.420717  0.805524 -0.755125   Y\n",
      "5689  0.930874  0.060651  1.623671  0.086015   I\n",
      "           one       two     three      four key\n",
      "5690 -0.292949 -0.880245 -0.581178  0.654815   L\n",
      "5691 -0.204133  0.333149  0.406852 -1.169391   K\n",
      "5692 -0.242474  0.331982  0.290742 -0.278750   B\n",
      "5693  0.145993  1.930448  1.720139  1.377522   U\n",
      "5694 -0.617593 -1.614591  0.016191 -0.604622   H\n",
      "5695  0.922978 -1.292055 -1.351997  0.283806   X\n",
      "5696 -0.928138  0.852961  0.024444  2.340553   V\n",
      "5697 -0.821976  0.817374  0.451825 -1.570028   Q\n",
      "5698  1.321737 -0.400621 -0.807798  1.015631   J\n",
      "5699  0.711289  0.923190 -0.455170  1.067814   H\n",
      "           one       two     three      four key\n",
      "5700 -0.047304  1.394180  2.344610 -0.002397   Y\n",
      "5701 -1.688336 -0.346352  0.425520 -0.224832   K\n",
      "5702  0.160533 -0.687899 -1.421196 -0.272783   P\n",
      "5703 -1.066810  1.259937 -0.206259 -0.970699   H\n",
      "5704  0.745745  0.218009 -1.164389  0.998144   U\n",
      "5705 -1.113694  1.714325  0.081232 -0.774844   H\n",
      "5706  0.836289 -0.640712  0.214118  0.672353   C\n",
      "5707 -1.253733  1.755154  1.009684  0.813607   0\n",
      "5708  0.688122  0.107563  1.268690  1.585725   Z\n",
      "5709 -1.000947  0.543779  1.701537 -0.824418   G\n",
      "           one       two     three      four key\n",
      "5710  0.259233  0.384970  0.623987 -2.267827   L\n",
      "5711  0.681097  1.819244  0.669091 -1.138714   0\n",
      "5712  0.079504 -0.515797  0.034017  0.533997   V\n",
      "5713  0.408101  0.314263 -2.700834  0.885913   X\n",
      "5714 -1.043828 -0.659638 -0.383559  3.060846   I\n",
      "5715 -0.559463  0.347588 -1.730812  0.517563   H\n",
      "5716  0.980145  1.394327 -1.456224  0.791639   I\n",
      "5717 -0.723501  2.558271 -0.850818 -0.475867   U\n",
      "5718  0.100228 -0.570544 -0.002565 -2.148293   Y\n",
      "5719 -2.006154  1.062676  0.569060  0.418153   Q\n",
      "           one       two     three      four key\n",
      "5720  1.698521 -0.877715  2.729603  1.443464   M\n",
      "5721  0.151383 -0.519386  0.389304 -0.481319   K\n",
      "5722  0.945801  0.619985  2.090553 -0.437160   Z\n",
      "5723 -0.921652  0.748418 -1.993968 -0.438938   F\n",
      "5724  1.936295  1.162780 -2.154590  0.718839   F\n",
      "5725  1.550970  0.188207 -0.850502 -0.990649   K\n",
      "5726  0.482061 -0.204229 -0.500644  0.319991   O\n",
      "5727  0.223549 -0.195633 -1.181842  0.874798   H\n",
      "5728  0.152340 -1.239362 -0.572878  2.023121   V\n",
      "5729  0.364105  0.911930 -0.056518 -0.468410   R\n",
      "           one       two     three      four key\n",
      "5730 -0.766294 -0.268946  0.722880 -0.744594   Z\n",
      "5731  0.769705 -1.639635  0.498835 -0.237019   X\n",
      "5732 -2.189870  0.334059 -0.248977 -0.303730   A\n",
      "5733 -1.219167 -0.094164 -0.759449 -0.373387   T\n",
      "5734 -1.331303  0.159015  0.488240 -0.421206   U\n",
      "5735  0.000057  1.475884 -0.493883 -1.347344   P\n",
      "5736  0.427966 -0.462143  2.548931 -0.643162   8\n",
      "5737  0.326545 -0.360348 -1.712747 -1.031053   8\n",
      "5738 -0.857995  0.301969 -1.466876  0.306275   L\n",
      "5739 -1.097458  0.394401 -1.255293 -0.439218   K\n",
      "           one       two     three      four key\n",
      "5740  0.172591 -0.264390 -1.498304 -0.072483   P\n",
      "5741 -0.537247  0.987166 -0.415319 -0.911046   C\n",
      "5742  0.736183  0.215746 -0.396431 -0.011701   W\n",
      "5743 -1.916784 -1.356730  0.109771 -1.226509   D\n",
      "5744 -0.583047  1.137829 -0.592201  0.409020   I\n",
      "5745 -0.377472  0.867824  0.146361  0.649430   U\n",
      "5746 -0.669548  0.118215 -1.476486  0.535222   R\n",
      "5747  0.943050 -2.480243  0.571789 -1.371331   U\n",
      "5748 -0.556300  2.471795  0.387172 -0.374154   W\n",
      "5749  1.129519  0.415313 -0.037097 -0.150885   V\n",
      "           one       two     three      four key\n",
      "5750 -1.600413  0.159826  0.150359  0.088060   S\n",
      "5751 -0.792302 -0.765247 -1.021910 -2.058838   2\n",
      "5752  0.492472  1.075038  0.855289 -0.021079   G\n",
      "5753 -1.037104  0.431854  2.730071  0.452413   E\n",
      "5754  0.486591  0.122527  1.388340  0.014270   5\n",
      "5755  0.031621  0.222669  3.025273  0.412352   B\n",
      "5756 -0.516121  0.433224 -1.821537  0.666071   M\n",
      "5757 -0.127361 -1.419093  0.364285  0.709469   L\n",
      "5758  1.286620 -1.324586  0.498089  0.001875   Y\n",
      "5759  0.941218  0.937461  0.993775 -1.541011   L\n",
      "           one       two     three      four key\n",
      "5760  0.140539 -0.675598 -0.050526 -0.392513   2\n",
      "5761  1.100811 -0.071889  0.748639  0.926796   F\n",
      "5762  0.904096 -0.387636 -1.832550 -0.025005   F\n",
      "5763 -0.723901  0.389483  2.041585 -0.193699   9\n",
      "5764 -1.556294 -0.358824  0.094072 -1.163632   U\n",
      "5765  0.257940 -1.344356 -1.615863  0.534847   T\n",
      "5766 -0.955549  0.721610  0.544829 -0.773344   K\n",
      "5767  0.084983  0.643734  0.924384  0.820764   9\n",
      "5768  0.339438 -0.512475 -0.140745  1.772117   D\n",
      "5769  0.738019 -1.090932  0.936387 -0.037196   1\n",
      "           one       two     three      four key\n",
      "5770  0.498951 -1.609796  0.202239  0.333631   N\n",
      "5771 -1.421275 -0.892238 -1.079191  1.361871   4\n",
      "5772  0.571228  1.107259 -0.489436  0.439030   6\n",
      "5773  2.343104 -0.052859  0.536495 -0.256878   P\n",
      "5774 -1.649719 -0.588896 -0.542998 -1.429529   S\n",
      "5775 -1.231455 -0.141106 -0.045299 -2.033290   G\n",
      "5776  2.046176  0.003491 -0.419639  0.338629   X\n",
      "5777  0.455334  0.586219 -1.659733  0.745404   N\n",
      "5778  1.085040 -0.416365 -2.094405 -0.291053   Y\n",
      "5779  0.223690  1.399661 -1.052632 -1.198156   6\n",
      "           one       two     three      four key\n",
      "5780  0.285272  0.167573 -0.111292  0.310479   A\n",
      "5781  0.063793 -0.837654 -0.677238 -0.626084   H\n",
      "5782  0.087285 -0.517900 -1.184332 -1.086610   R\n",
      "5783  0.131171  1.340719 -0.134507 -0.599765   R\n",
      "5784  0.413139  0.297188 -0.674361 -0.868657   6\n",
      "5785 -0.725957 -0.998949  0.592402 -0.818486   K\n",
      "5786  2.019106 -0.870474  1.639569 -0.018648   L\n",
      "5787  1.522817  0.863991 -1.084725  0.995037   L\n",
      "5788  1.599495  0.878766 -0.031821 -1.541137   W\n",
      "5789  0.032584 -0.830247  0.093528 -0.885421   0\n",
      "           one       two     three      four key\n",
      "5790 -0.218408 -0.479250  0.269820  0.587703   H\n",
      "5791 -0.811633  0.880449 -0.355221  1.267463   P\n",
      "5792 -0.331629  0.758539 -1.848992 -1.417983   C\n",
      "5793  0.732672 -0.744898  0.512209  1.417495   3\n",
      "5794 -1.280849  1.200019 -0.946480 -1.236550   2\n",
      "5795 -0.154021 -0.413900 -0.475061 -0.452330   W\n",
      "5796 -0.232235 -0.368472  0.993501 -1.021010   U\n",
      "5797  0.781140  1.342346  0.913418  1.774222   F\n",
      "5798  1.681210  0.372874  1.311298 -1.133757   C\n",
      "5799 -1.240547 -1.168227 -0.580810  1.076764   M\n",
      "           one       two     three      four key\n",
      "5800 -1.294914  0.331682 -0.085695 -0.380569   Z\n",
      "5801 -0.049305 -2.438811 -0.682628 -0.573968   K\n",
      "5802 -0.650771 -0.881442 -1.694826  1.437016   D\n",
      "5803 -0.396328 -0.045237 -0.820599  0.975118   Y\n",
      "5804  1.398057 -0.416835 -0.527765  0.655063   H\n",
      "5805 -0.491838  0.252638 -0.712340 -0.134048   D\n",
      "5806 -0.336569 -2.269899 -1.071023  0.943110   J\n",
      "5807  0.756197  0.732625 -1.372741  2.878871   E\n",
      "5808 -0.269079  0.639093  1.244106 -2.136111   J\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5809 -0.308118  1.034232 -0.431445  0.994420   G\n",
      "           one       two     three      four key\n",
      "5810 -0.477305  0.350103 -0.825061 -1.610219   C\n",
      "5811 -0.197311  1.499384 -0.450783 -0.543044   1\n",
      "5812 -1.056253  1.329374  0.133393 -0.675954   J\n",
      "5813  1.658800  1.210938  0.302966 -1.972337   S\n",
      "5814  0.754500 -2.845933  1.253487  0.339284   R\n",
      "5815  0.297284  0.420508  0.580423  0.909306   5\n",
      "5816 -0.763218 -0.644610  0.200417  1.015394   M\n",
      "5817 -0.193427 -0.461658 -0.340601  0.798476   R\n",
      "5818 -0.086358  0.278119 -0.796805 -0.224212   W\n",
      "5819 -0.349745  0.754809  1.096169 -1.311705   J\n",
      "           one       two     three      four key\n",
      "5820  0.961266 -1.467788 -0.381349  3.412734   U\n",
      "5821  0.673156 -0.895040 -0.887768  1.036861   U\n",
      "5822  1.674725  1.311048 -2.121708  0.744071   I\n",
      "5823 -0.855255 -1.540225 -0.445043 -0.937947   L\n",
      "5824  1.677783  0.670608  1.078747  0.268647   I\n",
      "5825  0.951291 -1.040883  1.452374  0.205421   O\n",
      "5826 -0.683098  2.921636 -2.355285 -0.835637   G\n",
      "5827  1.344263 -0.900980  0.568158  1.055773   N\n",
      "5828 -1.108598 -0.652089 -0.564324  0.768528   T\n",
      "5829  0.866476  1.019045 -1.305545 -0.511821   M\n",
      "           one       two     three      four key\n",
      "5830  0.033623 -0.521881  0.359101 -0.119274   H\n",
      "5831  1.319066 -0.396322 -1.249605  0.121017   3\n",
      "5832 -0.199601  1.006747 -1.415585  0.691379   7\n",
      "5833 -1.023019  1.194964  0.255707 -0.457101   3\n",
      "5834  0.065228 -0.575107  0.182696 -0.828035   1\n",
      "5835 -2.825997 -1.297744  1.049191  1.840404   X\n",
      "5836 -0.179055  1.174393  1.734680 -1.918800   N\n",
      "5837 -0.729083 -1.319774  1.528342 -1.092921   4\n",
      "5838  0.104814 -0.552228  1.353238  0.630352   R\n",
      "5839 -0.255672  0.775343  0.387702  0.041849   M\n",
      "           one       two     three      four key\n",
      "5840 -0.587911  0.873910 -0.304846 -1.050275   Q\n",
      "5841 -1.334261  0.244747  0.467975 -0.815459   7\n",
      "5842  0.438790  0.395960  0.579843 -0.738805   1\n",
      "5843  0.000147 -0.713571 -0.727030  0.207665   Y\n",
      "5844 -0.693389  0.133032 -1.810385 -0.206716   M\n",
      "5845  0.312562  0.702847  0.531875 -0.419882   1\n",
      "5846 -0.729949  0.909011 -0.368560  0.712993   X\n",
      "5847  0.029555 -0.052973  0.687465 -1.877284   Q\n",
      "5848  1.043611 -0.083895 -0.563814 -0.637314   J\n",
      "5849  1.332120  0.432327 -1.071631 -0.353301   1\n",
      "           one       two     three      four key\n",
      "5850  0.433454  0.493090 -0.430091 -1.247392   A\n",
      "5851 -0.388183  0.717130  0.104645 -1.344749   U\n",
      "5852 -0.309841 -0.055652 -0.471843  0.286451   6\n",
      "5853 -0.108284 -1.610658  0.452592  1.942240   W\n",
      "5854 -0.124121 -0.454046  0.019400  0.700823   X\n",
      "5855  1.113946 -1.856832  0.814431  1.195482   B\n",
      "5856 -0.685257  0.124450 -0.505895  0.642685   X\n",
      "5857 -0.631722 -0.143666  1.087936  0.219917   W\n",
      "5858 -0.187875 -1.481584 -1.054768  0.200388   6\n",
      "5859  2.412396 -0.338504 -3.234391 -0.688067   Z\n",
      "           one       two     three      four key\n",
      "5860 -1.946231  1.372080 -0.221380 -1.126996   O\n",
      "5861 -0.226293  0.040196 -2.770018  1.115093   A\n",
      "5862  1.008070 -0.423869  1.889713  0.348198   I\n",
      "5863  0.971149 -1.326166 -0.354046 -0.327411   0\n",
      "5864  1.363531  0.135904  1.467313 -0.127779   Y\n",
      "5865 -0.191971 -0.123172  0.510274  0.399055   H\n",
      "5866 -0.751565  1.868232  0.088694  0.470143   X\n",
      "5867 -0.699965 -1.763551  1.828489 -0.880434   A\n",
      "5868  0.026008  0.920830  0.371928  1.213848   F\n",
      "5869  0.680894  0.578016 -1.214840  1.447624   4\n",
      "           one       two     three      four key\n",
      "5870  1.393271  0.043563 -1.146234  1.178807   5\n",
      "5871 -2.190870  0.447900  0.982867 -0.103477   F\n",
      "5872  0.849065 -0.657636 -1.700643 -1.235272   7\n",
      "5873  0.356928  0.729239 -1.165260  0.096956   O\n",
      "5874 -0.615839 -1.021528 -0.775867 -0.585818   C\n",
      "5875  0.094128 -0.637392  2.356799 -0.716470   E\n",
      "5876  1.388508 -0.023484  0.376429  1.644896   B\n",
      "5877  0.418293 -0.817763  0.017513 -1.007160   L\n",
      "5878 -1.023229 -1.664268  1.294334  0.333396   1\n",
      "5879 -0.357209 -0.812385  0.164544  0.395521   1\n",
      "           one       two     three      four key\n",
      "5880  0.243235  0.198341  0.146675 -0.912408   S\n",
      "5881  0.100768 -0.111569  0.442555  0.655966   W\n",
      "5882  0.202154 -0.403594  1.086938  0.057199   V\n",
      "5883  0.682939 -1.257409 -1.030951 -0.695576   K\n",
      "5884  0.224674 -1.282982  0.170886 -0.726662   N\n",
      "5885 -0.815750  0.041670  0.449464 -2.606145   Y\n",
      "5886 -0.670342 -0.181165  1.513165  0.241033   E\n",
      "5887 -0.421223 -0.506196  0.667947 -0.252557   1\n",
      "5888  0.035651 -0.034945 -0.354961 -1.003239   R\n",
      "5889 -0.853610 -0.436814 -0.871246 -0.016232   Q\n",
      "           one       two     three      four key\n",
      "5890  0.720570 -0.123687 -1.700154  0.301859   P\n",
      "5891  1.006002 -0.282087  2.905202  1.603571   H\n",
      "5892  1.330782  1.253422 -0.876880 -0.939894   V\n",
      "5893 -1.139084  0.521192 -0.693468  0.703674   V\n",
      "5894  0.322376  0.314143  0.260488 -0.496941   M\n",
      "5895  0.998554 -0.814302  1.048220 -0.061590   M\n",
      "5896 -0.005025 -0.711575 -1.732007 -0.517528   1\n",
      "5897 -1.577290  0.516399  1.199673 -0.512884   1\n",
      "5898 -0.856403  0.031718 -0.488677 -0.819807   5\n",
      "5899  0.879164 -0.000069  0.085142 -0.737688   P\n",
      "           one       two     three      four key\n",
      "5900 -0.917821  0.058367 -0.531512 -0.812805   V\n",
      "5901 -0.759939  0.105655  0.051760  1.124987   P\n",
      "5902 -0.179008  0.577351  0.638650  1.513243   M\n",
      "5903 -0.792081  0.311284 -0.154408 -0.351271   Z\n",
      "5904 -1.331304  0.893181 -0.081846 -0.294823   7\n",
      "5905 -1.197574  0.568164  1.985164  0.583706   G\n",
      "5906 -0.091010 -0.727648  0.315932 -0.031456   V\n",
      "5907 -0.228641  0.009792  0.409630  0.028353   F\n",
      "5908  1.429089 -0.029746 -0.140590  1.007687   Y\n",
      "5909 -0.851548 -0.260413 -0.407416  0.068328   K\n",
      "           one       two     three      four key\n",
      "5910  0.451367  0.434450  0.700736  0.190065   J\n",
      "5911  1.273204  1.482586 -2.012272 -1.377785   I\n",
      "5912  0.665904  0.656233  0.304480  0.159379   X\n",
      "5913  0.206585 -1.101147 -0.707541 -0.978277   D\n",
      "5914  0.990034  0.111278 -0.503772 -0.895681   1\n",
      "5915 -0.684401  0.509117 -0.957427  0.130916   9\n",
      "5916  0.034604  0.769922  0.168948 -1.610443   Y\n",
      "5917  2.487347 -0.258829 -0.970272 -0.531656   V\n",
      "5918  0.842772  2.665060 -0.093389 -1.222986   I\n",
      "5919  0.556822  2.105321  0.408342 -1.069528   I\n",
      "           one       two     three      four key\n",
      "5920 -0.566608 -1.806123  0.007237  1.142460   O\n",
      "5921 -0.347958 -1.703298 -1.276779  0.016063   4\n",
      "5922  1.689285 -0.243741 -0.032860 -0.699974   K\n",
      "5923  0.512344  1.105886  0.996068  1.866303   L\n",
      "5924 -0.695323 -1.138164  0.995713 -0.789440   O\n",
      "5925 -0.494162 -2.277690 -0.092798 -0.041204   K\n",
      "5926  0.102128 -0.497693 -1.240402 -1.376682   T\n",
      "5927  0.532616 -0.955477  0.825893  2.390448   K\n",
      "5928 -1.271741  2.018046  0.124696 -1.138061   A\n",
      "5929  1.163885 -2.197588 -1.198055 -0.422572   O\n",
      "           one       two     three      four key\n",
      "5930 -0.679813  0.274314 -0.178448 -0.426899   Y\n",
      "5931  0.933634  0.350504 -0.468304  1.156173   6\n",
      "5932  0.648978 -0.095915 -0.063839  0.086077   S\n",
      "5933  0.611149 -0.742647 -0.250951  1.610875   Z\n",
      "5934 -0.141520 -0.351263  1.965070  0.297954   K\n",
      "5935 -0.684332  1.011875  0.706506 -0.181271   S\n",
      "5936  0.268777  0.214678  0.427272  0.521099   Z\n",
      "5937  1.167300 -0.018029  1.086841 -0.686287   P\n",
      "5938  0.329986  0.299003 -1.502037 -1.866984   K\n",
      "5939  1.026257  0.389163 -0.433496  0.159210   S\n",
      "           one       two     three      four key\n",
      "5940  1.478011 -0.295447 -0.276814 -0.316251   W\n",
      "5941 -0.343394 -0.083514  3.053345 -0.573149   R\n",
      "5942 -0.030498 -0.380566  0.482507  0.004529   L\n",
      "5943  1.003789 -0.688903 -0.627384  0.704902   K\n",
      "5944 -1.466971 -0.086289 -1.829227 -0.212290   Z\n",
      "5945 -1.071013 -1.461017  1.337436  2.297508   7\n",
      "5946 -1.594760 -1.095687 -0.941551 -1.540258   1\n",
      "5947 -0.621689  0.613430 -0.756052  0.647458   K\n",
      "5948 -0.891974  0.507888 -0.220683  0.062233   V\n",
      "5949 -1.186332 -0.450562 -0.546766 -1.057266   6\n",
      "           one       two     three      four key\n",
      "5950 -0.166791 -1.105684 -0.078870  0.052164   L\n",
      "5951 -0.188106 -0.248578  0.490971  1.547712   U\n",
      "5952 -0.138188  1.187741  1.902460  0.953903   E\n",
      "5953  0.104038 -0.113551  0.764308 -0.918112   U\n",
      "5954 -0.010589  1.300181  0.796239  0.982547   B\n",
      "5955 -1.025152  0.896531 -2.336380  1.033232   O\n",
      "5956  1.851357 -1.359367  2.396933  0.214648   3\n",
      "5957  0.683999  0.638675 -0.277296 -0.996665   E\n",
      "5958  0.086146 -0.918117 -0.541720  0.536131   T\n",
      "5959  0.841857  0.913907 -2.575079  0.794487   H\n",
      "           one       two     three      four key\n",
      "5960 -0.890223  0.582864 -0.999818  0.472839   V\n",
      "5961  0.365285  1.439141  1.549642 -0.181554   B\n",
      "5962  0.172716  0.202307  0.956203 -0.145277   X\n",
      "5963 -0.830696  2.152076  1.159642  1.237279   8\n",
      "5964  1.078979  0.031309 -0.134672  0.438420   J\n",
      "5965  0.505522  0.563120  0.752424  1.252909   9\n",
      "5966  0.120994  0.416449 -0.643344  0.585661   7\n",
      "5967 -0.686921  0.439469  0.320119  0.841977   5\n",
      "5968  1.540677 -0.824946  1.046444 -0.890283   L\n",
      "5969 -1.630690  0.467838  0.299394 -0.086505   G\n",
      "           one       two     three      four key\n",
      "5970  0.633495 -0.186524  0.927627  0.143164   Y\n",
      "5971  0.308636 -0.112857  0.762842 -1.072977   E\n",
      "5972 -1.627051 -0.978151  0.154745 -1.229037   Q\n",
      "5973  0.314847  0.097989  0.199608  0.955193   P\n",
      "5974  1.666907  0.992005  0.496128 -0.686391   X\n",
      "5975  0.010603  0.708540 -1.258711  0.226541   M\n",
      "5976  0.118693 -0.714455 -0.501342 -0.254764   W\n",
      "5977  0.302616 -2.011527 -0.628085  0.768827   O\n",
      "5978 -0.098572  1.769086 -0.215027 -0.053076   T\n",
      "5979 -0.019058  1.964994  0.738538 -0.883776   L\n",
      "           one       two     three      four key\n",
      "5980 -0.595349  0.001781 -1.423355 -1.458477   A\n",
      "5981  1.392170 -1.396560 -1.425306 -0.847535   O\n",
      "5982 -0.896029 -0.152287  1.924483  0.365184   P\n",
      "5983 -2.274642 -0.901874  1.500352  0.996541   E\n",
      "5984 -0.301898  1.019906  1.102160  2.624526   N\n",
      "5985 -2.548389 -0.585374  1.496201 -0.718815   O\n",
      "5986 -0.064588  0.759292 -1.568415 -0.420933   G\n",
      "5987 -0.143365 -1.111760 -1.815581  0.435274   I\n",
      "5988 -0.070412 -1.055921  0.338017 -0.440763   4\n",
      "5989  0.649148  0.994273 -1.384227  0.485120   I\n",
      "           one       two     three      four key\n",
      "5990 -0.370769  0.404356 -1.051628 -1.050899   L\n",
      "5991 -0.409980  0.155627 -0.818990  1.277350   H\n",
      "5992  0.301214 -1.111203  0.668258  0.671922   X\n",
      "5993  1.821117  0.416445  0.173874  0.505118   G\n",
      "5994  0.068804  1.322759  0.802346  0.223618   R\n",
      "5995  2.311896 -0.417070 -1.409599 -0.515821   1\n",
      "5996 -0.479893 -0.650419  0.745152 -0.646038   Y\n",
      "5997  0.523331  0.787112  0.486066  1.093156   F\n",
      "5998 -0.362559  0.598894 -1.843201  0.887292   0\n",
      "5999 -0.096376 -1.012999 -0.657431 -0.573315   3\n",
      "           one       two     three      four key\n",
      "6000  0.467976 -0.038649 -0.295344 -1.824726   I\n",
      "6001 -0.358893  1.404453  0.704965 -0.200638   X\n",
      "6002 -0.501840  0.659254 -0.421691 -0.057688   A\n",
      "6003  0.204886  1.074134  1.388361 -0.982404   C\n",
      "6004  0.354628 -0.133116  0.283763 -0.837063   S\n",
      "6005  1.817480  0.742273  0.419395 -2.251035   T\n",
      "6006 -0.776764  0.935518 -0.332872 -1.875641   M\n",
      "6007 -0.913135  1.530624 -0.572657  0.477252   4\n",
      "6008  0.358480 -0.497572 -0.367016  0.507702   N\n",
      "6009 -1.740877 -1.160417 -1.637830  2.172201   H\n",
      "           one       two     three      four key\n",
      "6010  0.240564 -0.328249  1.252155  1.072796   V\n",
      "6011  0.764018  1.165476 -0.639544  1.495258   I\n",
      "6012  0.571035 -0.310537  0.582437 -0.298765   7\n",
      "6013  2.317658  0.430710 -1.334216  0.199679   X\n",
      "6014  1.547771 -1.119753 -2.277634  0.329586   K\n",
      "6015 -1.310608  0.401719 -1.000987  1.156708   8\n",
      "6016 -0.088496  0.634712  0.153324  0.415335   Z\n",
      "6017 -0.018663 -0.247487 -1.446522  0.750938   F\n",
      "6018 -0.070127 -1.579097  0.120892  0.671432   N\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6019 -0.194678 -0.492039  2.359605  0.319810   V\n",
      "           one       two     three      four key\n",
      "6020 -0.248618  0.868707 -0.492226 -0.717959   J\n",
      "6021 -1.091549 -0.867110 -0.647760 -0.832562   I\n",
      "6022  0.641404 -0.138822 -0.621963 -0.284839   U\n",
      "6023  1.216408  0.992687  0.165162 -0.069619   R\n",
      "6024 -0.564474  0.792832  0.747053  0.571675   D\n",
      "6025  1.759879 -0.515666 -0.230481  1.362317   F\n",
      "6026  0.126266  0.309281  0.382820 -0.239199   F\n",
      "6027  1.334360 -0.100152 -0.840731 -0.643967   2\n",
      "6028 -0.737620  0.278087 -0.053235 -0.950972   B\n",
      "6029 -1.148486 -0.986292 -0.144963  0.124362   Z\n",
      "           one       two     three      four key\n",
      "6030  1.630594  0.243886  0.468368  1.258048   H\n",
      "6031  1.044890  0.080718  0.857886 -0.298382   B\n",
      "6032 -0.262543 -1.615199 -1.087239  0.759029   C\n",
      "6033  0.020144  1.107792 -0.559435 -0.481925   T\n",
      "6034 -1.203916  1.885343 -0.080470  0.250646   7\n",
      "6035  0.366915 -2.430086 -1.053447  0.346279   H\n",
      "6036  0.434220 -0.079863 -0.422977 -0.074272   8\n",
      "6037  0.040666 -1.810216 -0.189193  1.229266   M\n",
      "6038  1.338459  0.338489 -0.213446  2.325923   K\n",
      "6039  0.572981  0.782664  1.307673  1.619957   Q\n",
      "           one       two     three      four key\n",
      "6040  0.762428 -0.648529  1.936515 -1.159666   U\n",
      "6041 -1.252046 -1.538539  1.042281  0.623835   5\n",
      "6042 -0.047530 -0.494310 -0.165460  0.472929   E\n",
      "6043  0.124548  0.730791 -0.257527 -1.511257   W\n",
      "6044  0.801889 -0.462781 -1.734621  0.674768   5\n",
      "6045 -0.992307 -1.096830 -2.061794  0.035391   A\n",
      "6046 -0.109663  2.577094  0.913563  0.613594   Z\n",
      "6047 -0.541681  1.510031  0.467945  0.553225   H\n",
      "6048 -0.079587 -0.609924  0.353834  1.108030   C\n",
      "6049 -0.043752 -0.410666 -0.729599  0.263223   D\n",
      "           one       two     three      four key\n",
      "6050 -0.761490  1.104182  1.270609 -0.319284   E\n",
      "6051 -0.804975  0.559520  1.052232 -0.645574   T\n",
      "6052  0.353941  1.829963  0.398922 -1.522231   T\n",
      "6053  1.541636  0.478316 -0.666760  1.367175   R\n",
      "6054 -0.987621  0.337534  0.386935  1.996144   G\n",
      "6055 -0.353462 -0.448433 -0.420520  0.606223   W\n",
      "6056 -0.275687  0.127910  0.877756  0.141774   I\n",
      "6057  0.448882 -0.016410 -0.041434  0.483096   I\n",
      "6058 -0.043765 -0.878446  1.525075  0.008223   J\n",
      "6059 -0.064416  0.080921  0.644715  0.393025   9\n",
      "           one       two     three      four key\n",
      "6060  0.015018 -1.620301  0.465866  1.637377   B\n",
      "6061  0.579715 -0.565646 -0.812129  1.532803   G\n",
      "6062 -0.324507  1.853351 -2.268609 -0.355132   M\n",
      "6063 -0.100247 -1.954614  0.132519  0.836927   M\n",
      "6064  0.275725  0.349561 -0.617723  0.675991   I\n",
      "6065  0.300486 -0.914367 -1.604609 -0.905458   T\n",
      "6066 -0.362382  0.708361 -0.388317 -2.328763   P\n",
      "6067  0.805331  0.073617  0.481166  0.632621   X\n",
      "6068  0.786095  0.095137 -1.049965  1.828798   C\n",
      "6069  0.207815  1.407275 -1.044800  0.140207   7\n",
      "           one       two     three      four key\n",
      "6070  1.809750  0.592023 -0.146215 -0.113818   Y\n",
      "6071  0.190562 -2.886359  0.514365 -2.208118   B\n",
      "6072  0.844977 -0.164290  0.218672  0.099012   X\n",
      "6073  0.195035 -0.649591  2.171664  0.453466   5\n",
      "6074 -0.056433  1.758650 -0.448091  0.346784   5\n",
      "6075 -0.112609 -2.642457 -0.487310 -0.220507   D\n",
      "6076 -1.395319  0.573474 -0.013324 -1.307070   N\n",
      "6077 -2.080273  0.097498  0.321489  0.012608   O\n",
      "6078  0.883172  0.490427 -0.799299 -0.699669   J\n",
      "6079 -0.138632 -1.417845 -0.199678  1.199299   Z\n",
      "           one       two     three      four key\n",
      "6080 -0.961579  1.166247 -1.124953  0.201728   P\n",
      "6081  1.301453  1.077117  0.560502  0.859991   W\n",
      "6082  0.063679 -0.995532  0.879547 -0.012471   N\n",
      "6083 -0.373381  0.982861 -0.037534 -1.337856   1\n",
      "6084  1.492292  0.485490  0.129313  1.733569   6\n",
      "6085 -0.908492  0.498234 -0.588844 -0.903956   A\n",
      "6086  1.137140  0.977509 -0.940994  0.149013   V\n",
      "6087 -1.049838  2.453425  1.230087 -2.068508   I\n",
      "6088  1.485199 -0.806453 -0.475087  0.936801   Z\n",
      "6089 -0.790437  1.823852  0.470827  0.898782   B\n",
      "           one       two     three      four key\n",
      "6090  2.024808  0.032251  1.315297 -0.156433   N\n",
      "6091  0.379253 -1.059409 -1.132068  1.222296   A\n",
      "6092  2.403216 -1.792528 -0.917573 -0.886693   C\n",
      "6093  1.249975  1.491530  0.371476 -0.000465   V\n",
      "6094  0.501131 -1.852451  1.110354  0.508865   D\n",
      "6095  1.106521  0.098153  0.789793  1.192693   0\n",
      "6096 -0.540543  1.782569  0.051931  0.463868   R\n",
      "6097 -0.101980  0.981720  1.106990 -1.752269   8\n",
      "6098  0.632107 -0.761419  1.427930 -0.046928   K\n",
      "6099  1.009779 -0.608379 -1.405105 -1.175054   O\n",
      "           one       two     three      four key\n",
      "6100 -0.602748 -0.182504 -0.768164  1.260686   Q\n",
      "6101 -0.039105 -0.069510 -1.358052 -0.292859   F\n",
      "6102 -0.345101 -0.179477 -0.904658 -0.071287   3\n",
      "6103 -0.759495  0.225916  2.235872 -0.004490   N\n",
      "6104 -1.686771  0.742276  0.485876  1.798507   9\n",
      "6105  0.145697  0.805037  0.350362 -0.540235   C\n",
      "6106  2.487654 -0.147867  0.580688 -0.305696   J\n",
      "6107  0.380166 -0.592483  0.393693 -0.463217   S\n",
      "6108  0.963549 -1.550302 -0.944962  0.121546   D\n",
      "6109 -0.040385 -0.312649 -1.196604  1.075043   N\n",
      "           one       two     three      four key\n",
      "6110  0.938357 -0.235761 -0.077360  1.162150   G\n",
      "6111  0.190303 -0.425473  0.362347 -0.688711   O\n",
      "6112  0.256419  0.082669 -2.302758 -0.446115   R\n",
      "6113  0.690972  0.871498  0.948469  0.644683   Q\n",
      "6114 -1.157781  0.093696 -0.765273 -0.724767   U\n",
      "6115 -0.295462 -0.832817  1.490204 -0.420786   X\n",
      "6116  0.132723 -1.255780  1.370008  1.144490   J\n",
      "6117 -0.111381  0.572076  1.807962  1.090205   S\n",
      "6118  0.178700 -1.608832  2.174615 -1.351738   H\n",
      "6119  1.202183  0.179583  0.202061 -0.731213   6\n",
      "           one       two     three      four key\n",
      "6120 -0.674447 -0.184703  0.706721  0.718681   V\n",
      "6121  1.765535 -0.951932  0.320147 -1.159350   F\n",
      "6122 -1.247885 -0.725490  0.541998 -0.126572   5\n",
      "6123 -1.164045 -0.647619 -0.550283  1.164943   O\n",
      "6124  1.816133 -0.393382 -1.212910 -0.317187   L\n",
      "6125  0.499883 -1.183631 -0.638619 -0.785337   1\n",
      "6126  1.228499  1.253479 -0.221459 -0.065413   R\n",
      "6127  1.018951 -0.423937 -1.724553 -0.823409   6\n",
      "6128 -0.169893  0.301072  1.409961 -0.516056   J\n",
      "6129  0.883068  0.950613  0.783766  0.776407   R\n",
      "           one       two     three      four key\n",
      "6130  1.032778 -0.092930  0.600042  0.173515   9\n",
      "6131 -0.249225 -0.064820 -0.012763  0.030473   Z\n",
      "6132  0.556590  1.976901  0.130669  2.719664   0\n",
      "6133  0.161076 -1.314940 -0.605192 -0.732213   H\n",
      "6134 -1.842062  0.010915 -0.013233 -0.298259   F\n",
      "6135  1.727237  1.674584 -0.988291  0.512445   S\n",
      "6136 -0.190386 -0.184385  1.163292 -1.059896   H\n",
      "6137  0.693111  0.815751 -2.388695 -0.201710   L\n",
      "6138 -0.062113 -0.009850  0.658453  0.782910   T\n",
      "6139  0.880940 -0.707391 -0.750939 -0.042381   8\n",
      "           one       two     three      four key\n",
      "6140 -0.592838 -0.700117  0.831352 -1.158911   5\n",
      "6141  1.628350  0.404618  0.086334  0.278914   4\n",
      "6142  0.210544 -0.909438  0.903900  0.471579   Z\n",
      "6143  0.033606 -0.882900 -0.345729 -0.317833   F\n",
      "6144 -0.075574 -0.616260 -0.342471  0.850522   U\n",
      "6145 -1.262951 -0.167273  1.457807 -0.375636   Q\n",
      "6146 -0.289513 -0.927606  0.950207  1.234067   M\n",
      "6147  1.346532  1.083389 -0.840823  0.525032   1\n",
      "6148  0.698213 -1.263537  0.034589 -1.082713   T\n",
      "6149 -0.798004 -1.301795 -1.956852 -1.284120   H\n",
      "           one       two     three      four key\n",
      "6150  0.042611 -0.175943 -1.015977  0.668174   5\n",
      "6151  1.522649  2.291392  1.506445 -0.448051   R\n",
      "6152  0.549118 -0.439673  0.651229  2.648046   W\n",
      "6153  0.119468  0.224633 -0.462937  1.410156   T\n",
      "6154 -0.323899 -0.115278 -2.247625  0.271304   C\n",
      "6155 -0.569093  1.860056 -2.552601 -0.433538   C\n",
      "6156  0.112111 -0.845798  1.006310  1.138832   S\n",
      "6157 -0.499492  0.916415 -1.045215 -0.507578   D\n",
      "6158  0.376336  0.764119  0.935520 -0.594284   E\n",
      "6159  0.043552 -1.133114  1.839960  1.076891   2\n",
      "           one       two     three      four key\n",
      "6160  0.085216  2.510964 -1.054814  0.673700   A\n",
      "6161 -1.781879 -1.085402 -0.052362 -1.070721   I\n",
      "6162  0.895674  1.221778  0.354944 -2.720801   Q\n",
      "6163  0.178964 -1.240360  0.216703 -0.931038   Q\n",
      "6164  0.751111 -1.677541 -1.845294  0.472624   C\n",
      "6165 -0.174065  0.417376  0.675686  0.976130   9\n",
      "6166  0.469285  0.468043  0.740358 -3.173509   J\n",
      "6167 -0.414343 -0.847570  0.321461 -2.575767   4\n",
      "6168  0.947171  0.328539  0.194055 -0.530855   B\n",
      "6169  0.280984  2.218110  0.043019  0.105971   2\n",
      "           one       two     three      four key\n",
      "6170  1.368775  0.314364  0.237928  0.826480   L\n",
      "6171 -0.556654  0.677244 -0.048745  0.481485   B\n",
      "6172  1.275352 -1.636605 -0.907083 -0.842150   N\n",
      "6173  0.354485  0.336961 -0.877361  1.943403   Z\n",
      "6174  1.630411 -0.107837 -0.452670  0.511911   V\n",
      "6175  2.130822 -0.513613 -0.589273  0.270247   M\n",
      "6176  1.133030 -0.920499 -0.411478 -0.001258   I\n",
      "6177 -0.022368 -0.165693  1.487503 -1.560971   P\n",
      "6178 -1.597818 -0.544170  0.565076  1.288177   V\n",
      "6179 -0.641429  0.376690 -0.153789 -0.512961   B\n",
      "           one       two     three      four key\n",
      "6180  0.314357 -0.962542 -0.541513 -1.156165   4\n",
      "6181  0.088340  0.814274 -0.304655  0.792676   X\n",
      "6182 -0.241962 -0.629315 -2.212602 -0.374105   S\n",
      "6183 -1.181735 -0.596942  0.274344  0.273126   1\n",
      "6184 -0.216653 -0.736039 -0.695236  0.421188   M\n",
      "6185 -0.210084  0.708077  1.545655 -1.587045   B\n",
      "6186 -0.194804 -0.215578  0.691829 -0.099275   L\n",
      "6187  0.555034 -0.628948 -0.550886 -1.303585   C\n",
      "6188 -0.001326  0.234979  0.305587  1.174985   C\n",
      "6189 -0.505885  0.289075 -1.017537  0.086235   8\n",
      "           one       two     three      four key\n",
      "6190  0.818458 -0.077424 -1.535597 -0.727323   T\n",
      "6191 -0.739838  0.654748  0.775893  0.911726   3\n",
      "6192 -0.157669  0.010577 -0.473291 -0.114977   K\n",
      "6193  1.582073  1.211351  0.277131  0.637144   B\n",
      "6194 -0.704190  0.127876  1.052503  0.209074   W\n",
      "6195 -0.389368 -0.932914 -0.998025  0.563617   C\n",
      "6196 -0.558272 -0.161775 -1.538067  0.613443   R\n",
      "6197 -0.158497  1.349013 -0.475158 -1.033059   N\n",
      "6198  0.407671  0.254557 -1.560825  1.125628   U\n",
      "6199 -0.653921  0.027579 -1.396294  0.913825   I\n",
      "           one       two     three      four key\n",
      "6200 -2.576925  0.338165  0.519443 -2.303307   8\n",
      "6201 -0.842865  1.082165 -0.646398 -1.135007   J\n",
      "6202 -0.494181  0.104939  0.827237  1.055114   D\n",
      "6203  1.155762 -0.066008  0.236059  0.309968   V\n",
      "6204 -0.687534 -0.026354  0.106619  2.474902   E\n",
      "6205  0.649518 -1.177811 -0.954277 -0.339044   7\n",
      "6206 -0.423468  0.638838 -0.039035  0.145446   8\n",
      "6207  0.082738 -0.472712  0.480072  2.019987   P\n",
      "6208  0.268893 -1.484846 -1.637640 -2.325580   B\n",
      "6209 -0.107130 -1.112420 -1.270698  0.848297   L\n",
      "           one       two     three      four key\n",
      "6210 -1.045441  0.797203 -0.350623 -1.154112   Q\n",
      "6211  0.419681 -1.202555  0.374433 -0.556202   T\n",
      "6212  0.203281  0.947045  0.990642  0.061859   R\n",
      "6213  2.092124  0.906692  1.327444  1.098020   C\n",
      "6214  0.426330  0.775431 -0.540807  0.483395   D\n",
      "6215  1.652039 -0.887320 -2.174533  1.286618   3\n",
      "6216  1.014085  0.771958  0.391398  1.349605   Y\n",
      "6217 -0.268733  0.145778  1.148385 -0.055859   C\n",
      "6218  1.174609  0.611714  0.515179 -0.185848   L\n",
      "6219 -2.405019 -0.160283  2.322082 -0.944043   H\n",
      "           one       two     three      four key\n",
      "6220  0.423192  0.095787 -0.887768 -0.741621   W\n",
      "6221 -1.242080  0.371924  0.166777  1.010489   C\n",
      "6222  1.293472  1.144530 -1.481267 -0.441602   7\n",
      "6223 -1.126853 -1.037226 -0.239714  1.173219   9\n",
      "6224 -1.062209  1.192262 -0.775448 -1.225012   S\n",
      "6225 -0.372656 -0.485828  0.534655 -1.212245   G\n",
      "6226 -0.020036 -1.333035  2.189450 -0.249190   W\n",
      "6227 -0.577763 -0.389902  0.488138  0.626001   W\n",
      "6228 -0.766541  0.713717 -1.018256  1.889361   R\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6229 -1.738700 -0.336054 -0.992538  1.421204   U\n",
      "           one       two     three      four key\n",
      "6230 -0.568216 -1.848144  0.863835  1.322281   B\n",
      "6231  1.321858  1.008873  0.254608 -1.342099   J\n",
      "6232 -1.443118  0.240571  0.792944  0.073668   F\n",
      "6233  0.440872  1.122574 -0.755519 -0.716928   O\n",
      "6234  1.515096  1.335474 -0.910116  0.051178   V\n",
      "6235  2.023580  1.096807 -1.348178  0.264342   W\n",
      "6236 -0.361315  1.010652  2.553879 -0.089575   4\n",
      "6237 -0.994548 -0.457568  2.218483 -1.278251   R\n",
      "6238  0.132032 -1.305137 -0.536163 -1.280055   P\n",
      "6239  1.161764  0.818182  0.015119  0.283322   C\n",
      "           one       two     three      four key\n",
      "6240 -1.039421  1.134517 -2.225790  0.059204   P\n",
      "6241 -0.867389  0.398072  2.053797  0.734563   G\n",
      "6242  1.453002  0.569163  0.198248  0.465206   J\n",
      "6243 -0.095428  0.428386 -0.405098 -1.397249   0\n",
      "6244 -1.173270  0.159078  1.927651 -0.210691   E\n",
      "6245  1.043966 -0.104111 -0.249276 -0.020779   J\n",
      "6246  0.280529  1.601091  0.561331  0.868631   L\n",
      "6247 -0.659953 -2.303160  0.248001  0.942726   D\n",
      "6248  0.790584 -0.983116  0.874531  0.809282   O\n",
      "6249 -1.175911  2.151987 -0.080928 -0.431624   D\n",
      "           one       two     three      four key\n",
      "6250 -0.261110 -0.516070  1.135388 -0.761320   P\n",
      "6251  0.703424  0.449614 -1.593578 -1.155400   U\n",
      "6252  1.116450 -0.274069 -0.029748 -0.433413   O\n",
      "6253 -0.357309 -0.529398  0.205418  0.108428   C\n",
      "6254  0.423229  2.089096  0.923675  1.502727   Q\n",
      "6255  0.217126  1.282361 -0.978429  0.263613   F\n",
      "6256 -0.443398  0.676990  0.638589 -0.873795   U\n",
      "6257  1.005342  0.682462  1.200273  0.193455   V\n",
      "6258  1.376210  1.148046 -1.194933 -0.024651   U\n",
      "6259  0.745347 -0.886025 -0.437063  2.124741   V\n",
      "           one       two     three      four key\n",
      "6260  0.620059 -1.371443  0.722630  1.637960   X\n",
      "6261  0.006307 -1.331342  0.064962 -0.572398   W\n",
      "6262 -0.198477  0.684456 -0.147475  0.581649   E\n",
      "6263  0.681178  0.283489 -0.201257 -0.837272   H\n",
      "6264 -3.726864  2.152632  0.986711 -1.273956   J\n",
      "6265  1.232965 -0.872075  1.125734 -1.269692   A\n",
      "6266  1.680718 -0.795062  0.429542  0.907960   U\n",
      "6267  0.012603 -0.559558  1.170093 -0.755084   X\n",
      "6268  0.478688 -0.923803 -1.621413  1.122109   F\n",
      "6269  0.654913  0.051571  2.016148  0.652618   G\n",
      "           one       two     three      four key\n",
      "6270 -0.840525 -0.155628  0.992246  0.818995   B\n",
      "6271  0.167651 -0.126483 -0.215923 -0.551817   R\n",
      "6272 -1.694869 -0.251794  0.643792  1.051484   N\n",
      "6273  1.158911  1.192041 -0.474725 -1.188533   Y\n",
      "6274 -0.359609 -0.742870 -1.434232 -0.412530   W\n",
      "6275  0.527894  0.084068  2.368530 -0.003024   U\n",
      "6276  0.388307  0.969655 -0.162391 -0.256349   N\n",
      "6277 -0.270080 -1.255751 -0.356179  1.231406   F\n",
      "6278  0.082013 -0.523347 -0.298926 -2.259246   D\n",
      "6279 -1.401529  0.293567  0.915069 -0.697824   9\n",
      "           one       two     three      four key\n",
      "6280 -0.342039  0.204837  0.965391  0.219577   L\n",
      "6281  1.588456 -0.269372 -0.298399 -0.017322   Z\n",
      "6282  0.367103 -0.208087 -0.251701 -0.522193   X\n",
      "6283  0.197511 -0.502179 -1.736854  1.234516   X\n",
      "6284  1.552528 -1.332354 -0.227918 -0.817041   K\n",
      "6285  0.304382  1.406603  0.373172  0.446837   N\n",
      "6286 -1.405559 -0.701879  1.793801 -0.370495   4\n",
      "6287 -0.290146  0.466117  1.019924 -0.091318   X\n",
      "6288 -0.046104  0.873557  0.660301  0.463093   K\n",
      "6289 -1.577012 -2.119284  1.805621 -0.283501   S\n",
      "           one       two     three      four key\n",
      "6290  0.340372  0.382561  0.000311  0.452417   L\n",
      "6291  1.617485  0.325101 -0.560042  0.944086   B\n",
      "6292  0.268348 -0.373020  0.433140 -0.868286   I\n",
      "6293  0.599411 -1.053006 -0.061247  0.890922   5\n",
      "6294 -1.767324  0.564683 -0.274612 -0.174666   Y\n",
      "6295  0.007589  1.506447  1.903478  0.416104   C\n",
      "6296 -0.109962 -0.920117  1.823192 -1.427935   N\n",
      "6297  0.645940  0.441283  0.724279  0.726795   G\n",
      "6298  1.189913 -0.453601  1.207129 -0.241785   0\n",
      "6299  1.209583  0.651352  0.384910  0.560130   O\n",
      "           one       two     three      four key\n",
      "6300 -0.835033  0.186814  0.099421 -0.540764   E\n",
      "6301  0.923118 -1.349525  1.986289  1.099944   E\n",
      "6302 -0.169421  1.093335 -0.047652 -0.085705   K\n",
      "6303 -0.367095 -0.764237  0.525876  0.358030   8\n",
      "6304 -1.150007  0.824941 -0.871591  0.058124   K\n",
      "6305  1.497400 -0.819334  0.017392 -0.037314   D\n",
      "6306 -0.317808  1.235653  0.129119 -0.750614   X\n",
      "6307  0.895324  1.738289 -0.789496  1.561415   B\n",
      "6308 -2.323376 -0.086484 -0.937811  0.975500   J\n",
      "6309  0.749857 -1.469871  2.674434 -0.835018   V\n",
      "           one       two     three      four key\n",
      "6310 -0.631611 -0.828862 -0.120594 -1.000737   1\n",
      "6311 -0.722216 -0.507616  0.252700 -0.196935   D\n",
      "6312 -1.121400 -0.830074 -1.556151  1.372112   T\n",
      "6313  1.255334 -0.091549 -1.092050  1.431610   D\n",
      "6314 -2.088980 -1.033840 -0.175710 -0.044959   1\n",
      "6315 -0.593836 -0.125592 -0.148473  0.824293   Y\n",
      "6316 -0.853371 -1.050392 -1.636552 -0.531499   O\n",
      "6317  0.184960  0.724281 -1.303614  0.042783   A\n",
      "6318 -0.234229 -2.156776  0.665154  0.652185   C\n",
      "6319 -0.542995  0.391323 -0.623619 -0.638091   H\n",
      "           one       two     three      four key\n",
      "6320  1.036986  0.499677  1.148364 -0.467139   A\n",
      "6321  0.762713 -0.337946 -0.239413 -0.662795   A\n",
      "6322  0.749977  0.712538  1.001917 -0.996523   K\n",
      "6323  0.171084 -0.255490  0.102048 -0.316483   R\n",
      "6324  1.932525  0.246313 -0.141027 -0.530162   O\n",
      "6325 -1.057745 -0.974924 -0.138164  0.507494   A\n",
      "6326  1.450925 -0.757698 -0.095352 -0.783242   W\n",
      "6327 -0.851492  0.531830 -0.000885  1.090088   J\n",
      "6328 -1.455230 -1.651306  0.176941  0.872048   H\n",
      "6329  1.614927 -1.213212 -0.481253 -0.417014   Q\n",
      "           one       two     three      four key\n",
      "6330 -0.084471 -0.277350  1.451430  0.084764   Z\n",
      "6331 -0.518113  0.226028 -0.511796 -0.919190   L\n",
      "6332 -0.972866  1.004205  0.120233  0.042025   7\n",
      "6333  2.833891 -2.101260 -0.429482 -0.463515   W\n",
      "6334 -0.128270 -0.543380 -0.221873 -1.029007   C\n",
      "6335  1.247967  0.128850 -1.559185  0.044223   C\n",
      "6336  0.273832  0.522074 -0.308342  2.699276   K\n",
      "6337  0.702012  0.711724  1.163336  0.296343   C\n",
      "6338 -1.016164 -0.354134  0.344964 -0.991717   X\n",
      "6339  1.063249 -1.609780  1.585452  0.266229   3\n",
      "           one       two     three      four key\n",
      "6340 -0.345092 -1.783733  0.995363 -0.133127   W\n",
      "6341  0.580273  0.858170 -0.411594  0.237033   Y\n",
      "6342  0.242251 -0.014573 -0.546432  0.329856   2\n",
      "6343  0.399690  1.883217 -0.567522  0.406623   H\n",
      "6344 -0.388245  1.919552 -0.905067  0.678331   H\n",
      "6345  0.533744  1.906746  0.543798 -1.308828   Q\n",
      "6346 -0.978301 -0.936583  0.090409 -0.218280   6\n",
      "6347  0.339442 -0.280250 -1.007012 -2.808084   E\n",
      "6348 -1.670404  0.076665  1.298030 -0.763384   2\n",
      "6349  0.673709  1.492749  0.547974 -0.214530   Z\n",
      "           one       two     three      four key\n",
      "6350 -0.860414 -1.054173 -0.213906  2.004594   E\n",
      "6351 -0.697103  0.482459 -0.618269  0.468325   Y\n",
      "6352 -1.595699  0.747179  0.439322  0.375915   K\n",
      "6353  0.640864 -0.928823  0.139356 -0.740332   H\n",
      "6354  0.504642  0.081301 -0.524631  0.122069   I\n",
      "6355 -1.560576 -1.408741  0.544641  0.939580   L\n",
      "6356  0.876947  0.969392 -1.069375  0.173287   Q\n",
      "6357 -0.995748 -0.962385  1.257431 -0.631646   F\n",
      "6358  0.500236 -0.891189  0.463304 -0.394501   7\n",
      "6359 -2.687335 -0.240997 -0.588067 -0.355682   0\n",
      "           one       two     three      four key\n",
      "6360  1.112292 -0.026863 -0.144077  0.364361   2\n",
      "6361  0.236183  0.113043 -1.380454  0.028792   O\n",
      "6362 -1.093494 -0.946562  0.149382 -0.190454   L\n",
      "6363  0.676450  0.904576  0.854621  0.323596   R\n",
      "6364  1.841712  0.439631 -1.265122 -0.713029   4\n",
      "6365 -1.128605 -0.498973 -0.079963  0.176692   L\n",
      "6366  0.767857 -0.511653 -2.181414 -0.225151   Q\n",
      "6367  2.219223 -1.507158  0.901499  0.474151   B\n",
      "6368 -0.030439  0.912498  1.780497  0.437122   J\n",
      "6369  1.038661 -0.390589  1.521634  1.431299   X\n",
      "           one       two     three      four key\n",
      "6370 -0.562848  0.630243 -0.055077 -2.031742   V\n",
      "6371 -0.838191  1.910501  1.784924 -0.128932   O\n",
      "6372  0.289630  1.530673 -1.678070  1.182819   O\n",
      "6373 -0.458333  1.229672 -0.038087  0.961370   D\n",
      "6374  0.607271 -1.161728  1.128581  0.477947   I\n",
      "6375  1.136751 -0.617244 -0.103225  1.273975   Q\n",
      "6376 -0.499357  0.082418  0.886325 -0.889350   P\n",
      "6377 -0.053079 -0.431909 -0.819710 -0.184383   M\n",
      "6378  0.554389 -3.415448 -1.008008  0.095636   W\n",
      "6379 -0.437518  1.416218 -1.223696 -0.983091   C\n",
      "           one       two     three      four key\n",
      "6380 -0.562207  0.266432  0.282217 -0.572417   B\n",
      "6381  0.282379  0.261255  0.389700 -1.350305   H\n",
      "6382  1.036831  0.417989 -0.203446  0.483799   J\n",
      "6383 -0.468093  0.346607 -1.773748  0.778593   4\n",
      "6384  0.439716 -0.543873  0.113144 -0.889964   O\n",
      "6385 -1.374947  1.858126  0.670141  1.643450   O\n",
      "6386 -0.854071  0.015123  0.606645 -0.924789   U\n",
      "6387 -1.064914 -0.752264  0.635654 -0.847769   I\n",
      "6388  0.328038 -2.201035 -0.640835 -0.762974   I\n",
      "6389 -0.454491 -1.296817  2.021387  0.740482   K\n",
      "           one       two     three      four key\n",
      "6390  0.495933 -0.706393  0.515892 -1.664529   S\n",
      "6391  1.015098  0.254481  0.284005  0.084618   F\n",
      "6392  1.110091 -1.078437 -0.415991 -2.497072   T\n",
      "6393 -0.787877  0.023630  0.791347 -0.153287   7\n",
      "6394  0.074121  2.946737  0.432237 -1.322222   P\n",
      "6395  0.353429 -0.247717  0.027099 -0.872752   O\n",
      "6396  1.224205  0.710345  0.406204  1.362394   L\n",
      "6397 -0.350708 -2.263328  0.280188  0.996978   Y\n",
      "6398  0.207886  1.219363  0.120394  1.416482   W\n",
      "6399  0.321767  0.997815 -0.141009 -0.214223   G\n",
      "           one       two     three      four key\n",
      "6400 -1.343528 -0.396485 -1.638347 -1.006332   S\n",
      "6401  0.022319 -0.704375  0.789894 -1.780649   W\n",
      "6402 -1.539439  0.535850  1.976509  1.146052   O\n",
      "6403  1.721770  0.110358 -1.426991  0.302453   1\n",
      "6404 -0.122783  1.017953 -0.485182 -0.757533   U\n",
      "6405  1.437882  0.462309  0.645184 -0.488188   Q\n",
      "6406  0.252519 -0.893764 -1.451020 -0.037571   P\n",
      "6407  1.428140 -0.307382  0.835236  0.318659   K\n",
      "6408 -0.653513 -0.826898  0.365600 -0.343442   Q\n",
      "6409  0.648526  0.382166  0.837120  2.057713   Q\n",
      "           one       two     three      four key\n",
      "6410 -0.294031  1.866947 -2.424641 -0.594399   R\n",
      "6411  0.546136 -1.165291 -0.069493  0.839443   Y\n",
      "6412  0.055590  0.460796  1.480777 -1.173950   H\n",
      "6413  0.911487  0.336341 -0.890390 -0.131222   A\n",
      "6414 -0.907505 -0.773818  0.123461  1.723814   C\n",
      "6415  0.118950  0.898642  1.359423 -0.025140   D\n",
      "6416 -0.878655 -1.640173 -1.324034  1.131211   R\n",
      "6417 -0.019509  0.876113 -1.549758  1.650965   D\n",
      "6418 -0.003943 -0.100711  0.089326  1.220398   G\n",
      "6419 -0.047169 -0.834210 -1.417680 -0.992629   P\n",
      "           one       two     three      four key\n",
      "6420  1.408109 -1.297373  0.331664  0.227963   G\n",
      "6421 -1.254859  0.379769  0.234048 -0.412161   Q\n",
      "6422  0.532227 -0.576430  0.433983 -1.034566   E\n",
      "6423 -0.440186 -0.920560 -0.886908 -0.717393   Q\n",
      "6424  1.755844  0.583305 -0.023002 -1.240222   X\n",
      "6425  0.326275  1.118900  2.100199 -0.302665   G\n",
      "6426  0.024880 -0.717322  1.408196  0.961346   D\n",
      "6427 -2.338187  1.448027 -1.882319  0.090921   P\n",
      "6428 -2.329398  0.226033 -0.359550 -0.545552   F\n",
      "6429 -0.203604 -0.371016 -0.120285 -1.316813   P\n",
      "           one       two     three      four key\n",
      "6430  1.626647  0.296330  0.314341 -0.031742   K\n",
      "6431  1.915538  0.902880  0.408403  0.380036   J\n",
      "6432 -1.095378 -1.436462 -0.136636 -0.076472   C\n",
      "6433 -1.588550 -0.192420 -0.125519 -0.116338   H\n",
      "6434  0.677292  0.021536 -1.543651 -0.254482   W\n",
      "6435  0.146033  0.956711 -0.116033 -1.118259   O\n",
      "6436  0.162939 -0.176831 -0.517489 -0.086483   6\n",
      "6437  0.446004  1.421391  1.864233 -0.231944   R\n",
      "6438 -0.766637  0.849322 -2.271482  0.097941   T\n",
      "6439 -2.212326  0.371240  0.076708  0.579678   L\n",
      "           one       two     three      four key\n",
      "6440  0.449888 -0.382982  0.535168 -0.139049   R\n",
      "6441 -0.226391 -0.360102 -0.256503 -0.591466   Y\n",
      "6442  0.731660 -1.895307 -0.977830  0.609795   7\n",
      "6443  0.093161 -0.941322  0.948940  0.907185   P\n",
      "6444 -0.473135 -0.154075 -1.019198  0.463382   0\n",
      "6445 -0.360482  1.129282 -0.520626 -0.583512   L\n",
      "6446  0.398428  0.931627  0.126570 -0.359562   0\n",
      "6447  0.056456  0.942890  0.487491 -0.325111   J\n",
      "6448  0.919766  1.271893  0.325629  1.438338   B\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6449  0.826460 -0.252578 -0.935145  1.414167   E\n",
      "           one       two     three      four key\n",
      "6450  0.239817  0.200546  0.676698  0.359205   W\n",
      "6451  1.004258  0.137820  0.340930 -0.534090   Z\n",
      "6452 -0.022907 -1.523095  0.641033 -0.104281   9\n",
      "6453  2.455329 -0.190569  0.302309 -0.480748   R\n",
      "6454 -1.152559 -1.857734  0.187128 -1.995975   W\n",
      "6455 -1.576836 -1.958031 -0.140602  0.632315   Z\n",
      "6456  0.426068 -0.167195 -1.075382 -1.092328   2\n",
      "6457 -0.716212  1.015349  0.488514 -0.699262   0\n",
      "6458 -1.159867 -0.775871  0.605492 -0.297012   S\n",
      "6459 -0.088278 -0.206925  0.104638  0.875423   S\n",
      "           one       two     three      four key\n",
      "6460 -0.610495  0.557744  0.931149  0.436779   Z\n",
      "6461  0.379394 -1.317547  0.001410  0.969856   W\n",
      "6462  0.864211  1.519593  1.260238  0.654337   7\n",
      "6463  1.350424  0.345149 -0.829001  0.185953   X\n",
      "6464  0.956002  0.566695  1.150978 -0.360039   M\n",
      "6465 -1.012716 -1.020895  0.650649 -1.216440   B\n",
      "6466 -1.087239 -0.949828 -0.645358 -0.859970   M\n",
      "6467  1.614264  0.488728  2.352849  0.268151   P\n",
      "6468  0.662645 -0.887113  0.476253  0.060454   T\n",
      "6469  0.005817 -2.763755 -1.300543  0.542561   K\n",
      "           one       two     three      four key\n",
      "6470  0.763453  0.438033 -1.231173  0.806291   7\n",
      "6471  0.024834  1.118008  1.737034 -0.374938   8\n",
      "6472 -0.355465 -1.076554  0.965899  0.659141   R\n",
      "6473 -0.745188 -0.782877 -1.258483 -1.055936   J\n",
      "6474  0.202093 -1.282088 -0.779935  1.443650   L\n",
      "6475  0.760751  0.022058 -0.351377  0.211099   G\n",
      "6476  0.557158 -1.876649 -1.430152 -1.654969   8\n",
      "6477  1.319639 -0.215070 -0.362025  0.518275   0\n",
      "6478 -2.286471  0.411294 -1.539162 -0.091418   9\n",
      "6479 -0.573244 -0.422650  1.464084  0.542439   C\n",
      "           one       two     three      four key\n",
      "6480 -0.557591 -0.698958 -0.993515  0.075930   K\n",
      "6481  1.334503  0.513017 -0.587334 -0.251176   J\n",
      "6482 -1.496775  0.744357 -0.482187 -1.308006   X\n",
      "6483 -1.174527  0.387196 -1.718539 -1.281410   5\n",
      "6484 -0.675110  1.193266  0.997502 -0.521573   L\n",
      "6485  0.157038 -1.616308 -0.903544  0.350487   V\n",
      "6486 -0.130342 -0.803972 -0.113091 -0.381549   7\n",
      "6487 -1.348766  0.714156  0.043432 -0.057863   T\n",
      "6488  0.760157 -0.318976  0.433243 -0.439731   1\n",
      "6489 -0.526896 -1.083645 -0.161763  0.660053   P\n",
      "           one       two     three      four key\n",
      "6490 -0.461582 -1.050731 -0.426427  0.887175   R\n",
      "6491 -0.222515  0.753492 -0.409289 -0.295382   V\n",
      "6492  0.721114  1.011716 -0.271546  1.211776   K\n",
      "6493  1.121356  0.468571 -0.336326  0.078605   U\n",
      "6494  0.164942 -0.266021 -2.143937 -2.113471   X\n",
      "6495  1.345822  2.363195 -1.405568  2.599800   Z\n",
      "6496  0.173217 -0.116329  0.373466  0.381805   X\n",
      "6497 -0.289274  1.439352 -0.799853 -1.208543   Y\n",
      "6498  1.094008  0.049683 -1.445820  0.540209   C\n",
      "6499  0.290745  0.590175  0.895260 -0.025518   E\n",
      "           one       two     three      four key\n",
      "6500 -0.264040 -1.204051  0.504199  0.602873   Z\n",
      "6501  2.027584 -0.097576 -0.445689  1.965018   H\n",
      "6502  1.342573  1.231400  1.723257  1.332216   Z\n",
      "6503  1.536042  1.585264  0.904740  0.972697   Z\n",
      "6504 -0.494593  0.008418  1.512647 -0.114531   A\n",
      "6505  0.796604  0.242223 -0.381732 -0.006187   Z\n",
      "6506 -0.103388  0.690857 -0.217870 -0.399363   L\n",
      "6507 -1.055039  1.263498 -0.294833 -0.131290   Z\n",
      "6508  0.769964 -0.077621 -1.569057  1.759866   N\n",
      "6509 -0.380482 -0.444606 -0.959613  0.375138   Y\n",
      "           one       two     three      four key\n",
      "6510  0.343652  1.653497  0.361990  1.413521   C\n",
      "6511 -1.037169  0.466151 -0.483780  1.754663   D\n",
      "6512 -1.370660 -0.066661  0.780669 -0.341960   O\n",
      "6513 -1.218953 -1.185454 -0.313377  0.509477   I\n",
      "6514  0.320657 -2.371135  1.327589 -1.326688   8\n",
      "6515 -0.021378 -0.062101  0.573617 -0.603958   T\n",
      "6516  0.703793  0.094209  0.212399 -0.698490   H\n",
      "6517  0.126527 -0.597758  0.772462  0.406615   9\n",
      "6518  0.472917 -0.828902 -0.236532  1.138180   L\n",
      "6519 -0.903719 -1.377777 -1.844190 -0.472677   N\n",
      "           one       two     three      four key\n",
      "6520  1.024344 -0.450261 -0.683783 -0.661729   L\n",
      "6521  0.127562  0.164955  0.302059 -0.774069   F\n",
      "6522  1.114310  0.040545 -1.945605 -0.051613   4\n",
      "6523 -1.105121  2.330199 -1.632064 -0.642056   S\n",
      "6524 -0.638923  2.087784 -0.664267  1.279759   E\n",
      "6525  0.394658 -1.415181  0.909133 -1.030027   Y\n",
      "6526  0.229629  1.221449  0.267325  1.546965   E\n",
      "6527 -0.754186 -1.428343  1.642931  1.298858   E\n",
      "6528  0.276274  0.759065 -0.779600  0.224756   I\n",
      "6529  0.701377  0.120162  1.432007 -0.151164   Z\n",
      "           one       two     three      four key\n",
      "6530 -0.595785 -1.448381 -1.434809 -1.878632   B\n",
      "6531  0.500949  0.070500 -0.443117  0.457912   8\n",
      "6532  0.859546  2.785971 -0.532929 -1.136828   D\n",
      "6533  0.711861  0.002736 -0.400844  0.551365   W\n",
      "6534 -1.445062 -0.611055 -0.322967  0.547384   5\n",
      "6535  0.954100 -1.257360  1.008903 -0.906558   8\n",
      "6536 -0.833364  1.040694  1.197968 -1.312923   V\n",
      "6537 -1.292614  0.276692 -1.050741  1.534013   Y\n",
      "6538 -1.013760 -0.066572 -0.620854  0.730214   L\n",
      "6539 -0.976169 -0.974598 -2.197370  1.852371   T\n",
      "           one       two     three      four key\n",
      "6540 -1.329730  1.085331  1.980574  1.176841   F\n",
      "6541 -0.218698  0.084666 -0.173542 -0.651511   F\n",
      "6542 -1.982991  1.643599  1.468598  1.516742   2\n",
      "6543  1.164884  0.020764 -0.533329 -1.145035   G\n",
      "6544 -1.491799  0.007564  0.616605 -1.037414   P\n",
      "6545 -0.996030  0.137301  1.731782  0.175898   L\n",
      "6546  0.303861 -1.052662 -0.970055 -0.785081   X\n",
      "6547 -1.001332  0.017181  1.782410 -1.190568   R\n",
      "6548 -0.336102 -0.821629 -0.626185  0.571429   X\n",
      "6549  0.422550  0.500042  0.513456  0.488156   Z\n",
      "           one       two     three      four key\n",
      "6550  1.867871  1.484582 -1.357443 -2.626637   C\n",
      "6551  2.005167 -0.685622 -1.561030  0.182441   G\n",
      "6552  0.597000  0.222708  0.305168 -0.080533   U\n",
      "6553 -0.508773  1.021734  1.108644  0.943291   W\n",
      "6554 -1.179020  0.036331  1.042837  1.088222   T\n",
      "6555  0.951402 -0.307578 -0.368335  0.251813   9\n",
      "6556  1.218339  0.713224 -1.293507 -0.760257   U\n",
      "6557 -0.637575  0.264305 -1.318301 -0.356751   F\n",
      "6558 -0.279952 -0.480788  0.570095  0.064280   Y\n",
      "6559  0.070160  1.671392 -0.799068  1.152375   M\n",
      "           one       two     three      four key\n",
      "6560  0.765127  1.032661  0.202238 -0.111697   R\n",
      "6561 -0.164872 -0.205052 -1.352808  1.070987   G\n",
      "6562 -0.921249  0.130183 -0.494700  1.200320   V\n",
      "6563 -0.772598  0.971766 -1.172807 -0.629114   5\n",
      "6564 -1.168048 -0.763392 -1.101017 -1.225282   7\n",
      "6565 -0.487141 -1.570014  2.023701  0.942098   D\n",
      "6566 -0.960110 -0.599789 -0.420131 -1.060305   U\n",
      "6567  1.145774  0.271638  0.158536 -0.138008   O\n",
      "6568 -0.193084  0.966616 -1.288475 -0.604217   4\n",
      "6569 -0.328503  0.848668 -0.046550 -0.349784   9\n",
      "           one       two     three      four key\n",
      "6570 -0.350641  0.682652  1.213110 -0.422607   I\n",
      "6571  1.623558 -0.389626  2.020485 -0.204085   R\n",
      "6572 -0.281836  0.799264 -0.033647  0.041708   A\n",
      "6573 -1.379627 -1.124807  0.076573 -0.908953   9\n",
      "6574 -0.481685  1.317100 -0.913979 -0.677304   I\n",
      "6575  0.574356 -0.732228 -0.158524 -1.794890   W\n",
      "6576 -0.556246 -0.972948 -0.358834 -0.229477   V\n",
      "6577 -0.662142 -0.182813  0.328315  2.252194   J\n",
      "6578 -0.209264  1.116097 -0.839968  0.491750   C\n",
      "6579  0.412337 -0.464012  0.112052  0.829024   8\n",
      "           one       two     three      four key\n",
      "6580 -0.292731  0.152552  0.171421 -1.676514   9\n",
      "6581 -0.810217  1.707645 -0.295623  0.205511   F\n",
      "6582  0.443111  0.546866 -0.815407 -0.814718   H\n",
      "6583  0.421462 -0.836823  1.425804  0.052379   A\n",
      "6584 -0.761553 -2.153481 -1.241917 -1.000066   Q\n",
      "6585 -1.740843 -1.618405 -0.206717  0.088524   O\n",
      "6586  0.862219 -1.028091  0.132116  0.920400   J\n",
      "6587  1.151347  0.109756 -0.987297  0.763409   P\n",
      "6588 -0.910335 -0.982107  0.490226  0.643449   P\n",
      "6589  0.761674 -0.617406 -1.652585  1.875518   O\n",
      "           one       two     three      four key\n",
      "6590 -0.994851 -0.103497 -1.577335 -0.537263   X\n",
      "6591  0.410500  2.351971 -0.974480  0.163615   R\n",
      "6592  0.363843 -0.331079  0.008411 -1.808952   5\n",
      "6593 -0.726563 -0.261141  0.243103  0.142011   W\n",
      "6594 -1.010931  1.014739 -0.925784 -0.869491   Y\n",
      "6595  0.938799  0.421110 -0.105712 -0.563260   M\n",
      "6596 -0.639067 -1.289469  1.124618  0.608780   B\n",
      "6597  0.853380 -0.514838  0.097316 -0.297523   V\n",
      "6598  0.947749  0.259260  0.549507 -2.636814   D\n",
      "6599  1.905350 -0.012055  2.431791  1.237997   3\n",
      "           one       two     three      four key\n",
      "6600 -0.516668 -1.809236  0.416144 -2.280588   R\n",
      "6601  1.027780 -0.027405 -0.564503 -0.119947   X\n",
      "6602  1.551204  0.466685 -0.641260 -0.181744   Q\n",
      "6603  0.926318  0.927291  0.117346  0.689852   Z\n",
      "6604 -0.632273  0.324688  0.298193 -1.017273   0\n",
      "6605 -0.015874  0.788401  0.638825  0.372048   N\n",
      "6606 -0.010017 -0.326955 -0.318236  1.046044   V\n",
      "6607 -0.634580 -0.522508  0.068567 -0.884560   J\n",
      "6608  2.050653 -1.181549 -0.533822 -2.125313   M\n",
      "6609 -0.908868 -0.793014 -0.335109  0.037492   7\n",
      "           one       two     three      four key\n",
      "6610  1.224110  0.958274  1.329758 -0.253768   3\n",
      "6611  1.718144 -0.648634  0.142423 -0.403445   M\n",
      "6612 -0.533005 -0.214491 -0.235923  0.914930   E\n",
      "6613 -1.390759  0.211406  0.590674  0.083262   L\n",
      "6614 -0.928091  0.701956  1.039178 -0.762259   S\n",
      "6615  0.728672 -0.383446 -0.562926  0.423290   U\n",
      "6616  0.370024  0.032020 -1.263050 -0.661190   Z\n",
      "6617 -0.174518 -0.253561  1.363441 -0.352337   L\n",
      "6618 -1.462123 -1.024080  0.516048 -0.274181   H\n",
      "6619  0.149626 -1.258493 -3.147012  0.647377   I\n",
      "           one       two     three      four key\n",
      "6620  0.718572  0.122687 -0.264683 -0.012467   H\n",
      "6621 -0.583261  1.866096 -1.291962  0.501720   V\n",
      "6622 -0.215772  0.096258  0.500506  1.266032   M\n",
      "6623 -2.008887 -0.463262  0.235280  1.576381   R\n",
      "6624 -0.389031  0.756333 -0.727188 -0.241930   P\n",
      "6625  0.094756  1.443395  0.421279  0.521304   F\n",
      "6626  0.211397 -1.091062 -0.885885 -1.174211   Y\n",
      "6627  0.867971  0.059845  2.117674 -0.275678   E\n",
      "6628 -0.689220 -0.498567 -0.754487  0.249618   G\n",
      "6629 -1.422313 -0.799299 -0.818168  0.175179   I\n",
      "           one       two     three      four key\n",
      "6630  0.121058 -1.391758  0.540614  0.610208   C\n",
      "6631  0.320297  2.239588 -1.146741 -0.510208   4\n",
      "6632 -0.690142  0.491001  1.058332 -0.008989   9\n",
      "6633 -0.521703 -2.299228  1.042974  0.022488   O\n",
      "6634  0.255021  0.547390 -0.590398  1.040875   X\n",
      "6635  1.173623 -1.470366  0.391082  2.614733   Z\n",
      "6636  0.408012  0.666054 -1.332051 -1.773270   O\n",
      "6637 -0.404665 -1.826796  0.051082 -0.389155   9\n",
      "6638  1.311233  1.071636 -0.691517 -0.197166   J\n",
      "6639  1.329483 -0.314181  1.155250 -0.310138   J\n",
      "           one       two     three      four key\n",
      "6640 -1.334960 -1.373417  0.021264  0.902418   E\n",
      "6641  2.268282 -0.007329  0.394683 -1.679803   H\n",
      "6642 -0.304685 -1.356296 -1.620419 -0.569422   7\n",
      "6643 -0.530818  0.800831 -2.274781  0.170541   C\n",
      "6644 -0.001800 -3.465356 -0.827826  1.430808   Q\n",
      "6645 -0.261444  1.486314 -1.039579  0.719062   X\n",
      "6646  0.627622 -0.469194 -0.101264  1.891676   1\n",
      "6647 -0.329298  0.071715  0.479169 -1.079075   1\n",
      "6648 -0.742765  0.759030 -1.118109  0.884687   1\n",
      "6649  0.383764  1.115819  1.333113  0.371440   C\n",
      "           one       two     three      four key\n",
      "6650  0.137338 -0.662399  1.757140 -0.909405   T\n",
      "6651 -1.539605 -0.895458 -0.233275  2.666556   N\n",
      "6652  0.035304 -1.942487  1.242118 -0.184326   G\n",
      "6653  0.182066  0.434355 -0.583836  0.616160   T\n",
      "6654 -1.259901 -1.114100  0.283941  0.797892   N\n",
      "6655  0.988202 -1.163367  0.115797 -0.048535   V\n",
      "6656  0.236980 -1.602385  1.118380 -0.554616   1\n",
      "6657  0.900938  0.716454  1.811875 -1.330704   C\n",
      "6658  0.727675 -0.938174  0.479874  0.347832   X\n",
      "6659  0.287110 -0.346400 -1.159676  1.049243   U\n",
      "           one       two     three      four key\n",
      "6660 -1.099466  0.356533 -0.167410 -1.174868   X\n",
      "6661  2.128371  0.678286 -1.134974  0.492645   D\n",
      "6662 -0.839114 -0.006299  0.822817 -1.684707   D\n",
      "6663  0.883543 -1.083908 -0.056349  0.571913   R\n",
      "6664  0.394936  0.935668  0.401927 -0.062631   L\n",
      "6665 -1.239741 -1.063991  0.117355  0.529984   O\n",
      "6666 -0.921699  2.013758  0.578416 -0.832472   0\n",
      "6667 -0.438839 -1.688726 -0.772548 -1.138874   2\n",
      "6668  0.367194  0.588574  0.637054  0.636912   S\n",
      "6669 -1.398241  0.701902 -1.603974 -0.001910   T\n",
      "           one       two     three      four key\n",
      "6670 -0.759556 -1.767282  1.903070 -0.191659   L\n",
      "6671 -0.032537  0.924379 -0.148704  0.321012   H\n",
      "6672  0.209909  1.623332 -1.144754  0.412216   H\n",
      "6673 -0.457389 -0.117801 -0.323972  0.879816   8\n",
      "6674  0.126167 -0.170582 -0.086928  1.426527   P\n",
      "6675  1.385306 -1.470873  0.593692 -1.331943   Z\n",
      "6676  0.411997 -0.792781  1.117095  3.372951   3\n",
      "6677 -0.794808  0.294574 -1.235114 -1.038514   5\n",
      "6678 -0.400435 -0.040874 -1.539885  1.306125   T\n",
      "6679  0.069999  0.856249 -0.599017 -0.766095   D\n",
      "           one       two     three      four key\n",
      "6680  0.480274  0.934571 -1.233171 -1.027289   Y\n",
      "6681  0.169191 -0.241472 -0.199201 -0.421583   6\n",
      "6682 -0.274243  1.465206  0.098366 -0.166066   S\n",
      "6683  0.350214  0.375084 -1.319546 -0.105641   8\n",
      "6684  0.238529  0.373155  0.755962 -1.681836   W\n",
      "6685 -0.222048  2.136200  0.197333 -0.539230   W\n",
      "6686  0.375309  1.165427 -1.357453  0.612017   O\n",
      "6687 -0.463573  1.766087  0.455837  0.255512   6\n",
      "6688  0.279988  0.420717  0.805524 -0.755125   R\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6689  0.930874  0.060651  1.623671  0.086015   Z\n",
      "           one       two     three      four key\n",
      "6690 -0.292949 -0.880245 -0.581178  0.654815   F\n",
      "6691 -0.204133  0.333149  0.406852 -1.169391   F\n",
      "6692 -0.242474  0.331982  0.290742 -0.278750   J\n",
      "6693  0.145993  1.930448  1.720139  1.377522   B\n",
      "6694 -0.617593 -1.614591  0.016191 -0.604622   I\n",
      "6695  0.922978 -1.292055 -1.351997  0.283806   O\n",
      "6696 -0.928138  0.852961  0.024444  2.340553   N\n",
      "6697 -0.821976  0.817374  0.451825 -1.570028   2\n",
      "6698  1.321737 -0.400621 -0.807798  1.015631   0\n",
      "6699  0.711289  0.923190 -0.455170  1.067814   M\n",
      "           one       two     three      four key\n",
      "6700 -0.047304  1.394180  2.344610 -0.002397   L\n",
      "6701 -1.688336 -0.346352  0.425520 -0.224832   I\n",
      "6702  0.160533 -0.687899 -1.421196 -0.272783   G\n",
      "6703 -1.066810  1.259937 -0.206259 -0.970699   T\n",
      "6704  0.745745  0.218009 -1.164389  0.998144   B\n",
      "6705 -1.113694  1.714325  0.081232 -0.774844   W\n",
      "6706  0.836289 -0.640712  0.214118  0.672353   X\n",
      "6707 -1.253733  1.755154  1.009684  0.813607   P\n",
      "6708  0.688122  0.107563  1.268690  1.585725   A\n",
      "6709 -1.000947  0.543779  1.701537 -0.824418   4\n",
      "           one       two     three      four key\n",
      "6710  0.259233  0.384970  0.623987 -2.267827   A\n",
      "6711  0.681097  1.819244  0.669091 -1.138714   E\n",
      "6712  0.079504 -0.515797  0.034017  0.533997   Z\n",
      "6713  0.408101  0.314263 -2.700834  0.885913   6\n",
      "6714 -1.043828 -0.659638 -0.383559  3.060846   M\n",
      "6715 -0.559463  0.347588 -1.730812  0.517563   I\n",
      "6716  0.980145  1.394327 -1.456224  0.791639   N\n",
      "6717 -0.723501  2.558271 -0.850818 -0.475867   A\n",
      "6718  0.100228 -0.570544 -0.002565 -2.148293   8\n",
      "6719 -2.006154  1.062676  0.569060  0.418153   P\n",
      "           one       two     three      four key\n",
      "6720  1.698521 -0.877715  2.729603  1.443464   P\n",
      "6721  0.151383 -0.519386  0.389304 -0.481319   7\n",
      "6722  0.945801  0.619985  2.090553 -0.437160   G\n",
      "6723 -0.921652  0.748418 -1.993968 -0.438938   M\n",
      "6724  1.936295  1.162780 -2.154590  0.718839   3\n",
      "6725  1.550970  0.188207 -0.850502 -0.990649   0\n",
      "6726  0.482061 -0.204229 -0.500644  0.319991   B\n",
      "6727  0.223549 -0.195633 -1.181842  0.874798   H\n",
      "6728  0.152340 -1.239362 -0.572878  2.023121   M\n",
      "6729  0.364105  0.911930 -0.056518 -0.468410   B\n",
      "           one       two     three      four key\n",
      "6730 -0.766294 -0.268946  0.722880 -0.744594   2\n",
      "6731  0.769705 -1.639635  0.498835 -0.237019   N\n",
      "6732 -2.189870  0.334059 -0.248977 -0.303730   7\n",
      "6733 -1.219167 -0.094164 -0.759449 -0.373387   4\n",
      "6734 -1.331303  0.159015  0.488240 -0.421206   T\n",
      "6735  0.000057  1.475884 -0.493883 -1.347344   F\n",
      "6736  0.427966 -0.462143  2.548931 -0.643162   B\n",
      "6737  0.326545 -0.360348 -1.712747 -1.031053   2\n",
      "6738 -0.857995  0.301969 -1.466876  0.306275   O\n",
      "6739 -1.097458  0.394401 -1.255293 -0.439218   F\n",
      "           one       two     three      four key\n",
      "6740  0.172591 -0.264390 -1.498304 -0.072483   3\n",
      "6741 -0.537247  0.987166 -0.415319 -0.911046   O\n",
      "6742  0.736183  0.215746 -0.396431 -0.011701   7\n",
      "6743 -1.916784 -1.356730  0.109771 -1.226509   I\n",
      "6744 -0.583047  1.137829 -0.592201  0.409020   M\n",
      "6745 -0.377472  0.867824  0.146361  0.649430   P\n",
      "6746 -0.669548  0.118215 -1.476486  0.535222   X\n",
      "6747  0.943050 -2.480243  0.571789 -1.371331   N\n",
      "6748 -0.556300  2.471795  0.387172 -0.374154   V\n",
      "6749  1.129519  0.415313 -0.037097 -0.150885   V\n",
      "           one       two     three      four key\n",
      "6750 -1.600413  0.159826  0.150359  0.088060   L\n",
      "6751 -0.792302 -0.765247 -1.021910 -2.058838   J\n",
      "6752  0.492472  1.075038  0.855289 -0.021079   V\n",
      "6753 -1.037104  0.431854  2.730071  0.452413   D\n",
      "6754  0.486591  0.122527  1.388340  0.014270   T\n",
      "6755  0.031621  0.222669  3.025273  0.412352   F\n",
      "6756 -0.516121  0.433224 -1.821537  0.666071   H\n",
      "6757 -0.127361 -1.419093  0.364285  0.709469   E\n",
      "6758  1.286620 -1.324586  0.498089  0.001875   E\n",
      "6759  0.941218  0.937461  0.993775 -1.541011   T\n",
      "           one       two     three      four key\n",
      "6760  0.140539 -0.675598 -0.050526 -0.392513   D\n",
      "6761  1.100811 -0.071889  0.748639  0.926796   L\n",
      "6762  0.904096 -0.387636 -1.832550 -0.025005   I\n",
      "6763 -0.723901  0.389483  2.041585 -0.193699   D\n",
      "6764 -1.556294 -0.358824  0.094072 -1.163632   N\n",
      "6765  0.257940 -1.344356 -1.615863  0.534847   T\n",
      "6766 -0.955549  0.721610  0.544829 -0.773344   S\n",
      "6767  0.084983  0.643734  0.924384  0.820764   M\n",
      "6768  0.339438 -0.512475 -0.140745  1.772117   4\n",
      "6769  0.738019 -1.090932  0.936387 -0.037196   3\n",
      "           one       two     three      four key\n",
      "6770  0.498951 -1.609796  0.202239  0.333631   4\n",
      "6771 -1.421275 -0.892238 -1.079191  1.361871   P\n",
      "6772  0.571228  1.107259 -0.489436  0.439030   I\n",
      "6773  2.343104 -0.052859  0.536495 -0.256878   Z\n",
      "6774 -1.649719 -0.588896 -0.542998 -1.429529   K\n",
      "6775 -1.231455 -0.141106 -0.045299 -2.033290   X\n",
      "6776  2.046176  0.003491 -0.419639  0.338629   7\n",
      "6777  0.455334  0.586219 -1.659733  0.745404   Y\n",
      "6778  1.085040 -0.416365 -2.094405 -0.291053   G\n",
      "6779  0.223690  1.399661 -1.052632 -1.198156   E\n",
      "           one       two     three      four key\n",
      "6780  0.285272  0.167573 -0.111292  0.310479   V\n",
      "6781  0.063793 -0.837654 -0.677238 -0.626084   M\n",
      "6782  0.087285 -0.517900 -1.184332 -1.086610   V\n",
      "6783  0.131171  1.340719 -0.134507 -0.599765   T\n",
      "6784  0.413139  0.297188 -0.674361 -0.868657   K\n",
      "6785 -0.725957 -0.998949  0.592402 -0.818486   G\n",
      "6786  2.019106 -0.870474  1.639569 -0.018648   W\n",
      "6787  1.522817  0.863991 -1.084725  0.995037   I\n",
      "6788  1.599495  0.878766 -0.031821 -1.541137   O\n",
      "6789  0.032584 -0.830247  0.093528 -0.885421   9\n",
      "           one       two     three      four key\n",
      "6790 -0.218408 -0.479250  0.269820  0.587703   9\n",
      "6791 -0.811633  0.880449 -0.355221  1.267463   2\n",
      "6792 -0.331629  0.758539 -1.848992 -1.417983   F\n",
      "6793  0.732672 -0.744898  0.512209  1.417495   U\n",
      "6794 -1.280849  1.200019 -0.946480 -1.236550   I\n",
      "6795 -0.154021 -0.413900 -0.475061 -0.452330   U\n",
      "6796 -0.232235 -0.368472  0.993501 -1.021010   L\n",
      "6797  0.781140  1.342346  0.913418  1.774222   C\n",
      "6798  1.681210  0.372874  1.311298 -1.133757   0\n",
      "6799 -1.240547 -1.168227 -0.580810  1.076764   8\n",
      "           one       two     three      four key\n",
      "6800 -1.294914  0.331682 -0.085695 -0.380569   M\n",
      "6801 -0.049305 -2.438811 -0.682628 -0.573968   M\n",
      "6802 -0.650771 -0.881442 -1.694826  1.437016   H\n",
      "6803 -0.396328 -0.045237 -0.820599  0.975118   U\n",
      "6804  1.398057 -0.416835 -0.527765  0.655063   E\n",
      "6805 -0.491838  0.252638 -0.712340 -0.134048   I\n",
      "6806 -0.336569 -2.269899 -1.071023  0.943110   X\n",
      "6807  0.756197  0.732625 -1.372741  2.878871   3\n",
      "6808 -0.269079  0.639093  1.244106 -2.136111   M\n",
      "6809 -0.308118  1.034232 -0.431445  0.994420   K\n",
      "           one       two     three      four key\n",
      "6810 -0.477305  0.350103 -0.825061 -1.610219   8\n",
      "6811 -0.197311  1.499384 -0.450783 -0.543044   A\n",
      "6812 -1.056253  1.329374  0.133393 -0.675954   B\n",
      "6813  1.658800  1.210938  0.302966 -1.972337   8\n",
      "6814  0.754500 -2.845933  1.253487  0.339284   V\n",
      "6815  0.297284  0.420508  0.580423  0.909306   E\n",
      "6816 -0.763218 -0.644610  0.200417  1.015394   J\n",
      "6817 -0.193427 -0.461658 -0.340601  0.798476   N\n",
      "6818 -0.086358  0.278119 -0.796805 -0.224212   M\n",
      "6819 -0.349745  0.754809  1.096169 -1.311705   9\n",
      "           one       two     three      four key\n",
      "6820  0.961266 -1.467788 -0.381349  3.412734   N\n",
      "6821  0.673156 -0.895040 -0.887768  1.036861   Z\n",
      "6822  1.674725  1.311048 -2.121708  0.744071   Z\n",
      "6823 -0.855255 -1.540225 -0.445043 -0.937947   U\n",
      "6824  1.677783  0.670608  1.078747  0.268647   N\n",
      "6825  0.951291 -1.040883  1.452374  0.205421   Q\n",
      "6826 -0.683098  2.921636 -2.355285 -0.835637   L\n",
      "6827  1.344263 -0.900980  0.568158  1.055773   2\n",
      "6828 -1.108598 -0.652089 -0.564324  0.768528   R\n",
      "6829  0.866476  1.019045 -1.305545 -0.511821   A\n",
      "           one       two     three      four key\n",
      "6830  0.033623 -0.521881  0.359101 -0.119274   8\n",
      "6831  1.319066 -0.396322 -1.249605  0.121017   I\n",
      "6832 -0.199601  1.006747 -1.415585  0.691379   W\n",
      "6833 -1.023019  1.194964  0.255707 -0.457101   U\n",
      "6834  0.065228 -0.575107  0.182696 -0.828035   O\n",
      "6835 -2.825997 -1.297744  1.049191  1.840404   K\n",
      "6836 -0.179055  1.174393  1.734680 -1.918800   J\n",
      "6837 -0.729083 -1.319774  1.528342 -1.092921   K\n",
      "6838  0.104814 -0.552228  1.353238  0.630352   Y\n",
      "6839 -0.255672  0.775343  0.387702  0.041849   X\n",
      "           one       two     three      four key\n",
      "6840 -0.587911  0.873910 -0.304846 -1.050275   T\n",
      "6841 -1.334261  0.244747  0.467975 -0.815459   W\n",
      "6842  0.438790  0.395960  0.579843 -0.738805   U\n",
      "6843  0.000147 -0.713571 -0.727030  0.207665   J\n",
      "6844 -0.693389  0.133032 -1.810385 -0.206716   G\n",
      "6845  0.312562  0.702847  0.531875 -0.419882   1\n",
      "6846 -0.729949  0.909011 -0.368560  0.712993   M\n",
      "6847  0.029555 -0.052973  0.687465 -1.877284   Z\n",
      "6848  1.043611 -0.083895 -0.563814 -0.637314   S\n",
      "6849  1.332120  0.432327 -1.071631 -0.353301   0\n",
      "           one       two     three      four key\n",
      "6850  0.433454  0.493090 -0.430091 -1.247392   Q\n",
      "6851 -0.388183  0.717130  0.104645 -1.344749   7\n",
      "6852 -0.309841 -0.055652 -0.471843  0.286451   F\n",
      "6853 -0.108284 -1.610658  0.452592  1.942240   C\n",
      "6854 -0.124121 -0.454046  0.019400  0.700823   D\n",
      "6855  1.113946 -1.856832  0.814431  1.195482   R\n",
      "6856 -0.685257  0.124450 -0.505895  0.642685   E\n",
      "6857 -0.631722 -0.143666  1.087936  0.219917   Z\n",
      "6858 -0.187875 -1.481584 -1.054768  0.200388   N\n",
      "6859  2.412396 -0.338504 -3.234391 -0.688067   C\n",
      "           one       two     three      four key\n",
      "6860 -1.946231  1.372080 -0.221380 -1.126996   W\n",
      "6861 -0.226293  0.040196 -2.770018  1.115093   F\n",
      "6862  1.008070 -0.423869  1.889713  0.348198   N\n",
      "6863  0.971149 -1.326166 -0.354046 -0.327411   X\n",
      "6864  1.363531  0.135904  1.467313 -0.127779   D\n",
      "6865 -0.191971 -0.123172  0.510274  0.399055   9\n",
      "6866 -0.751565  1.868232  0.088694  0.470143   B\n",
      "6867 -0.699965 -1.763551  1.828489 -0.880434   M\n",
      "6868  0.026008  0.920830  0.371928  1.213848   W\n",
      "6869  0.680894  0.578016 -1.214840  1.447624   C\n",
      "           one       two     three      four key\n",
      "6870  1.393271  0.043563 -1.146234  1.178807   W\n",
      "6871 -2.190870  0.447900  0.982867 -0.103477   H\n",
      "6872  0.849065 -0.657636 -1.700643 -1.235272   R\n",
      "6873  0.356928  0.729239 -1.165260  0.096956   X\n",
      "6874 -0.615839 -1.021528 -0.775867 -0.585818   H\n",
      "6875  0.094128 -0.637392  2.356799 -0.716470   A\n",
      "6876  1.388508 -0.023484  0.376429  1.644896   Y\n",
      "6877  0.418293 -0.817763  0.017513 -1.007160   C\n",
      "6878 -1.023229 -1.664268  1.294334  0.333396   H\n",
      "6879 -0.357209 -0.812385  0.164544  0.395521   V\n",
      "           one       two     three      four key\n",
      "6880  0.243235  0.198341  0.146675 -0.912408   Y\n",
      "6881  0.100768 -0.111569  0.442555  0.655966   W\n",
      "6882  0.202154 -0.403594  1.086938  0.057199   B\n",
      "6883  0.682939 -1.257409 -1.030951 -0.695576   Q\n",
      "6884  0.224674 -1.282982  0.170886 -0.726662   Q\n",
      "6885 -0.815750  0.041670  0.449464 -2.606145   W\n",
      "6886 -0.670342 -0.181165  1.513165  0.241033   L\n",
      "6887 -0.421223 -0.506196  0.667947 -0.252557   G\n",
      "6888  0.035651 -0.034945 -0.354961 -1.003239   U\n",
      "6889 -0.853610 -0.436814 -0.871246 -0.016232   F\n",
      "           one       two     three      four key\n",
      "6890  0.720570 -0.123687 -1.700154  0.301859   X\n",
      "6891  1.006002 -0.282087  2.905202  1.603571   Z\n",
      "6892  1.330782  1.253422 -0.876880 -0.939894   8\n",
      "6893 -1.139084  0.521192 -0.693468  0.703674   H\n",
      "6894  0.322376  0.314143  0.260488 -0.496941   F\n",
      "6895  0.998554 -0.814302  1.048220 -0.061590   Y\n",
      "6896 -0.005025 -0.711575 -1.732007 -0.517528   E\n",
      "6897 -1.577290  0.516399  1.199673 -0.512884   G\n",
      "6898 -0.856403  0.031718 -0.488677 -0.819807   T\n",
      "6899  0.879164 -0.000069  0.085142 -0.737688   Z\n",
      "           one       two     three      four key\n",
      "6900 -0.917821  0.058367 -0.531512 -0.812805   G\n",
      "6901 -0.759939  0.105655  0.051760  1.124987   O\n",
      "6902 -0.179008  0.577351  0.638650  1.513243   J\n",
      "6903 -0.792081  0.311284 -0.154408 -0.351271   8\n",
      "6904 -1.331304  0.893181 -0.081846 -0.294823   L\n",
      "6905 -1.197574  0.568164  1.985164  0.583706   W\n",
      "6906 -0.091010 -0.727648  0.315932 -0.031456   X\n",
      "6907 -0.228641  0.009792  0.409630  0.028353   T\n",
      "6908  1.429089 -0.029746 -0.140590  1.007687   W\n",
      "6909 -0.851548 -0.260413 -0.407416  0.068328   W\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           one       two     three      four key\n",
      "6910  0.451367  0.434450  0.700736  0.190065   0\n",
      "6911  1.273204  1.482586 -2.012272 -1.377785   J\n",
      "6912  0.665904  0.656233  0.304480  0.159379   R\n",
      "6913  0.206585 -1.101147 -0.707541 -0.978277   H\n",
      "6914  0.990034  0.111278 -0.503772 -0.895681   X\n",
      "6915 -0.684401  0.509117 -0.957427  0.130916   T\n",
      "6916  0.034604  0.769922  0.168948 -1.610443   L\n",
      "6917  2.487347 -0.258829 -0.970272 -0.531656   O\n",
      "6918  0.842772  2.665060 -0.093389 -1.222986   8\n",
      "6919  0.556822  2.105321  0.408342 -1.069528   I\n",
      "           one       two     three      four key\n",
      "6920 -0.566608 -1.806123  0.007237  1.142460   B\n",
      "6921 -0.347958 -1.703298 -1.276779  0.016063   0\n",
      "6922  1.689285 -0.243741 -0.032860 -0.699974   A\n",
      "6923  0.512344  1.105886  0.996068  1.866303   4\n",
      "6924 -0.695323 -1.138164  0.995713 -0.789440   U\n",
      "6925 -0.494162 -2.277690 -0.092798 -0.041204   Q\n",
      "6926  0.102128 -0.497693 -1.240402 -1.376682   7\n",
      "6927  0.532616 -0.955477  0.825893  2.390448   A\n",
      "6928 -1.271741  2.018046  0.124696 -1.138061   N\n",
      "6929  1.163885 -2.197588 -1.198055 -0.422572   C\n",
      "           one       two     three      four key\n",
      "6930 -0.679813  0.274314 -0.178448 -0.426899   Q\n",
      "6931  0.933634  0.350504 -0.468304  1.156173   R\n",
      "6932  0.648978 -0.095915 -0.063839  0.086077   G\n",
      "6933  0.611149 -0.742647 -0.250951  1.610875   N\n",
      "6934 -0.141520 -0.351263  1.965070  0.297954   2\n",
      "6935 -0.684332  1.011875  0.706506 -0.181271   U\n",
      "6936  0.268777  0.214678  0.427272  0.521099   I\n",
      "6937  1.167300 -0.018029  1.086841 -0.686287   A\n",
      "6938  0.329986  0.299003 -1.502037 -1.866984   T\n",
      "6939  1.026257  0.389163 -0.433496  0.159210   L\n",
      "           one       two     three      four key\n",
      "6940  1.478011 -0.295447 -0.276814 -0.316251   D\n",
      "6941 -0.343394 -0.083514  3.053345 -0.573149   L\n",
      "6942 -0.030498 -0.380566  0.482507  0.004529   X\n",
      "6943  1.003789 -0.688903 -0.627384  0.704902   P\n",
      "6944 -1.466971 -0.086289 -1.829227 -0.212290   O\n",
      "6945 -1.071013 -1.461017  1.337436  2.297508   2\n",
      "6946 -1.594760 -1.095687 -0.941551 -1.540258   C\n",
      "6947 -0.621689  0.613430 -0.756052  0.647458   0\n",
      "6948 -0.891974  0.507888 -0.220683  0.062233   I\n",
      "6949 -1.186332 -0.450562 -0.546766 -1.057266   G\n",
      "           one       two     three      four key\n",
      "6950 -0.166791 -1.105684 -0.078870  0.052164   Z\n",
      "6951 -0.188106 -0.248578  0.490971  1.547712   T\n",
      "6952 -0.138188  1.187741  1.902460  0.953903   1\n",
      "6953  0.104038 -0.113551  0.764308 -0.918112   G\n",
      "6954 -0.010589  1.300181  0.796239  0.982547   4\n",
      "6955 -1.025152  0.896531 -2.336380  1.033232   8\n",
      "6956  1.851357 -1.359367  2.396933  0.214648   5\n",
      "6957  0.683999  0.638675 -0.277296 -0.996665   P\n",
      "6958  0.086146 -0.918117 -0.541720  0.536131   L\n",
      "6959  0.841857  0.913907 -2.575079  0.794487   L\n",
      "           one       two     three      four key\n",
      "6960 -0.890223  0.582864 -0.999818  0.472839   S\n",
      "6961  0.365285  1.439141  1.549642 -0.181554   1\n",
      "6962  0.172716  0.202307  0.956203 -0.145277   1\n",
      "6963 -0.830696  2.152076  1.159642  1.237279   Q\n",
      "6964  1.078979  0.031309 -0.134672  0.438420   E\n",
      "6965  0.505522  0.563120  0.752424  1.252909   S\n",
      "6966  0.120994  0.416449 -0.643344  0.585661   T\n",
      "6967 -0.686921  0.439469  0.320119  0.841977   R\n",
      "6968  1.540677 -0.824946  1.046444 -0.890283   G\n",
      "6969 -1.630690  0.467838  0.299394 -0.086505   Z\n",
      "           one       two     three      four key\n",
      "6970  0.633495 -0.186524  0.927627  0.143164   G\n",
      "6971  0.308636 -0.112857  0.762842 -1.072977   M\n",
      "6972 -1.627051 -0.978151  0.154745 -1.229037   Y\n",
      "6973  0.314847  0.097989  0.199608  0.955193   E\n",
      "6974  1.666907  0.992005  0.496128 -0.686391   U\n",
      "6975  0.010603  0.708540 -1.258711  0.226541   L\n",
      "6976  0.118693 -0.714455 -0.501342 -0.254764   N\n",
      "6977  0.302616 -2.011527 -0.628085  0.768827   J\n",
      "6978 -0.098572  1.769086 -0.215027 -0.053076   P\n",
      "6979 -0.019058  1.964994  0.738538 -0.883776   S\n",
      "           one       two     three      four key\n",
      "6980 -0.595349  0.001781 -1.423355 -1.458477   O\n",
      "6981  1.392170 -1.396560 -1.425306 -0.847535   Z\n",
      "6982 -0.896029 -0.152287  1.924483  0.365184   V\n",
      "6983 -2.274642 -0.901874  1.500352  0.996541   O\n",
      "6984 -0.301898  1.019906  1.102160  2.624526   G\n",
      "6985 -2.548389 -0.585374  1.496201 -0.718815   N\n",
      "6986 -0.064588  0.759292 -1.568415 -0.420933   E\n",
      "6987 -0.143365 -1.111760 -1.815581  0.435274   I\n",
      "6988 -0.070412 -1.055921  0.338017 -0.440763   4\n",
      "6989  0.649148  0.994273 -1.384227  0.485120   I\n",
      "           one       two     three      four key\n",
      "6990 -0.370769  0.404356 -1.051628 -1.050899   T\n",
      "6991 -0.409980  0.155627 -0.818990  1.277350   7\n",
      "6992  0.301214 -1.111203  0.668258  0.671922   2\n",
      "6993  1.821117  0.416445  0.173874  0.505118   Z\n",
      "6994  0.068804  1.322759  0.802346  0.223618   F\n",
      "6995  2.311896 -0.417070 -1.409599 -0.515821   P\n",
      "6996 -0.479893 -0.650419  0.745152 -0.646038   9\n",
      "6997  0.523331  0.787112  0.486066  1.093156   L\n",
      "6998 -0.362559  0.598894 -1.843201  0.887292   5\n",
      "6999 -0.096376 -1.012999 -0.657431 -0.573315   O\n",
      "           one       two     three      four key\n",
      "7000  0.467976 -0.038649 -0.295344 -1.824726   1\n",
      "7001 -0.358893  1.404453  0.704965 -0.200638   I\n",
      "7002 -0.501840  0.659254 -0.421691 -0.057688   H\n",
      "7003  0.204886  1.074134  1.388361 -0.982404   P\n",
      "7004  0.354628 -0.133116  0.283763 -0.837063   D\n",
      "7005  1.817480  0.742273  0.419395 -2.251035   J\n",
      "7006 -0.776764  0.935518 -0.332872 -1.875641   D\n",
      "7007 -0.913135  1.530624 -0.572657  0.477252   0\n",
      "7008  0.358480 -0.497572 -0.367016  0.507702   A\n",
      "7009 -1.740877 -1.160417 -1.637830  2.172201   A\n",
      "           one       two     three      four key\n",
      "7010  0.240564 -0.328249  1.252155  1.072796   I\n",
      "7011  0.764018  1.165476 -0.639544  1.495258   L\n",
      "7012  0.571035 -0.310537  0.582437 -0.298765   C\n",
      "7013  2.317658  0.430710 -1.334216  0.199679   7\n",
      "7014  1.547771 -1.119753 -2.277634  0.329586   V\n",
      "7015 -1.310608  0.401719 -1.000987  1.156708   E\n",
      "7016 -0.088496  0.634712  0.153324  0.415335   P\n",
      "7017 -0.018663 -0.247487 -1.446522  0.750938   G\n",
      "7018 -0.070127 -1.579097  0.120892  0.671432   E\n",
      "7019 -0.194678 -0.492039  2.359605  0.319810   W\n",
      "           one       two     three      four key\n",
      "7020 -0.248618  0.868707 -0.492226 -0.717959   A\n",
      "7021 -1.091549 -0.867110 -0.647760 -0.832562   6\n",
      "7022  0.641404 -0.138822 -0.621963 -0.284839   5\n",
      "7023  1.216408  0.992687  0.165162 -0.069619   T\n",
      "7024 -0.564474  0.792832  0.747053  0.571675   J\n",
      "7025  1.759879 -0.515666 -0.230481  1.362317   K\n",
      "7026  0.126266  0.309281  0.382820 -0.239199   8\n",
      "7027  1.334360 -0.100152 -0.840731 -0.643967   E\n",
      "7028 -0.737620  0.278087 -0.053235 -0.950972   J\n",
      "7029 -1.148486 -0.986292 -0.144963  0.124362   D\n",
      "           one       two     three      four key\n",
      "7030  1.630594  0.243886  0.468368  1.258048   Q\n",
      "7031  1.044890  0.080718  0.857886 -0.298382   E\n",
      "7032 -0.262543 -1.615199 -1.087239  0.759029   Q\n",
      "7033  0.020144  1.107792 -0.559435 -0.481925   J\n",
      "7034 -1.203916  1.885343 -0.080470  0.250646   7\n",
      "7035  0.366915 -2.430086 -1.053447  0.346279   K\n",
      "7036  0.434220 -0.079863 -0.422977 -0.074272   X\n",
      "7037  0.040666 -1.810216 -0.189193  1.229266   F\n",
      "7038  1.338459  0.338489 -0.213446  2.325923   U\n",
      "7039  0.572981  0.782664  1.307673  1.619957   U\n",
      "           one       two     three      four key\n",
      "7040  0.762428 -0.648529  1.936515 -1.159666   I\n",
      "7041 -1.252046 -1.538539  1.042281  0.623835   3\n",
      "7042 -0.047530 -0.494310 -0.165460  0.472929   K\n",
      "7043  0.124548  0.730791 -0.257527 -1.511257   H\n",
      "7044  0.801889 -0.462781 -1.734621  0.674768   L\n",
      "7045 -0.992307 -1.096830 -2.061794  0.035391   A\n",
      "7046 -0.109663  2.577094  0.913563  0.613594   5\n",
      "7047 -0.541681  1.510031  0.467945  0.553225   N\n",
      "7048 -0.079587 -0.609924  0.353834  1.108030   N\n",
      "7049 -0.043752 -0.410666 -0.729599  0.263223   I\n",
      "           one       two     three      four key\n",
      "7050 -0.761490  1.104182  1.270609 -0.319284   L\n",
      "7051 -0.804975  0.559520  1.052232 -0.645574   G\n",
      "7052  0.353941  1.829963  0.398922 -1.522231   G\n",
      "7053  1.541636  0.478316 -0.666760  1.367175   A\n",
      "7054 -0.987621  0.337534  0.386935  1.996144   J\n",
      "7055 -0.353462 -0.448433 -0.420520  0.606223   B\n",
      "7056 -0.275687  0.127910  0.877756  0.141774   O\n",
      "7057  0.448882 -0.016410 -0.041434  0.483096   M\n",
      "7058 -0.043765 -0.878446  1.525075  0.008223   C\n",
      "7059 -0.064416  0.080921  0.644715  0.393025   Z\n",
      "           one       two     three      four key\n",
      "7060  0.015018 -1.620301  0.465866  1.637377   Y\n",
      "7061  0.579715 -0.565646 -0.812129  1.532803   O\n",
      "7062 -0.324507  1.853351 -2.268609 -0.355132   1\n",
      "7063 -0.100247 -1.954614  0.132519  0.836927   G\n",
      "7064  0.275725  0.349561 -0.617723  0.675991   U\n",
      "7065  0.300486 -0.914367 -1.604609 -0.905458   U\n",
      "7066 -0.362382  0.708361 -0.388317 -2.328763   H\n",
      "7067  0.805331  0.073617  0.481166  0.632621   Q\n",
      "7068  0.786095  0.095137 -1.049965  1.828798   R\n",
      "7069  0.207815  1.407275 -1.044800  0.140207   D\n",
      "           one       two     three      four key\n",
      "7070  1.809750  0.592023 -0.146215 -0.113818   E\n",
      "7071  0.190562 -2.886359  0.514365 -2.208118   N\n",
      "7072  0.844977 -0.164290  0.218672  0.099012   U\n",
      "7073  0.195035 -0.649591  2.171664  0.453466   X\n",
      "7074 -0.056433  1.758650 -0.448091  0.346784   8\n",
      "7075 -0.112609 -2.642457 -0.487310 -0.220507   Q\n",
      "7076 -1.395319  0.573474 -0.013324 -1.307070   D\n",
      "7077 -2.080273  0.097498  0.321489  0.012608   V\n",
      "7078  0.883172  0.490427 -0.799299 -0.699669   D\n",
      "7079 -0.138632 -1.417845 -0.199678  1.199299   7\n",
      "           one       two     three      four key\n",
      "7080 -0.961579  1.166247 -1.124953  0.201728   J\n",
      "7081  1.301453  1.077117  0.560502  0.859991   G\n",
      "7082  0.063679 -0.995532  0.879547 -0.012471   C\n",
      "7083 -0.373381  0.982861 -0.037534 -1.337856   3\n",
      "7084  1.492292  0.485490  0.129313  1.733569   N\n",
      "7085 -0.908492  0.498234 -0.588844 -0.903956   C\n",
      "7086  1.137140  0.977509 -0.940994  0.149013   L\n",
      "7087 -1.049838  2.453425  1.230087 -2.068508   U\n",
      "7088  1.485199 -0.806453 -0.475087  0.936801   7\n",
      "7089 -0.790437  1.823852  0.470827  0.898782   Q\n",
      "           one       two     three      four key\n",
      "7090  2.024808  0.032251  1.315297 -0.156433   A\n",
      "7091  0.379253 -1.059409 -1.132068  1.222296   B\n",
      "7092  2.403216 -1.792528 -0.917573 -0.886693   F\n",
      "7093  1.249975  1.491530  0.371476 -0.000465   4\n",
      "7094  0.501131 -1.852451  1.110354  0.508865   A\n",
      "7095  1.106521  0.098153  0.789793  1.192693   J\n",
      "7096 -0.540543  1.782569  0.051931  0.463868   F\n",
      "7097 -0.101980  0.981720  1.106990 -1.752269   B\n",
      "7098  0.632107 -0.761419  1.427930 -0.046928   Y\n",
      "7099  1.009779 -0.608379 -1.405105 -1.175054   2\n",
      "           one       two     three      four key\n",
      "7100 -0.602748 -0.182504 -0.768164  1.260686   5\n",
      "7101 -0.039105 -0.069510 -1.358052 -0.292859   K\n",
      "7102 -0.345101 -0.179477 -0.904658 -0.071287   V\n",
      "7103 -0.759495  0.225916  2.235872 -0.004490   N\n",
      "7104 -1.686771  0.742276  0.485876  1.798507   C\n",
      "7105  0.145697  0.805037  0.350362 -0.540235   I\n",
      "7106  2.487654 -0.147867  0.580688 -0.305696   A\n",
      "7107  0.380166 -0.592483  0.393693 -0.463217   G\n",
      "7108  0.963549 -1.550302 -0.944962  0.121546   3\n",
      "7109 -0.040385 -0.312649 -1.196604  1.075043   9\n",
      "           one       two     three      four key\n",
      "7110  0.938357 -0.235761 -0.077360  1.162150   N\n",
      "7111  0.190303 -0.425473  0.362347 -0.688711   A\n",
      "7112  0.256419  0.082669 -2.302758 -0.446115   L\n",
      "7113  0.690972  0.871498  0.948469  0.644683   L\n",
      "7114 -1.157781  0.093696 -0.765273 -0.724767   H\n",
      "7115 -0.295462 -0.832817  1.490204 -0.420786   4\n",
      "7116  0.132723 -1.255780  1.370008  1.144490   M\n",
      "7117 -0.111381  0.572076  1.807962  1.090205   Y\n",
      "7118  0.178700 -1.608832  2.174615 -1.351738   U\n",
      "7119  1.202183  0.179583  0.202061 -0.731213   R\n",
      "           one       two     three      four key\n",
      "7120 -0.674447 -0.184703  0.706721  0.718681   8\n",
      "7121  1.765535 -0.951932  0.320147 -1.159350   E\n",
      "7122 -1.247885 -0.725490  0.541998 -0.126572   4\n",
      "7123 -1.164045 -0.647619 -0.550283  1.164943   Y\n",
      "7124  1.816133 -0.393382 -1.212910 -0.317187   D\n",
      "7125  0.499883 -1.183631 -0.638619 -0.785337   V\n",
      "7126  1.228499  1.253479 -0.221459 -0.065413   B\n",
      "7127  1.018951 -0.423937 -1.724553 -0.823409   T\n",
      "7128 -0.169893  0.301072  1.409961 -0.516056   U\n",
      "7129  0.883068  0.950613  0.783766  0.776407   Y\n",
      "           one       two     three      four key\n",
      "7130  1.032778 -0.092930  0.600042  0.173515   L\n",
      "7131 -0.249225 -0.064820 -0.012763  0.030473   O\n",
      "7132  0.556590  1.976901  0.130669  2.719664   H\n",
      "7133  0.161076 -1.314940 -0.605192 -0.732213   J\n",
      "7134 -1.842062  0.010915 -0.013233 -0.298259   C\n",
      "7135  1.727237  1.674584 -0.988291  0.512445   8\n",
      "7136 -0.190386 -0.184385  1.163292 -1.059896   0\n",
      "7137  0.693111  0.815751 -2.388695 -0.201710   P\n",
      "7138 -0.062113 -0.009850  0.658453  0.782910   O\n",
      "7139  0.880940 -0.707391 -0.750939 -0.042381   G\n",
      "           one       two     three      four key\n",
      "7140 -0.592838 -0.700117  0.831352 -1.158911   J\n",
      "7141  1.628350  0.404618  0.086334  0.278914   Q\n",
      "7142  0.210544 -0.909438  0.903900  0.471579   E\n",
      "7143  0.033606 -0.882900 -0.345729 -0.317833   X\n",
      "7144 -0.075574 -0.616260 -0.342471  0.850522   7\n",
      "7145 -1.262951 -0.167273  1.457807 -0.375636   G\n",
      "7146 -0.289513 -0.927606  0.950207  1.234067   J\n",
      "7147  1.346532  1.083389 -0.840823  0.525032   K\n",
      "7148  0.698213 -1.263537  0.034589 -1.082713   6\n",
      "7149 -0.798004 -1.301795 -1.956852 -1.284120   D\n",
      "           one       two     three      four key\n",
      "7150  0.042611 -0.175943 -1.015977  0.668174   Z\n",
      "7151  1.522649  2.291392  1.506445 -0.448051   S\n",
      "7152  0.549118 -0.439673  0.651229  2.648046   N\n",
      "7153  0.119468  0.224633 -0.462937  1.410156   E\n",
      "7154 -0.323899 -0.115278 -2.247625  0.271304   L\n",
      "7155 -0.569093  1.860056 -2.552601 -0.433538   V\n",
      "7156  0.112111 -0.845798  1.006310  1.138832   3\n",
      "7157 -0.499492  0.916415 -1.045215 -0.507578   I\n",
      "7158  0.376336  0.764119  0.935520 -0.594284   U\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7159  0.043552 -1.133114  1.839960  1.076891   Y\n",
      "           one       two     three      four key\n",
      "7160  0.085216  2.510964 -1.054814  0.673700   7\n",
      "7161 -1.781879 -1.085402 -0.052362 -1.070721   H\n",
      "7162  0.895674  1.221778  0.354944 -2.720801   W\n",
      "7163  0.178964 -1.240360  0.216703 -0.931038   E\n",
      "7164  0.751111 -1.677541 -1.845294  0.472624   R\n",
      "7165 -0.174065  0.417376  0.675686  0.976130   Y\n",
      "7166  0.469285  0.468043  0.740358 -3.173509   M\n",
      "7167 -0.414343 -0.847570  0.321461 -2.575767   F\n",
      "7168  0.947171  0.328539  0.194055 -0.530855   T\n",
      "7169  0.280984  2.218110  0.043019  0.105971   S\n",
      "           one       two     three      four key\n",
      "7170  1.368775  0.314364  0.237928  0.826480   P\n",
      "7171 -0.556654  0.677244 -0.048745  0.481485   I\n",
      "7172  1.275352 -1.636605 -0.907083 -0.842150   R\n",
      "7173  0.354485  0.336961 -0.877361  1.943403   5\n",
      "7174  1.630411 -0.107837 -0.452670  0.511911   B\n",
      "7175  2.130822 -0.513613 -0.589273  0.270247   Y\n",
      "7176  1.133030 -0.920499 -0.411478 -0.001258   G\n",
      "7177 -0.022368 -0.165693  1.487503 -1.560971   B\n",
      "7178 -1.597818 -0.544170  0.565076  1.288177   D\n",
      "7179 -0.641429  0.376690 -0.153789 -0.512961   G\n",
      "           one       two     three      four key\n",
      "7180  0.314357 -0.962542 -0.541513 -1.156165   H\n",
      "7181  0.088340  0.814274 -0.304655  0.792676   6\n",
      "7182 -0.241962 -0.629315 -2.212602 -0.374105   A\n",
      "7183 -1.181735 -0.596942  0.274344  0.273126   I\n",
      "7184 -0.216653 -0.736039 -0.695236  0.421188   H\n",
      "7185 -0.210084  0.708077  1.545655 -1.587045   0\n",
      "7186 -0.194804 -0.215578  0.691829 -0.099275   O\n",
      "7187  0.555034 -0.628948 -0.550886 -1.303585   V\n",
      "7188 -0.001326  0.234979  0.305587  1.174985   L\n",
      "7189 -0.505885  0.289075 -1.017537  0.086235   Q\n",
      "           one       two     three      four key\n",
      "7190  0.818458 -0.077424 -1.535597 -0.727323   E\n",
      "7191 -0.739838  0.654748  0.775893  0.911726   M\n",
      "7192 -0.157669  0.010577 -0.473291 -0.114977   L\n",
      "7193  1.582073  1.211351  0.277131  0.637144   X\n",
      "7194 -0.704190  0.127876  1.052503  0.209074   V\n",
      "7195 -0.389368 -0.932914 -0.998025  0.563617   6\n",
      "7196 -0.558272 -0.161775 -1.538067  0.613443   P\n",
      "7197 -0.158497  1.349013 -0.475158 -1.033059   V\n",
      "7198  0.407671  0.254557 -1.560825  1.125628   I\n",
      "7199 -0.653921  0.027579 -1.396294  0.913825   9\n",
      "           one       two     three      four key\n",
      "7200 -2.576925  0.338165  0.519443 -2.303307   1\n",
      "7201 -0.842865  1.082165 -0.646398 -1.135007   F\n",
      "7202 -0.494181  0.104939  0.827237  1.055114   A\n",
      "7203  1.155762 -0.066008  0.236059  0.309968   8\n",
      "7204 -0.687534 -0.026354  0.106619  2.474902   Q\n",
      "7205  0.649518 -1.177811 -0.954277 -0.339044   E\n",
      "7206 -0.423468  0.638838 -0.039035  0.145446   J\n",
      "7207  0.082738 -0.472712  0.480072  2.019987   E\n",
      "7208  0.268893 -1.484846 -1.637640 -2.325580   M\n",
      "7209 -0.107130 -1.112420 -1.270698  0.848297   I\n",
      "           one       two     three      four key\n",
      "7210 -1.045441  0.797203 -0.350623 -1.154112   J\n",
      "7211  0.419681 -1.202555  0.374433 -0.556202   L\n",
      "7212  0.203281  0.947045  0.990642  0.061859   2\n",
      "7213  2.092124  0.906692  1.327444  1.098020   S\n",
      "7214  0.426330  0.775431 -0.540807  0.483395   D\n",
      "7215  1.652039 -0.887320 -2.174533  1.286618   M\n",
      "7216  1.014085  0.771958  0.391398  1.349605   B\n",
      "7217 -0.268733  0.145778  1.148385 -0.055859   F\n",
      "7218  1.174609  0.611714  0.515179 -0.185848   X\n",
      "7219 -2.405019 -0.160283  2.322082 -0.944043   B\n",
      "           one       two     three      four key\n",
      "7220  0.423192  0.095787 -0.887768 -0.741621   N\n",
      "7221 -1.242080  0.371924  0.166777  1.010489   K\n",
      "7222  1.293472  1.144530 -1.481267 -0.441602   Y\n",
      "7223 -1.126853 -1.037226 -0.239714  1.173219   O\n",
      "7224 -1.062209  1.192262 -0.775448 -1.225012   X\n",
      "7225 -0.372656 -0.485828  0.534655 -1.212245   E\n",
      "7226 -0.020036 -1.333035  2.189450 -0.249190   I\n",
      "7227 -0.577763 -0.389902  0.488138  0.626001   L\n",
      "7228 -0.766541  0.713717 -1.018256  1.889361   2\n",
      "7229 -1.738700 -0.336054 -0.992538  1.421204   T\n",
      "           one       two     three      four key\n",
      "7230 -0.568216 -1.848144  0.863835  1.322281   K\n",
      "7231  1.321858  1.008873  0.254608 -1.342099   B\n",
      "7232 -1.443118  0.240571  0.792944  0.073668   B\n",
      "7233  0.440872  1.122574 -0.755519 -0.716928   Z\n",
      "7234  1.515096  1.335474 -0.910116  0.051178   E\n",
      "7235  2.023580  1.096807 -1.348178  0.264342   P\n",
      "7236 -0.361315  1.010652  2.553879 -0.089575   P\n",
      "7237 -0.994548 -0.457568  2.218483 -1.278251   J\n",
      "7238  0.132032 -1.305137 -0.536163 -1.280055   Y\n",
      "7239  1.161764  0.818182  0.015119  0.283322   P\n",
      "           one       two     three      four key\n",
      "7240 -1.039421  1.134517 -2.225790  0.059204   M\n",
      "7241 -0.867389  0.398072  2.053797  0.734563   W\n",
      "7242  1.453002  0.569163  0.198248  0.465206   Q\n",
      "7243 -0.095428  0.428386 -0.405098 -1.397249   A\n",
      "7244 -1.173270  0.159078  1.927651 -0.210691   O\n",
      "7245  1.043966 -0.104111 -0.249276 -0.020779   K\n",
      "7246  0.280529  1.601091  0.561331  0.868631   Z\n",
      "7247 -0.659953 -2.303160  0.248001  0.942726   M\n",
      "7248  0.790584 -0.983116  0.874531  0.809282   S\n",
      "7249 -1.175911  2.151987 -0.080928 -0.431624   E\n",
      "           one       two     three      four key\n",
      "7250 -0.261110 -0.516070  1.135388 -0.761320   G\n",
      "7251  0.703424  0.449614 -1.593578 -1.155400   B\n",
      "7252  1.116450 -0.274069 -0.029748 -0.433413   X\n",
      "7253 -0.357309 -0.529398  0.205418  0.108428   M\n",
      "7254  0.423229  2.089096  0.923675  1.502727   1\n",
      "7255  0.217126  1.282361 -0.978429  0.263613   T\n",
      "7256 -0.443398  0.676990  0.638589 -0.873795   L\n",
      "7257  1.005342  0.682462  1.200273  0.193455   H\n",
      "7258  1.376210  1.148046 -1.194933 -0.024651   G\n",
      "7259  0.745347 -0.886025 -0.437063  2.124741   D\n",
      "           one       two     three      four key\n",
      "7260  0.620059 -1.371443  0.722630  1.637960   0\n",
      "7261  0.006307 -1.331342  0.064962 -0.572398   H\n",
      "7262 -0.198477  0.684456 -0.147475  0.581649   O\n",
      "7263  0.681178  0.283489 -0.201257 -0.837272   H\n",
      "7264 -3.726864  2.152632  0.986711 -1.273956   Z\n",
      "7265  1.232965 -0.872075  1.125734 -1.269692   N\n",
      "7266  1.680718 -0.795062  0.429542  0.907960   N\n",
      "7267  0.012603 -0.559558  1.170093 -0.755084   V\n",
      "7268  0.478688 -0.923803 -1.621413  1.122109   B\n",
      "7269  0.654913  0.051571  2.016148  0.652618   P\n",
      "           one       two     three      four key\n",
      "7270 -0.840525 -0.155628  0.992246  0.818995   G\n",
      "7271  0.167651 -0.126483 -0.215923 -0.551817   J\n",
      "7272 -1.694869 -0.251794  0.643792  1.051484   O\n",
      "7273  1.158911  1.192041 -0.474725 -1.188533   6\n",
      "7274 -0.359609 -0.742870 -1.434232 -0.412530   J\n",
      "7275  0.527894  0.084068  2.368530 -0.003024   X\n",
      "7276  0.388307  0.969655 -0.162391 -0.256349   J\n",
      "7277 -0.270080 -1.255751 -0.356179  1.231406   R\n",
      "7278  0.082013 -0.523347 -0.298926 -2.259246   M\n",
      "7279 -1.401529  0.293567  0.915069 -0.697824   4\n",
      "           one       two     three      four key\n",
      "7280 -0.342039  0.204837  0.965391  0.219577   M\n",
      "7281  1.588456 -0.269372 -0.298399 -0.017322   A\n",
      "7282  0.367103 -0.208087 -0.251701 -0.522193   J\n",
      "7283  0.197511 -0.502179 -1.736854  1.234516   L\n",
      "7284  1.552528 -1.332354 -0.227918 -0.817041   R\n",
      "7285  0.304382  1.406603  0.373172  0.446837   M\n",
      "7286 -1.405559 -0.701879  1.793801 -0.370495   X\n",
      "7287 -0.290146  0.466117  1.019924 -0.091318   6\n",
      "7288 -0.046104  0.873557  0.660301  0.463093   W\n",
      "7289 -1.577012 -2.119284  1.805621 -0.283501   I\n",
      "           one       two     three      four key\n",
      "7290  0.340372  0.382561  0.000311  0.452417   C\n",
      "7291  1.617485  0.325101 -0.560042  0.944086   J\n",
      "7292  0.268348 -0.373020  0.433140 -0.868286   M\n",
      "7293  0.599411 -1.053006 -0.061247  0.890922   K\n",
      "7294 -1.767324  0.564683 -0.274612 -0.174666   R\n",
      "7295  0.007589  1.506447  1.903478  0.416104   D\n",
      "7296 -0.109962 -0.920117  1.823192 -1.427935   1\n",
      "7297  0.645940  0.441283  0.724279  0.726795   R\n",
      "7298  1.189913 -0.453601  1.207129 -0.241785   P\n",
      "7299  1.209583  0.651352  0.384910  0.560130   V\n",
      "           one       two     three      four key\n",
      "7300 -0.835033  0.186814  0.099421 -0.540764   H\n",
      "7301  0.923118 -1.349525  1.986289  1.099944   G\n",
      "7302 -0.169421  1.093335 -0.047652 -0.085705   T\n",
      "7303 -0.367095 -0.764237  0.525876  0.358030   X\n",
      "7304 -1.150007  0.824941 -0.871591  0.058124   5\n",
      "7305  1.497400 -0.819334  0.017392 -0.037314   3\n",
      "7306 -0.317808  1.235653  0.129119 -0.750614   B\n",
      "7307  0.895324  1.738289 -0.789496  1.561415   V\n",
      "7308 -2.323376 -0.086484 -0.937811  0.975500   U\n",
      "7309  0.749857 -1.469871  2.674434 -0.835018   F\n",
      "           one       two     three      four key\n",
      "7310 -0.631611 -0.828862 -0.120594 -1.000737   8\n",
      "7311 -0.722216 -0.507616  0.252700 -0.196935   P\n",
      "7312 -1.121400 -0.830074 -1.556151  1.372112   D\n",
      "7313  1.255334 -0.091549 -1.092050  1.431610   1\n",
      "7314 -2.088980 -1.033840 -0.175710 -0.044959   X\n",
      "7315 -0.593836 -0.125592 -0.148473  0.824293   F\n",
      "7316 -0.853371 -1.050392 -1.636552 -0.531499   C\n",
      "7317  0.184960  0.724281 -1.303614  0.042783   R\n",
      "7318 -0.234229 -2.156776  0.665154  0.652185   B\n",
      "7319 -0.542995  0.391323 -0.623619 -0.638091   P\n",
      "           one       two     three      four key\n",
      "7320  1.036986  0.499677  1.148364 -0.467139   A\n",
      "7321  0.762713 -0.337946 -0.239413 -0.662795   I\n",
      "7322  0.749977  0.712538  1.001917 -0.996523   S\n",
      "7323  0.171084 -0.255490  0.102048 -0.316483   Z\n",
      "7324  1.932525  0.246313 -0.141027 -0.530162   W\n",
      "7325 -1.057745 -0.974924 -0.138164  0.507494   9\n",
      "7326  1.450925 -0.757698 -0.095352 -0.783242   6\n",
      "7327 -0.851492  0.531830 -0.000885  1.090088   L\n",
      "7328 -1.455230 -1.651306  0.176941  0.872048   Y\n",
      "7329  1.614927 -1.213212 -0.481253 -0.417014   I\n",
      "           one       two     three      four key\n",
      "7330 -0.084471 -0.277350  1.451430  0.084764   R\n",
      "7331 -0.518113  0.226028 -0.511796 -0.919190   P\n",
      "7332 -0.972866  1.004205  0.120233  0.042025   R\n",
      "7333  2.833891 -2.101260 -0.429482 -0.463515   U\n",
      "7334 -0.128270 -0.543380 -0.221873 -1.029007   X\n",
      "7335  1.247967  0.128850 -1.559185  0.044223   R\n",
      "7336  0.273832  0.522074 -0.308342  2.699276   E\n",
      "7337  0.702012  0.711724  1.163336  0.296343   A\n",
      "7338 -1.016164 -0.354134  0.344964 -0.991717   L\n",
      "7339  1.063249 -1.609780  1.585452  0.266229   G\n",
      "           one       two     three      four key\n",
      "7340 -0.345092 -1.783733  0.995363 -0.133127   M\n",
      "7341  0.580273  0.858170 -0.411594  0.237033   Y\n",
      "7342  0.242251 -0.014573 -0.546432  0.329856   A\n",
      "7343  0.399690  1.883217 -0.567522  0.406623   D\n",
      "7344 -0.388245  1.919552 -0.905067  0.678331   H\n",
      "7345  0.533744  1.906746  0.543798 -1.308828   A\n",
      "7346 -0.978301 -0.936583  0.090409 -0.218280   O\n",
      "7347  0.339442 -0.280250 -1.007012 -2.808084   N\n",
      "7348 -1.670404  0.076665  1.298030 -0.763384   G\n",
      "7349  0.673709  1.492749  0.547974 -0.214530   A\n",
      "           one       two     three      four key\n",
      "7350 -0.860414 -1.054173 -0.213906  2.004594   G\n",
      "7351 -0.697103  0.482459 -0.618269  0.468325   X\n",
      "7352 -1.595699  0.747179  0.439322  0.375915   Q\n",
      "7353  0.640864 -0.928823  0.139356 -0.740332   I\n",
      "7354  0.504642  0.081301 -0.524631  0.122069   9\n",
      "7355 -1.560576 -1.408741  0.544641  0.939580   S\n",
      "7356  0.876947  0.969392 -1.069375  0.173287   W\n",
      "7357 -0.995748 -0.962385  1.257431 -0.631646   X\n",
      "7358  0.500236 -0.891189  0.463304 -0.394501   C\n",
      "7359 -2.687335 -0.240997 -0.588067 -0.355682   M\n",
      "           one       two     three      four key\n",
      "7360  1.112292 -0.026863 -0.144077  0.364361   X\n",
      "7361  0.236183  0.113043 -1.380454  0.028792   6\n",
      "7362 -1.093494 -0.946562  0.149382 -0.190454   5\n",
      "7363  0.676450  0.904576  0.854621  0.323596   B\n",
      "7364  1.841712  0.439631 -1.265122 -0.713029   Y\n",
      "7365 -1.128605 -0.498973 -0.079963  0.176692   N\n",
      "7366  0.767857 -0.511653 -2.181414 -0.225151   Q\n",
      "7367  2.219223 -1.507158  0.901499  0.474151   D\n",
      "7368 -0.030439  0.912498  1.780497  0.437122   M\n",
      "7369  1.038661 -0.390589  1.521634  1.431299   R\n",
      "           one       two     three      four key\n",
      "7370 -0.562848  0.630243 -0.055077 -2.031742   V\n",
      "7371 -0.838191  1.910501  1.784924 -0.128932   T\n",
      "7372  0.289630  1.530673 -1.678070  1.182819   E\n",
      "7373 -0.458333  1.229672 -0.038087  0.961370   T\n",
      "7374  0.607271 -1.161728  1.128581  0.477947   K\n",
      "7375  1.136751 -0.617244 -0.103225  1.273975   7\n",
      "7376 -0.499357  0.082418  0.886325 -0.889350   P\n",
      "7377 -0.053079 -0.431909 -0.819710 -0.184383   I\n",
      "7378  0.554389 -3.415448 -1.008008  0.095636   P\n",
      "7379 -0.437518  1.416218 -1.223696 -0.983091   H\n",
      "           one       two     three      four key\n",
      "7380 -0.562207  0.266432  0.282217 -0.572417   4\n",
      "7381  0.282379  0.261255  0.389700 -1.350305   X\n",
      "7382  1.036831  0.417989 -0.203446  0.483799   K\n",
      "7383 -0.468093  0.346607 -1.773748  0.778593   M\n",
      "7384  0.439716 -0.543873  0.113144 -0.889964   N\n",
      "7385 -1.374947  1.858126  0.670141  1.643450   Y\n",
      "7386 -0.854071  0.015123  0.606645 -0.924789   H\n",
      "7387 -1.064914 -0.752264  0.635654 -0.847769   D\n",
      "7388  0.328038 -2.201035 -0.640835 -0.762974   P\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7389 -0.454491 -1.296817  2.021387  0.740482   0\n",
      "           one       two     three      four key\n",
      "7390  0.495933 -0.706393  0.515892 -1.664529   F\n",
      "7391  1.015098  0.254481  0.284005  0.084618   H\n",
      "7392  1.110091 -1.078437 -0.415991 -2.497072   J\n",
      "7393 -0.787877  0.023630  0.791347 -0.153287   W\n",
      "7394  0.074121  2.946737  0.432237 -1.322222   A\n",
      "7395  0.353429 -0.247717  0.027099 -0.872752   9\n",
      "7396  1.224205  0.710345  0.406204  1.362394   4\n",
      "7397 -0.350708 -2.263328  0.280188  0.996978   S\n",
      "7398  0.207886  1.219363  0.120394  1.416482   E\n",
      "7399  0.321767  0.997815 -0.141009 -0.214223   V\n",
      "           one       two     three      four key\n",
      "7400 -1.343528 -0.396485 -1.638347 -1.006332   V\n",
      "7401  0.022319 -0.704375  0.789894 -1.780649   C\n",
      "7402 -1.539439  0.535850  1.976509  1.146052   K\n",
      "7403  1.721770  0.110358 -1.426991  0.302453   G\n",
      "7404 -0.122783  1.017953 -0.485182 -0.757533   R\n",
      "7405  1.437882  0.462309  0.645184 -0.488188   M\n",
      "7406  0.252519 -0.893764 -1.451020 -0.037571   Q\n",
      "7407  1.428140 -0.307382  0.835236  0.318659   E\n",
      "7408 -0.653513 -0.826898  0.365600 -0.343442   N\n",
      "7409  0.648526  0.382166  0.837120  2.057713   Q\n",
      "           one       two     three      four key\n",
      "7410 -0.294031  1.866947 -2.424641 -0.594399   F\n",
      "7411  0.546136 -1.165291 -0.069493  0.839443   B\n",
      "7412  0.055590  0.460796  1.480777 -1.173950   M\n",
      "7413  0.911487  0.336341 -0.890390 -0.131222   K\n",
      "7414 -0.907505 -0.773818  0.123461  1.723814   X\n",
      "7415  0.118950  0.898642  1.359423 -0.025140   0\n",
      "7416 -0.878655 -1.640173 -1.324034  1.131211   B\n",
      "7417 -0.019509  0.876113 -1.549758  1.650965   G\n",
      "7418 -0.003943 -0.100711  0.089326  1.220398   4\n",
      "7419 -0.047169 -0.834210 -1.417680 -0.992629   J\n",
      "           one       two     three      four key\n",
      "7420  1.408109 -1.297373  0.331664  0.227963   S\n",
      "7421 -1.254859  0.379769  0.234048 -0.412161   U\n",
      "7422  0.532227 -0.576430  0.433983 -1.034566   C\n",
      "7423 -0.440186 -0.920560 -0.886908 -0.717393   S\n",
      "7424  1.755844  0.583305 -0.023002 -1.240222   Q\n",
      "7425  0.326275  1.118900  2.100199 -0.302665   C\n",
      "7426  0.024880 -0.717322  1.408196  0.961346   N\n",
      "7427 -2.338187  1.448027 -1.882319  0.090921   1\n",
      "7428 -2.329398  0.226033 -0.359550 -0.545552   W\n",
      "7429 -0.203604 -0.371016 -0.120285 -1.316813   H\n",
      "           one       two     three      four key\n",
      "7430  1.626647  0.296330  0.314341 -0.031742   U\n",
      "7431  1.915538  0.902880  0.408403  0.380036   X\n",
      "7432 -1.095378 -1.436462 -0.136636 -0.076472   I\n",
      "7433 -1.588550 -0.192420 -0.125519 -0.116338   P\n",
      "7434  0.677292  0.021536 -1.543651 -0.254482   G\n",
      "7435  0.146033  0.956711 -0.116033 -1.118259   U\n",
      "7436  0.162939 -0.176831 -0.517489 -0.086483   7\n",
      "7437  0.446004  1.421391  1.864233 -0.231944   B\n",
      "7438 -0.766637  0.849322 -2.271482  0.097941   8\n",
      "7439 -2.212326  0.371240  0.076708  0.579678   G\n",
      "           one       two     three      four key\n",
      "7440  0.449888 -0.382982  0.535168 -0.139049   S\n",
      "7441 -0.226391 -0.360102 -0.256503 -0.591466   Y\n",
      "7442  0.731660 -1.895307 -0.977830  0.609795   P\n",
      "7443  0.093161 -0.941322  0.948940  0.907185   M\n",
      "7444 -0.473135 -0.154075 -1.019198  0.463382   5\n",
      "7445 -0.360482  1.129282 -0.520626 -0.583512   Q\n",
      "7446  0.398428  0.931627  0.126570 -0.359562   A\n",
      "7447  0.056456  0.942890  0.487491 -0.325111   K\n",
      "7448  0.919766  1.271893  0.325629  1.438338   0\n",
      "7449  0.826460 -0.252578 -0.935145  1.414167   Y\n",
      "           one       two     three      four key\n",
      "7450  0.239817  0.200546  0.676698  0.359205   J\n",
      "7451  1.004258  0.137820  0.340930 -0.534090   E\n",
      "7452 -0.022907 -1.523095  0.641033 -0.104281   A\n",
      "7453  2.455329 -0.190569  0.302309 -0.480748   0\n",
      "7454 -1.152559 -1.857734  0.187128 -1.995975   L\n",
      "7455 -1.576836 -1.958031 -0.140602  0.632315   Y\n",
      "7456  0.426068 -0.167195 -1.075382 -1.092328   I\n",
      "7457 -0.716212  1.015349  0.488514 -0.699262   A\n",
      "7458 -1.159867 -0.775871  0.605492 -0.297012   M\n",
      "7459 -0.088278 -0.206925  0.104638  0.875423   S\n",
      "           one       two     three      four key\n",
      "7460 -0.610495  0.557744  0.931149  0.436779   2\n",
      "7461  0.379394 -1.317547  0.001410  0.969856   D\n",
      "7462  0.864211  1.519593  1.260238  0.654337   W\n",
      "7463  1.350424  0.345149 -0.829001  0.185953   K\n",
      "7464  0.956002  0.566695  1.150978 -0.360039   U\n",
      "7465 -1.012716 -1.020895  0.650649 -1.216440   G\n",
      "7466 -1.087239 -0.949828 -0.645358 -0.859970   U\n",
      "7467  1.614264  0.488728  2.352849  0.268151   O\n",
      "7468  0.662645 -0.887113  0.476253  0.060454   8\n",
      "7469  0.005817 -2.763755 -1.300543  0.542561   Z\n",
      "           one       two     three      four key\n",
      "7470  0.763453  0.438033 -1.231173  0.806291   Q\n",
      "7471  0.024834  1.118008  1.737034 -0.374938   I\n",
      "7472 -0.355465 -1.076554  0.965899  0.659141   3\n",
      "7473 -0.745188 -0.782877 -1.258483 -1.055936   B\n",
      "7474  0.202093 -1.282088 -0.779935  1.443650   F\n",
      "7475  0.760751  0.022058 -0.351377  0.211099   Y\n",
      "7476  0.557158 -1.876649 -1.430152 -1.654969   M\n",
      "7477  1.319639 -0.215070 -0.362025  0.518275   A\n",
      "7478 -2.286471  0.411294 -1.539162 -0.091418   G\n",
      "7479 -0.573244 -0.422650  1.464084  0.542439   G\n",
      "           one       two     three      four key\n",
      "7480 -0.557591 -0.698958 -0.993515  0.075930   V\n",
      "7481  1.334503  0.513017 -0.587334 -0.251176   B\n",
      "7482 -1.496775  0.744357 -0.482187 -1.308006   M\n",
      "7483 -1.174527  0.387196 -1.718539 -1.281410   J\n",
      "7484 -0.675110  1.193266  0.997502 -0.521573   E\n",
      "7485  0.157038 -1.616308 -0.903544  0.350487   P\n",
      "7486 -0.130342 -0.803972 -0.113091 -0.381549   D\n",
      "7487 -1.348766  0.714156  0.043432 -0.057863   8\n",
      "7488  0.760157 -0.318976  0.433243 -0.439731   H\n",
      "7489 -0.526896 -1.083645 -0.161763  0.660053   D\n",
      "           one       two     three      four key\n",
      "7490 -0.461582 -1.050731 -0.426427  0.887175   4\n",
      "7491 -0.222515  0.753492 -0.409289 -0.295382   S\n",
      "7492  0.721114  1.011716 -0.271546  1.211776   Q\n",
      "7493  1.121356  0.468571 -0.336326  0.078605   4\n",
      "7494  0.164942 -0.266021 -2.143937 -2.113471   J\n",
      "7495  1.345822  2.363195 -1.405568  2.599800   V\n",
      "7496  0.173217 -0.116329  0.373466  0.381805   Y\n",
      "7497 -0.289274  1.439352 -0.799853 -1.208543   F\n",
      "7498  1.094008  0.049683 -1.445820  0.540209   H\n",
      "7499  0.290745  0.590175  0.895260 -0.025518   I\n",
      "           one       two     three      four key\n",
      "7500 -0.264040 -1.204051  0.504199  0.602873   Y\n",
      "7501  2.027584 -0.097576 -0.445689  1.965018   M\n",
      "7502  1.342573  1.231400  1.723257  1.332216   0\n",
      "7503  1.536042  1.585264  0.904740  0.972697   N\n",
      "7504 -0.494593  0.008418  1.512647 -0.114531   C\n",
      "7505  0.796604  0.242223 -0.381732 -0.006187   X\n",
      "7506 -0.103388  0.690857 -0.217870 -0.399363   Y\n",
      "7507 -1.055039  1.263498 -0.294833 -0.131290   Q\n",
      "7508  0.769964 -0.077621 -1.569057  1.759866   O\n",
      "7509 -0.380482 -0.444606 -0.959613  0.375138   Z\n",
      "           one       two     three      four key\n",
      "7510  0.343652  1.653497  0.361990  1.413521   P\n",
      "7511 -1.037169  0.466151 -0.483780  1.754663   I\n",
      "7512 -1.370660 -0.066661  0.780669 -0.341960   G\n",
      "7513 -1.218953 -1.185454 -0.313377  0.509477   J\n",
      "7514  0.320657 -2.371135  1.327589 -1.326688   6\n",
      "7515 -0.021378 -0.062101  0.573617 -0.603958   O\n",
      "7516  0.703793  0.094209  0.212399 -0.698490   G\n",
      "7517  0.126527 -0.597758  0.772462  0.406615   E\n",
      "7518  0.472917 -0.828902 -0.236532  1.138180   Q\n",
      "7519 -0.903719 -1.377777 -1.844190 -0.472677   N\n",
      "           one       two     three      four key\n",
      "7520  1.024344 -0.450261 -0.683783 -0.661729   J\n",
      "7521  0.127562  0.164955  0.302059 -0.774069   Y\n",
      "7522  1.114310  0.040545 -1.945605 -0.051613   Y\n",
      "7523 -1.105121  2.330199 -1.632064 -0.642056   6\n",
      "7524 -0.638923  2.087784 -0.664267  1.279759   J\n",
      "7525  0.394658 -1.415181  0.909133 -1.030027   E\n",
      "7526  0.229629  1.221449  0.267325  1.546965   P\n",
      "7527 -0.754186 -1.428343  1.642931  1.298858   M\n",
      "7528  0.276274  0.759065 -0.779600  0.224756   X\n",
      "7529  0.701377  0.120162  1.432007 -0.151164   W\n",
      "           one       two     three      four key\n",
      "7530 -0.595785 -1.448381 -1.434809 -1.878632   7\n",
      "7531  0.500949  0.070500 -0.443117  0.457912   L\n",
      "7532  0.859546  2.785971 -0.532929 -1.136828   F\n",
      "7533  0.711861  0.002736 -0.400844  0.551365   I\n",
      "7534 -1.445062 -0.611055 -0.322967  0.547384   Y\n",
      "7535  0.954100 -1.257360  1.008903 -0.906558   O\n",
      "7536 -0.833364  1.040694  1.197968 -1.312923   H\n",
      "7537 -1.292614  0.276692 -1.050741  1.534013   J\n",
      "7538 -1.013760 -0.066572 -0.620854  0.730214   T\n",
      "7539 -0.976169 -0.974598 -2.197370  1.852371   X\n",
      "           one       two     three      four key\n",
      "7540 -1.329730  1.085331  1.980574  1.176841   D\n",
      "7541 -0.218698  0.084666 -0.173542 -0.651511   B\n",
      "7542 -1.982991  1.643599  1.468598  1.516742   P\n",
      "7543  1.164884  0.020764 -0.533329 -1.145035   2\n",
      "7544 -1.491799  0.007564  0.616605 -1.037414   D\n",
      "7545 -0.996030  0.137301  1.731782  0.175898   X\n",
      "7546  0.303861 -1.052662 -0.970055 -0.785081   Q\n",
      "7547 -1.001332  0.017181  1.782410 -1.190568   D\n",
      "7548 -0.336102 -0.821629 -0.626185  0.571429   T\n",
      "7549  0.422550  0.500042  0.513456  0.488156   L\n",
      "           one       two     three      four key\n",
      "7550  1.867871  1.484582 -1.357443 -2.626637   R\n",
      "7551  2.005167 -0.685622 -1.561030  0.182441   K\n",
      "7552  0.597000  0.222708  0.305168 -0.080533   3\n",
      "7553 -0.508773  1.021734  1.108644  0.943291   V\n",
      "7554 -1.179020  0.036331  1.042837  1.088222   8\n",
      "7555  0.951402 -0.307578 -0.368335  0.251813   J\n",
      "7556  1.218339  0.713224 -1.293507 -0.760257   X\n",
      "7557 -0.637575  0.264305 -1.318301 -0.356751   Q\n",
      "7558 -0.279952 -0.480788  0.570095  0.064280   D\n",
      "7559  0.070160  1.671392 -0.799068  1.152375   A\n",
      "           one       two     three      four key\n",
      "7560  0.765127  1.032661  0.202238 -0.111697   4\n",
      "7561 -0.164872 -0.205052 -1.352808  1.070987   O\n",
      "7562 -0.921249  0.130183 -0.494700  1.200320   N\n",
      "7563 -0.772598  0.971766 -1.172807 -0.629114   5\n",
      "7564 -1.168048 -0.763392 -1.101017 -1.225282   6\n",
      "7565 -0.487141 -1.570014  2.023701  0.942098   T\n",
      "7566 -0.960110 -0.599789 -0.420131 -1.060305   N\n",
      "7567  1.145774  0.271638  0.158536 -0.138008   H\n",
      "7568 -0.193084  0.966616 -1.288475 -0.604217   I\n",
      "7569 -0.328503  0.848668 -0.046550 -0.349784   O\n",
      "           one       two     three      four key\n",
      "7570 -0.350641  0.682652  1.213110 -0.422607   N\n",
      "7571  1.623558 -0.389626  2.020485 -0.204085   Y\n",
      "7572 -0.281836  0.799264 -0.033647  0.041708   R\n",
      "7573 -1.379627 -1.124807  0.076573 -0.908953   D\n",
      "7574 -0.481685  1.317100 -0.913979 -0.677304   I\n",
      "7575  0.574356 -0.732228 -0.158524 -1.794890   I\n",
      "7576 -0.556246 -0.972948 -0.358834 -0.229477   0\n",
      "7577 -0.662142 -0.182813  0.328315  2.252194   O\n",
      "7578 -0.209264  1.116097 -0.839968  0.491750   Z\n",
      "7579  0.412337 -0.464012  0.112052  0.829024   F\n",
      "           one       two     three      four key\n",
      "7580 -0.292731  0.152552  0.171421 -1.676514   G\n",
      "7581 -0.810217  1.707645 -0.295623  0.205511   U\n",
      "7582  0.443111  0.546866 -0.815407 -0.814718   P\n",
      "7583  0.421462 -0.836823  1.425804  0.052379   V\n",
      "7584 -0.761553 -2.153481 -1.241917 -1.000066   J\n",
      "7585 -1.740843 -1.618405 -0.206717  0.088524   Q\n",
      "7586  0.862219 -1.028091  0.132116  0.920400   7\n",
      "7587  1.151347  0.109756 -0.987297  0.763409   S\n",
      "7588 -0.910335 -0.982107  0.490226  0.643449   K\n",
      "7589  0.761674 -0.617406 -1.652585  1.875518   P\n",
      "           one       two     three      four key\n",
      "7590 -0.994851 -0.103497 -1.577335 -0.537263   G\n",
      "7591  0.410500  2.351971 -0.974480  0.163615   X\n",
      "7592  0.363843 -0.331079  0.008411 -1.808952   L\n",
      "7593 -0.726563 -0.261141  0.243103  0.142011   U\n",
      "7594 -1.010931  1.014739 -0.925784 -0.869491   4\n",
      "7595  0.938799  0.421110 -0.105712 -0.563260   E\n",
      "7596 -0.639067 -1.289469  1.124618  0.608780   U\n",
      "7597  0.853380 -0.514838  0.097316 -0.297523   B\n",
      "7598  0.947749  0.259260  0.549507 -2.636814   B\n",
      "7599  1.905350 -0.012055  2.431791  1.237997   3\n",
      "           one       two     three      four key\n",
      "7600 -0.516668 -1.809236  0.416144 -2.280588   V\n",
      "7601  1.027780 -0.027405 -0.564503 -0.119947   T\n",
      "7602  1.551204  0.466685 -0.641260 -0.181744   J\n",
      "7603  0.926318  0.927291  0.117346  0.689852   K\n",
      "7604 -0.632273  0.324688  0.298193 -1.017273   T\n",
      "7605 -0.015874  0.788401  0.638825  0.372048   6\n",
      "7606 -0.010017 -0.326955 -0.318236  1.046044   Q\n",
      "7607 -0.634580 -0.522508  0.068567 -0.884560   G\n",
      "7608  2.050653 -1.181549 -0.533822 -2.125313   M\n",
      "7609 -0.908868 -0.793014 -0.335109  0.037492   E\n",
      "           one       two     three      four key\n",
      "7610  1.224110  0.958274  1.329758 -0.253768   X\n",
      "7611  1.718144 -0.648634  0.142423 -0.403445   2\n",
      "7612 -0.533005 -0.214491 -0.235923  0.914930   Z\n",
      "7613 -1.390759  0.211406  0.590674  0.083262   M\n",
      "7614 -0.928091  0.701956  1.039178 -0.762259   O\n",
      "7615  0.728672 -0.383446 -0.562926  0.423290   P\n",
      "7616  0.370024  0.032020 -1.263050 -0.661190   G\n",
      "7617 -0.174518 -0.253561  1.363441 -0.352337   D\n",
      "7618 -1.462123 -1.024080  0.516048 -0.274181   2\n",
      "7619  0.149626 -1.258493 -3.147012  0.647377   H\n",
      "           one       two     three      four key\n",
      "7620  0.718572  0.122687 -0.264683 -0.012467   Y\n",
      "7621 -0.583261  1.866096 -1.291962  0.501720   W\n",
      "7622 -0.215772  0.096258  0.500506  1.266032   6\n",
      "7623 -2.008887 -0.463262  0.235280  1.576381   R\n",
      "7624 -0.389031  0.756333 -0.727188 -0.241930   B\n",
      "7625  0.094756  1.443395  0.421279  0.521304   5\n",
      "7626  0.211397 -1.091062 -0.885885 -1.174211   S\n",
      "7627  0.867971  0.059845  2.117674 -0.275678   R\n",
      "7628 -0.689220 -0.498567 -0.754487  0.249618   K\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7629 -1.422313 -0.799299 -0.818168  0.175179   J\n",
      "           one       two     three      four key\n",
      "7630  0.121058 -1.391758  0.540614  0.610208   V\n",
      "7631  0.320297  2.239588 -1.146741 -0.510208   R\n",
      "7632 -0.690142  0.491001  1.058332 -0.008989   S\n",
      "7633 -0.521703 -2.299228  1.042974  0.022488   L\n",
      "7634  0.255021  0.547390 -0.590398  1.040875   Z\n",
      "7635  1.173623 -1.470366  0.391082  2.614733   M\n",
      "7636  0.408012  0.666054 -1.332051 -1.773270   M\n",
      "7637 -0.404665 -1.826796  0.051082 -0.389155   L\n",
      "7638  1.311233  1.071636 -0.691517 -0.197166   M\n",
      "7639  1.329483 -0.314181  1.155250 -0.310138   X\n",
      "           one       two     three      four key\n",
      "7640 -1.334960 -1.373417  0.021264  0.902418   L\n",
      "7641  2.268282 -0.007329  0.394683 -1.679803   A\n",
      "7642 -0.304685 -1.356296 -1.620419 -0.569422   N\n",
      "7643 -0.530818  0.800831 -2.274781  0.170541   C\n",
      "7644 -0.001800 -3.465356 -0.827826  1.430808   T\n",
      "7645 -0.261444  1.486314 -1.039579  0.719062   B\n",
      "7646  0.627622 -0.469194 -0.101264  1.891676   5\n",
      "7647 -0.329298  0.071715  0.479169 -1.079075   W\n",
      "7648 -0.742765  0.759030 -1.118109  0.884687   S\n",
      "7649  0.383764  1.115819  1.333113  0.371440   M\n",
      "           one       two     three      four key\n",
      "7650  0.137338 -0.662399  1.757140 -0.909405   H\n",
      "7651 -1.539605 -0.895458 -0.233275  2.666556   D\n",
      "7652  0.035304 -1.942487  1.242118 -0.184326   Z\n",
      "7653  0.182066  0.434355 -0.583836  0.616160   0\n",
      "7654 -1.259901 -1.114100  0.283941  0.797892   3\n",
      "7655  0.988202 -1.163367  0.115797 -0.048535   X\n",
      "7656  0.236980 -1.602385  1.118380 -0.554616   B\n",
      "7657  0.900938  0.716454  1.811875 -1.330704   O\n",
      "7658  0.727675 -0.938174  0.479874  0.347832   C\n",
      "7659  0.287110 -0.346400 -1.159676  1.049243   H\n",
      "           one       two     three      four key\n",
      "7660 -1.099466  0.356533 -0.167410 -1.174868   F\n",
      "7661  2.128371  0.678286 -1.134974  0.492645   T\n",
      "7662 -0.839114 -0.006299  0.822817 -1.684707   O\n",
      "7663  0.883543 -1.083908 -0.056349  0.571913   W\n",
      "7664  0.394936  0.935668  0.401927 -0.062631   D\n",
      "7665 -1.239741 -1.063991  0.117355  0.529984   K\n",
      "7666 -0.921699  2.013758  0.578416 -0.832472   X\n",
      "7667 -0.438839 -1.688726 -0.772548 -1.138874   D\n",
      "7668  0.367194  0.588574  0.637054  0.636912   4\n",
      "7669 -1.398241  0.701902 -1.603974 -0.001910   K\n",
      "           one       two     three      four key\n",
      "7670 -0.759556 -1.767282  1.903070 -0.191659   2\n",
      "7671 -0.032537  0.924379 -0.148704  0.321012   D\n",
      "7672  0.209909  1.623332 -1.144754  0.412216   B\n",
      "7673 -0.457389 -0.117801 -0.323972  0.879816   H\n",
      "7674  0.126167 -0.170582 -0.086928  1.426527   Q\n",
      "7675  1.385306 -1.470873  0.593692 -1.331943   L\n",
      "7676  0.411997 -0.792781  1.117095  3.372951   D\n",
      "7677 -0.794808  0.294574 -1.235114 -1.038514   8\n",
      "7678 -0.400435 -0.040874 -1.539885  1.306125   4\n",
      "7679  0.069999  0.856249 -0.599017 -0.766095   U\n",
      "           one       two     three      four key\n",
      "7680  0.480274  0.934571 -1.233171 -1.027289   6\n",
      "7681  0.169191 -0.241472 -0.199201 -0.421583   O\n",
      "7682 -0.274243  1.465206  0.098366 -0.166066   V\n",
      "7683  0.350214  0.375084 -1.319546 -0.105641   N\n",
      "7684  0.238529  0.373155  0.755962 -1.681836   2\n",
      "7685 -0.222048  2.136200  0.197333 -0.539230   F\n",
      "7686  0.375309  1.165427 -1.357453  0.612017   L\n",
      "7687 -0.463573  1.766087  0.455837  0.255512   R\n",
      "7688  0.279988  0.420717  0.805524 -0.755125   S\n",
      "7689  0.930874  0.060651  1.623671  0.086015   T\n",
      "           one       two     three      four key\n",
      "7690 -0.292949 -0.880245 -0.581178  0.654815   T\n",
      "7691 -0.204133  0.333149  0.406852 -1.169391   X\n",
      "7692 -0.242474  0.331982  0.290742 -0.278750   H\n",
      "7693  0.145993  1.930448  1.720139  1.377522   Z\n",
      "7694 -0.617593 -1.614591  0.016191 -0.604622   A\n",
      "7695  0.922978 -1.292055 -1.351997  0.283806   F\n",
      "7696 -0.928138  0.852961  0.024444  2.340553   4\n",
      "7697 -0.821976  0.817374  0.451825 -1.570028   B\n",
      "7698  1.321737 -0.400621 -0.807798  1.015631   E\n",
      "7699  0.711289  0.923190 -0.455170  1.067814   X\n",
      "           one       two     three      four key\n",
      "7700 -0.047304  1.394180  2.344610 -0.002397   C\n",
      "7701 -1.688336 -0.346352  0.425520 -0.224832   M\n",
      "7702  0.160533 -0.687899 -1.421196 -0.272783   Q\n",
      "7703 -1.066810  1.259937 -0.206259 -0.970699   A\n",
      "7704  0.745745  0.218009 -1.164389  0.998144   W\n",
      "7705 -1.113694  1.714325  0.081232 -0.774844   T\n",
      "7706  0.836289 -0.640712  0.214118  0.672353   A\n",
      "7707 -1.253733  1.755154  1.009684  0.813607   C\n",
      "7708  0.688122  0.107563  1.268690  1.585725   V\n",
      "7709 -1.000947  0.543779  1.701537 -0.824418   H\n",
      "           one       two     three      four key\n",
      "7710  0.259233  0.384970  0.623987 -2.267827   S\n",
      "7711  0.681097  1.819244  0.669091 -1.138714   P\n",
      "7712  0.079504 -0.515797  0.034017  0.533997   I\n",
      "7713  0.408101  0.314263 -2.700834  0.885913   Q\n",
      "7714 -1.043828 -0.659638 -0.383559  3.060846   I\n",
      "7715 -0.559463  0.347588 -1.730812  0.517563   V\n",
      "7716  0.980145  1.394327 -1.456224  0.791639   H\n",
      "7717 -0.723501  2.558271 -0.850818 -0.475867   M\n",
      "7718  0.100228 -0.570544 -0.002565 -2.148293   E\n",
      "7719 -2.006154  1.062676  0.569060  0.418153   P\n",
      "           one       two     three      four key\n",
      "7720  1.698521 -0.877715  2.729603  1.443464   K\n",
      "7721  0.151383 -0.519386  0.389304 -0.481319   6\n",
      "7722  0.945801  0.619985  2.090553 -0.437160   D\n",
      "7723 -0.921652  0.748418 -1.993968 -0.438938   V\n",
      "7724  1.936295  1.162780 -2.154590  0.718839   O\n",
      "7725  1.550970  0.188207 -0.850502 -0.990649   X\n",
      "7726  0.482061 -0.204229 -0.500644  0.319991   L\n",
      "7727  0.223549 -0.195633 -1.181842  0.874798   O\n",
      "7728  0.152340 -1.239362 -0.572878  2.023121   P\n",
      "7729  0.364105  0.911930 -0.056518 -0.468410   A\n",
      "           one       two     three      four key\n",
      "7730 -0.766294 -0.268946  0.722880 -0.744594   F\n",
      "7731  0.769705 -1.639635  0.498835 -0.237019   N\n",
      "7732 -2.189870  0.334059 -0.248977 -0.303730   A\n",
      "7733 -1.219167 -0.094164 -0.759449 -0.373387   3\n",
      "7734 -1.331303  0.159015  0.488240 -0.421206   5\n",
      "7735  0.000057  1.475884 -0.493883 -1.347344   I\n",
      "7736  0.427966 -0.462143  2.548931 -0.643162   S\n",
      "7737  0.326545 -0.360348 -1.712747 -1.031053   F\n",
      "7738 -0.857995  0.301969 -1.466876  0.306275   7\n",
      "7739 -1.097458  0.394401 -1.255293 -0.439218   R\n",
      "           one       two     three      four key\n",
      "7740  0.172591 -0.264390 -1.498304 -0.072483   Z\n",
      "7741 -0.537247  0.987166 -0.415319 -0.911046   D\n",
      "7742  0.736183  0.215746 -0.396431 -0.011701   J\n",
      "7743 -1.916784 -1.356730  0.109771 -1.226509   E\n",
      "7744 -0.583047  1.137829 -0.592201  0.409020   J\n",
      "7745 -0.377472  0.867824  0.146361  0.649430   S\n",
      "7746 -0.669548  0.118215 -1.476486  0.535222   C\n",
      "7747  0.943050 -2.480243  0.571789 -1.371331   J\n",
      "7748 -0.556300  2.471795  0.387172 -0.374154   B\n",
      "7749  1.129519  0.415313 -0.037097 -0.150885   W\n",
      "           one       two     three      four key\n",
      "7750 -1.600413  0.159826  0.150359  0.088060   S\n",
      "7751 -0.792302 -0.765247 -1.021910 -2.058838   P\n",
      "7752  0.492472  1.075038  0.855289 -0.021079   8\n",
      "7753 -1.037104  0.431854  2.730071  0.452413   A\n",
      "7754  0.486591  0.122527  1.388340  0.014270   Q\n",
      "7755  0.031621  0.222669  3.025273  0.412352   R\n",
      "7756 -0.516121  0.433224 -1.821537  0.666071   C\n",
      "7757 -0.127361 -1.419093  0.364285  0.709469   E\n",
      "7758  1.286620 -1.324586  0.498089  0.001875   T\n",
      "7759  0.941218  0.937461  0.993775 -1.541011   K\n",
      "           one       two     three      four key\n",
      "7760  0.140539 -0.675598 -0.050526 -0.392513   M\n",
      "7761  1.100811 -0.071889  0.748639  0.926796   M\n",
      "7762  0.904096 -0.387636 -1.832550 -0.025005   D\n",
      "7763 -0.723901  0.389483  2.041585 -0.193699   U\n",
      "7764 -1.556294 -0.358824  0.094072 -1.163632   J\n",
      "7765  0.257940 -1.344356 -1.615863  0.534847   Z\n",
      "7766 -0.955549  0.721610  0.544829 -0.773344   V\n",
      "7767  0.084983  0.643734  0.924384  0.820764   V\n",
      "7768  0.339438 -0.512475 -0.140745  1.772117   R\n",
      "7769  0.738019 -1.090932  0.936387 -0.037196   E\n",
      "           one       two     three      four key\n",
      "7770  0.498951 -1.609796  0.202239  0.333631   W\n",
      "7771 -1.421275 -0.892238 -1.079191  1.361871   B\n",
      "7772  0.571228  1.107259 -0.489436  0.439030   X\n",
      "7773  2.343104 -0.052859  0.536495 -0.256878   S\n",
      "7774 -1.649719 -0.588896 -0.542998 -1.429529   7\n",
      "7775 -1.231455 -0.141106 -0.045299 -2.033290   J\n",
      "7776  2.046176  0.003491 -0.419639  0.338629   V\n",
      "7777  0.455334  0.586219 -1.659733  0.745404   X\n",
      "7778  1.085040 -0.416365 -2.094405 -0.291053   F\n",
      "7779  0.223690  1.399661 -1.052632 -1.198156   2\n",
      "           one       two     three      four key\n",
      "7780  0.285272  0.167573 -0.111292  0.310479   Z\n",
      "7781  0.063793 -0.837654 -0.677238 -0.626084   J\n",
      "7782  0.087285 -0.517900 -1.184332 -1.086610   X\n",
      "7783  0.131171  1.340719 -0.134507 -0.599765   D\n",
      "7784  0.413139  0.297188 -0.674361 -0.868657   O\n",
      "7785 -0.725957 -0.998949  0.592402 -0.818486   C\n",
      "7786  2.019106 -0.870474  1.639569 -0.018648   Q\n",
      "7787  1.522817  0.863991 -1.084725  0.995037   W\n",
      "7788  1.599495  0.878766 -0.031821 -1.541137   U\n",
      "7789  0.032584 -0.830247  0.093528 -0.885421   T\n",
      "           one       two     three      four key\n",
      "7790 -0.218408 -0.479250  0.269820  0.587703   E\n",
      "7791 -0.811633  0.880449 -0.355221  1.267463   X\n",
      "7792 -0.331629  0.758539 -1.848992 -1.417983   A\n",
      "7793  0.732672 -0.744898  0.512209  1.417495   K\n",
      "7794 -1.280849  1.200019 -0.946480 -1.236550   F\n",
      "7795 -0.154021 -0.413900 -0.475061 -0.452330   N\n",
      "7796 -0.232235 -0.368472  0.993501 -1.021010   2\n",
      "7797  0.781140  1.342346  0.913418  1.774222   J\n",
      "7798  1.681210  0.372874  1.311298 -1.133757   P\n",
      "7799 -1.240547 -1.168227 -0.580810  1.076764   C\n",
      "           one       two     three      four key\n",
      "7800 -1.294914  0.331682 -0.085695 -0.380569   I\n",
      "7801 -0.049305 -2.438811 -0.682628 -0.573968   X\n",
      "7802 -0.650771 -0.881442 -1.694826  1.437016   G\n",
      "7803 -0.396328 -0.045237 -0.820599  0.975118   H\n",
      "7804  1.398057 -0.416835 -0.527765  0.655063   V\n",
      "7805 -0.491838  0.252638 -0.712340 -0.134048   B\n",
      "7806 -0.336569 -2.269899 -1.071023  0.943110   2\n",
      "7807  0.756197  0.732625 -1.372741  2.878871   4\n",
      "7808 -0.269079  0.639093  1.244106 -2.136111   D\n",
      "7809 -0.308118  1.034232 -0.431445  0.994420   G\n",
      "           one       two     three      four key\n",
      "7810 -0.477305  0.350103 -0.825061 -1.610219   8\n",
      "7811 -0.197311  1.499384 -0.450783 -0.543044   V\n",
      "7812 -1.056253  1.329374  0.133393 -0.675954   Y\n",
      "7813  1.658800  1.210938  0.302966 -1.972337   N\n",
      "7814  0.754500 -2.845933  1.253487  0.339284   J\n",
      "7815  0.297284  0.420508  0.580423  0.909306   J\n",
      "7816 -0.763218 -0.644610  0.200417  1.015394   W\n",
      "7817 -0.193427 -0.461658 -0.340601  0.798476   X\n",
      "7818 -0.086358  0.278119 -0.796805 -0.224212   F\n",
      "7819 -0.349745  0.754809  1.096169 -1.311705   P\n",
      "           one       two     three      four key\n",
      "7820  0.961266 -1.467788 -0.381349  3.412734   O\n",
      "7821  0.673156 -0.895040 -0.887768  1.036861   G\n",
      "7822  1.674725  1.311048 -2.121708  0.744071   Z\n",
      "7823 -0.855255 -1.540225 -0.445043 -0.937947   W\n",
      "7824  1.677783  0.670608  1.078747  0.268647   U\n",
      "7825  0.951291 -1.040883  1.452374  0.205421   Q\n",
      "7826 -0.683098  2.921636 -2.355285 -0.835637   L\n",
      "7827  1.344263 -0.900980  0.568158  1.055773   1\n",
      "7828 -1.108598 -0.652089 -0.564324  0.768528   1\n",
      "7829  0.866476  1.019045 -1.305545 -0.511821   B\n",
      "           one       two     three      four key\n",
      "7830  0.033623 -0.521881  0.359101 -0.119274   Q\n",
      "7831  1.319066 -0.396322 -1.249605  0.121017   S\n",
      "7832 -0.199601  1.006747 -1.415585  0.691379   E\n",
      "7833 -1.023019  1.194964  0.255707 -0.457101   4\n",
      "7834  0.065228 -0.575107  0.182696 -0.828035   G\n",
      "7835 -2.825997 -1.297744  1.049191  1.840404   2\n",
      "7836 -0.179055  1.174393  1.734680 -1.918800   T\n",
      "7837 -0.729083 -1.319774  1.528342 -1.092921   Y\n",
      "7838  0.104814 -0.552228  1.353238  0.630352   V\n",
      "7839 -0.255672  0.775343  0.387702  0.041849   P\n",
      "           one       two     three      four key\n",
      "7840 -0.587911  0.873910 -0.304846 -1.050275   6\n",
      "7841 -1.334261  0.244747  0.467975 -0.815459   Q\n",
      "7842  0.438790  0.395960  0.579843 -0.738805   I\n",
      "7843  0.000147 -0.713571 -0.727030  0.207665   I\n",
      "7844 -0.693389  0.133032 -1.810385 -0.206716   O\n",
      "7845  0.312562  0.702847  0.531875 -0.419882   T\n",
      "7846 -0.729949  0.909011 -0.368560  0.712993   B\n",
      "7847  0.029555 -0.052973  0.687465 -1.877284   V\n",
      "7848  1.043611 -0.083895 -0.563814 -0.637314   M\n",
      "7849  1.332120  0.432327 -1.071631 -0.353301   A\n",
      "           one       two     three      four key\n",
      "7850  0.433454  0.493090 -0.430091 -1.247392   0\n",
      "7851 -0.388183  0.717130  0.104645 -1.344749   H\n",
      "7852 -0.309841 -0.055652 -0.471843  0.286451   M\n",
      "7853 -0.108284 -1.610658  0.452592  1.942240   L\n",
      "7854 -0.124121 -0.454046  0.019400  0.700823   F\n",
      "7855  1.113946 -1.856832  0.814431  1.195482   F\n",
      "7856 -0.685257  0.124450 -0.505895  0.642685   5\n",
      "7857 -0.631722 -0.143666  1.087936  0.219917   0\n",
      "7858 -0.187875 -1.481584 -1.054768  0.200388   H\n",
      "7859  2.412396 -0.338504 -3.234391 -0.688067   R\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           one       two     three      four key\n",
      "7860 -1.946231  1.372080 -0.221380 -1.126996   B\n",
      "7861 -0.226293  0.040196 -2.770018  1.115093   U\n",
      "7862  1.008070 -0.423869  1.889713  0.348198   U\n",
      "7863  0.971149 -1.326166 -0.354046 -0.327411   V\n",
      "7864  1.363531  0.135904  1.467313 -0.127779   J\n",
      "7865 -0.191971 -0.123172  0.510274  0.399055   P\n",
      "7866 -0.751565  1.868232  0.088694  0.470143   U\n",
      "7867 -0.699965 -1.763551  1.828489 -0.880434   K\n",
      "7868  0.026008  0.920830  0.371928  1.213848   R\n",
      "7869  0.680894  0.578016 -1.214840  1.447624   N\n",
      "           one       two     three      four key\n",
      "7870  1.393271  0.043563 -1.146234  1.178807   L\n",
      "7871 -2.190870  0.447900  0.982867 -0.103477   8\n",
      "7872  0.849065 -0.657636 -1.700643 -1.235272   3\n",
      "7873  0.356928  0.729239 -1.165260  0.096956   E\n",
      "7874 -0.615839 -1.021528 -0.775867 -0.585818   F\n",
      "7875  0.094128 -0.637392  2.356799 -0.716470   L\n",
      "7876  1.388508 -0.023484  0.376429  1.644896   5\n",
      "7877  0.418293 -0.817763  0.017513 -1.007160   N\n",
      "7878 -1.023229 -1.664268  1.294334  0.333396   X\n",
      "7879 -0.357209 -0.812385  0.164544  0.395521   L\n",
      "           one       two     three      four key\n",
      "7880  0.243235  0.198341  0.146675 -0.912408   Z\n",
      "7881  0.100768 -0.111569  0.442555  0.655966   J\n",
      "7882  0.202154 -0.403594  1.086938  0.057199   U\n",
      "7883  0.682939 -1.257409 -1.030951 -0.695576   M\n",
      "7884  0.224674 -1.282982  0.170886 -0.726662   O\n",
      "7885 -0.815750  0.041670  0.449464 -2.606145   Z\n",
      "7886 -0.670342 -0.181165  1.513165  0.241033   E\n",
      "7887 -0.421223 -0.506196  0.667947 -0.252557   O\n",
      "7888  0.035651 -0.034945 -0.354961 -1.003239   Z\n",
      "7889 -0.853610 -0.436814 -0.871246 -0.016232   D\n",
      "           one       two     three      four key\n",
      "7890  0.720570 -0.123687 -1.700154  0.301859   T\n",
      "7891  1.006002 -0.282087  2.905202  1.603571   6\n",
      "7892  1.330782  1.253422 -0.876880 -0.939894   O\n",
      "7893 -1.139084  0.521192 -0.693468  0.703674   2\n",
      "7894  0.322376  0.314143  0.260488 -0.496941   2\n",
      "7895  0.998554 -0.814302  1.048220 -0.061590   P\n",
      "7896 -0.005025 -0.711575 -1.732007 -0.517528   W\n",
      "7897 -1.577290  0.516399  1.199673 -0.512884   R\n",
      "7898 -0.856403  0.031718 -0.488677 -0.819807   C\n",
      "7899  0.879164 -0.000069  0.085142 -0.737688   A\n",
      "           one       two     three      four key\n",
      "7900 -0.917821  0.058367 -0.531512 -0.812805   G\n",
      "7901 -0.759939  0.105655  0.051760  1.124987   H\n",
      "7902 -0.179008  0.577351  0.638650  1.513243   S\n",
      "7903 -0.792081  0.311284 -0.154408 -0.351271   I\n",
      "7904 -1.331304  0.893181 -0.081846 -0.294823   V\n",
      "7905 -1.197574  0.568164  1.985164  0.583706   W\n",
      "7906 -0.091010 -0.727648  0.315932 -0.031456   U\n",
      "7907 -0.228641  0.009792  0.409630  0.028353   6\n",
      "7908  1.429089 -0.029746 -0.140590  1.007687   A\n",
      "7909 -0.851548 -0.260413 -0.407416  0.068328   4\n",
      "           one       two     three      four key\n",
      "7910  0.451367  0.434450  0.700736  0.190065   Q\n",
      "7911  1.273204  1.482586 -2.012272 -1.377785   V\n",
      "7912  0.665904  0.656233  0.304480  0.159379   H\n",
      "7913  0.206585 -1.101147 -0.707541 -0.978277   D\n",
      "7914  0.990034  0.111278 -0.503772 -0.895681   E\n",
      "7915 -0.684401  0.509117 -0.957427  0.130916   W\n",
      "7916  0.034604  0.769922  0.168948 -1.610443   4\n",
      "7917  2.487347 -0.258829 -0.970272 -0.531656   R\n",
      "7918  0.842772  2.665060 -0.093389 -1.222986   K\n",
      "7919  0.556822  2.105321  0.408342 -1.069528   C\n",
      "           one       two     three      four key\n",
      "7920 -0.566608 -1.806123  0.007237  1.142460   P\n",
      "7921 -0.347958 -1.703298 -1.276779  0.016063   E\n",
      "7922  1.689285 -0.243741 -0.032860 -0.699974   C\n",
      "7923  0.512344  1.105886  0.996068  1.866303   3\n",
      "7924 -0.695323 -1.138164  0.995713 -0.789440   Y\n",
      "7925 -0.494162 -2.277690 -0.092798 -0.041204   C\n",
      "7926  0.102128 -0.497693 -1.240402 -1.376682   Q\n",
      "7927  0.532616 -0.955477  0.825893  2.390448   1\n",
      "7928 -1.271741  2.018046  0.124696 -1.138061   6\n",
      "7929  1.163885 -2.197588 -1.198055 -0.422572   1\n",
      "           one       two     three      four key\n",
      "7930 -0.679813  0.274314 -0.178448 -0.426899   F\n",
      "7931  0.933634  0.350504 -0.468304  1.156173   Y\n",
      "7932  0.648978 -0.095915 -0.063839  0.086077   L\n",
      "7933  0.611149 -0.742647 -0.250951  1.610875   Y\n",
      "7934 -0.141520 -0.351263  1.965070  0.297954   O\n",
      "7935 -0.684332  1.011875  0.706506 -0.181271   S\n",
      "7936  0.268777  0.214678  0.427272  0.521099   Y\n",
      "7937  1.167300 -0.018029  1.086841 -0.686287   1\n",
      "7938  0.329986  0.299003 -1.502037 -1.866984   R\n",
      "7939  1.026257  0.389163 -0.433496  0.159210   0\n",
      "           one       two     three      four key\n",
      "7940  1.478011 -0.295447 -0.276814 -0.316251   T\n",
      "7941 -0.343394 -0.083514  3.053345 -0.573149   Z\n",
      "7942 -0.030498 -0.380566  0.482507  0.004529   V\n",
      "7943  1.003789 -0.688903 -0.627384  0.704902   L\n",
      "7944 -1.466971 -0.086289 -1.829227 -0.212290   4\n",
      "7945 -1.071013 -1.461017  1.337436  2.297508   Y\n",
      "7946 -1.594760 -1.095687 -0.941551 -1.540258   Z\n",
      "7947 -0.621689  0.613430 -0.756052  0.647458   S\n",
      "7948 -0.891974  0.507888 -0.220683  0.062233   8\n",
      "7949 -1.186332 -0.450562 -0.546766 -1.057266   V\n",
      "           one       two     three      four key\n",
      "7950 -0.166791 -1.105684 -0.078870  0.052164   Q\n",
      "7951 -0.188106 -0.248578  0.490971  1.547712   E\n",
      "7952 -0.138188  1.187741  1.902460  0.953903   I\n",
      "7953  0.104038 -0.113551  0.764308 -0.918112   V\n",
      "7954 -0.010589  1.300181  0.796239  0.982547   O\n",
      "7955 -1.025152  0.896531 -2.336380  1.033232   M\n",
      "7956  1.851357 -1.359367  2.396933  0.214648   E\n",
      "7957  0.683999  0.638675 -0.277296 -0.996665   T\n",
      "7958  0.086146 -0.918117 -0.541720  0.536131   N\n",
      "7959  0.841857  0.913907 -2.575079  0.794487   H\n",
      "           one       two     three      four key\n",
      "7960 -0.890223  0.582864 -0.999818  0.472839   M\n",
      "7961  0.365285  1.439141  1.549642 -0.181554   3\n",
      "7962  0.172716  0.202307  0.956203 -0.145277   U\n",
      "7963 -0.830696  2.152076  1.159642  1.237279   N\n",
      "7964  1.078979  0.031309 -0.134672  0.438420   T\n",
      "7965  0.505522  0.563120  0.752424  1.252909   6\n",
      "7966  0.120994  0.416449 -0.643344  0.585661   V\n",
      "7967 -0.686921  0.439469  0.320119  0.841977   8\n",
      "7968  1.540677 -0.824946  1.046444 -0.890283   O\n",
      "7969 -1.630690  0.467838  0.299394 -0.086505   W\n",
      "           one       two     three      four key\n",
      "7970  0.633495 -0.186524  0.927627  0.143164   E\n",
      "7971  0.308636 -0.112857  0.762842 -1.072977   D\n",
      "7972 -1.627051 -0.978151  0.154745 -1.229037   L\n",
      "7973  0.314847  0.097989  0.199608  0.955193   A\n",
      "7974  1.666907  0.992005  0.496128 -0.686391   G\n",
      "7975  0.010603  0.708540 -1.258711  0.226541   X\n",
      "7976  0.118693 -0.714455 -0.501342 -0.254764   Q\n",
      "7977  0.302616 -2.011527 -0.628085  0.768827   W\n",
      "7978 -0.098572  1.769086 -0.215027 -0.053076   C\n",
      "7979 -0.019058  1.964994  0.738538 -0.883776   G\n",
      "           one       two     three      four key\n",
      "7980 -0.595349  0.001781 -1.423355 -1.458477   T\n",
      "7981  1.392170 -1.396560 -1.425306 -0.847535   7\n",
      "7982 -0.896029 -0.152287  1.924483  0.365184   R\n",
      "7983 -2.274642 -0.901874  1.500352  0.996541   K\n",
      "7984 -0.301898  1.019906  1.102160  2.624526   R\n",
      "7985 -2.548389 -0.585374  1.496201 -0.718815   D\n",
      "7986 -0.064588  0.759292 -1.568415 -0.420933   R\n",
      "7987 -0.143365 -1.111760 -1.815581  0.435274   R\n",
      "7988 -0.070412 -1.055921  0.338017 -0.440763   8\n",
      "7989  0.649148  0.994273 -1.384227  0.485120   T\n",
      "           one       two     three      four key\n",
      "7990 -0.370769  0.404356 -1.051628 -1.050899   U\n",
      "7991 -0.409980  0.155627 -0.818990  1.277350   7\n",
      "7992  0.301214 -1.111203  0.668258  0.671922   W\n",
      "7993  1.821117  0.416445  0.173874  0.505118   8\n",
      "7994  0.068804  1.322759  0.802346  0.223618   A\n",
      "7995  2.311896 -0.417070 -1.409599 -0.515821   A\n",
      "7996 -0.479893 -0.650419  0.745152 -0.646038   6\n",
      "7997  0.523331  0.787112  0.486066  1.093156   R\n",
      "7998 -0.362559  0.598894 -1.843201  0.887292   R\n",
      "7999 -0.096376 -1.012999 -0.657431 -0.573315   2\n",
      "           one       two     three      four key\n",
      "8000  0.467976 -0.038649 -0.295344 -1.824726   7\n",
      "8001 -0.358893  1.404453  0.704965 -0.200638   W\n",
      "8002 -0.501840  0.659254 -0.421691 -0.057688   C\n",
      "8003  0.204886  1.074134  1.388361 -0.982404   S\n",
      "8004  0.354628 -0.133116  0.283763 -0.837063   H\n",
      "8005  1.817480  0.742273  0.419395 -2.251035   C\n",
      "8006 -0.776764  0.935518 -0.332872 -1.875641   V\n",
      "8007 -0.913135  1.530624 -0.572657  0.477252   G\n",
      "8008  0.358480 -0.497572 -0.367016  0.507702   L\n",
      "8009 -1.740877 -1.160417 -1.637830  2.172201   Q\n",
      "           one       two     three      four key\n",
      "8010  0.240564 -0.328249  1.252155  1.072796   Y\n",
      "8011  0.764018  1.165476 -0.639544  1.495258   Y\n",
      "8012  0.571035 -0.310537  0.582437 -0.298765   9\n",
      "8013  2.317658  0.430710 -1.334216  0.199679   K\n",
      "8014  1.547771 -1.119753 -2.277634  0.329586   N\n",
      "8015 -1.310608  0.401719 -1.000987  1.156708   4\n",
      "8016 -0.088496  0.634712  0.153324  0.415335   P\n",
      "8017 -0.018663 -0.247487 -1.446522  0.750938   Y\n",
      "8018 -0.070127 -1.579097  0.120892  0.671432   O\n",
      "8019 -0.194678 -0.492039  2.359605  0.319810   T\n",
      "           one       two     three      four key\n",
      "8020 -0.248618  0.868707 -0.492226 -0.717959   Y\n",
      "8021 -1.091549 -0.867110 -0.647760 -0.832562   E\n",
      "8022  0.641404 -0.138822 -0.621963 -0.284839   4\n",
      "8023  1.216408  0.992687  0.165162 -0.069619   9\n",
      "8024 -0.564474  0.792832  0.747053  0.571675   U\n",
      "8025  1.759879 -0.515666 -0.230481  1.362317   H\n",
      "8026  0.126266  0.309281  0.382820 -0.239199   C\n",
      "8027  1.334360 -0.100152 -0.840731 -0.643967   E\n",
      "8028 -0.737620  0.278087 -0.053235 -0.950972   7\n",
      "8029 -1.148486 -0.986292 -0.144963  0.124362   9\n",
      "           one       two     three      four key\n",
      "8030  1.630594  0.243886  0.468368  1.258048   Q\n",
      "8031  1.044890  0.080718  0.857886 -0.298382   V\n",
      "8032 -0.262543 -1.615199 -1.087239  0.759029   A\n",
      "8033  0.020144  1.107792 -0.559435 -0.481925   I\n",
      "8034 -1.203916  1.885343 -0.080470  0.250646   R\n",
      "8035  0.366915 -2.430086 -1.053447  0.346279   P\n",
      "8036  0.434220 -0.079863 -0.422977 -0.074272   I\n",
      "8037  0.040666 -1.810216 -0.189193  1.229266   U\n",
      "8038  1.338459  0.338489 -0.213446  2.325923   7\n",
      "8039  0.572981  0.782664  1.307673  1.619957   U\n",
      "           one       two     three      four key\n",
      "8040  0.762428 -0.648529  1.936515 -1.159666   R\n",
      "8041 -1.252046 -1.538539  1.042281  0.623835   Z\n",
      "8042 -0.047530 -0.494310 -0.165460  0.472929   A\n",
      "8043  0.124548  0.730791 -0.257527 -1.511257   K\n",
      "8044  0.801889 -0.462781 -1.734621  0.674768   L\n",
      "8045 -0.992307 -1.096830 -2.061794  0.035391   I\n",
      "8046 -0.109663  2.577094  0.913563  0.613594   E\n",
      "8047 -0.541681  1.510031  0.467945  0.553225   F\n",
      "8048 -0.079587 -0.609924  0.353834  1.108030   O\n",
      "8049 -0.043752 -0.410666 -0.729599  0.263223   B\n",
      "           one       two     three      four key\n",
      "8050 -0.761490  1.104182  1.270609 -0.319284   U\n",
      "8051 -0.804975  0.559520  1.052232 -0.645574   4\n",
      "8052  0.353941  1.829963  0.398922 -1.522231   R\n",
      "8053  1.541636  0.478316 -0.666760  1.367175   D\n",
      "8054 -0.987621  0.337534  0.386935  1.996144   U\n",
      "8055 -0.353462 -0.448433 -0.420520  0.606223   X\n",
      "8056 -0.275687  0.127910  0.877756  0.141774   M\n",
      "8057  0.448882 -0.016410 -0.041434  0.483096   G\n",
      "8058 -0.043765 -0.878446  1.525075  0.008223   Y\n",
      "8059 -0.064416  0.080921  0.644715  0.393025   E\n",
      "           one       two     three      four key\n",
      "8060  0.015018 -1.620301  0.465866  1.637377   W\n",
      "8061  0.579715 -0.565646 -0.812129  1.532803   1\n",
      "8062 -0.324507  1.853351 -2.268609 -0.355132   B\n",
      "8063 -0.100247 -1.954614  0.132519  0.836927   L\n",
      "8064  0.275725  0.349561 -0.617723  0.675991   S\n",
      "8065  0.300486 -0.914367 -1.604609 -0.905458   P\n",
      "8066 -0.362382  0.708361 -0.388317 -2.328763   Z\n",
      "8067  0.805331  0.073617  0.481166  0.632621   Q\n",
      "8068  0.786095  0.095137 -1.049965  1.828798   P\n",
      "8069  0.207815  1.407275 -1.044800  0.140207   V\n",
      "           one       two     three      four key\n",
      "8070  1.809750  0.592023 -0.146215 -0.113818   N\n",
      "8071  0.190562 -2.886359  0.514365 -2.208118   J\n",
      "8072  0.844977 -0.164290  0.218672  0.099012   N\n",
      "8073  0.195035 -0.649591  2.171664  0.453466   M\n",
      "8074 -0.056433  1.758650 -0.448091  0.346784   G\n",
      "8075 -0.112609 -2.642457 -0.487310 -0.220507   F\n",
      "8076 -1.395319  0.573474 -0.013324 -1.307070   3\n",
      "8077 -2.080273  0.097498  0.321489  0.012608   Q\n",
      "8078  0.883172  0.490427 -0.799299 -0.699669   S\n",
      "8079 -0.138632 -1.417845 -0.199678  1.199299   F\n",
      "           one       two     three      four key\n",
      "8080 -0.961579  1.166247 -1.124953  0.201728   Q\n",
      "8081  1.301453  1.077117  0.560502  0.859991   S\n",
      "8082  0.063679 -0.995532  0.879547 -0.012471   T\n",
      "8083 -0.373381  0.982861 -0.037534 -1.337856   M\n",
      "8084  1.492292  0.485490  0.129313  1.733569   E\n",
      "8085 -0.908492  0.498234 -0.588844 -0.903956   O\n",
      "8086  1.137140  0.977509 -0.940994  0.149013   Y\n",
      "8087 -1.049838  2.453425  1.230087 -2.068508   V\n",
      "8088  1.485199 -0.806453 -0.475087  0.936801   X\n",
      "8089 -0.790437  1.823852  0.470827  0.898782   L\n",
      "           one       two     three      four key\n",
      "8090  2.024808  0.032251  1.315297 -0.156433   W\n",
      "8091  0.379253 -1.059409 -1.132068  1.222296   G\n",
      "8092  2.403216 -1.792528 -0.917573 -0.886693   Z\n",
      "8093  1.249975  1.491530  0.371476 -0.000465   T\n",
      "8094  0.501131 -1.852451  1.110354  0.508865   I\n",
      "8095  1.106521  0.098153  0.789793  1.192693   V\n",
      "8096 -0.540543  1.782569  0.051931  0.463868   M\n",
      "8097 -0.101980  0.981720  1.106990 -1.752269   S\n",
      "8098  0.632107 -0.761419  1.427930 -0.046928   0\n",
      "8099  1.009779 -0.608379 -1.405105 -1.175054   3\n",
      "           one       two     three      four key\n",
      "8100 -0.602748 -0.182504 -0.768164  1.260686   S\n",
      "8101 -0.039105 -0.069510 -1.358052 -0.292859   P\n",
      "8102 -0.345101 -0.179477 -0.904658 -0.071287   Y\n",
      "8103 -0.759495  0.225916  2.235872 -0.004490   L\n",
      "8104 -1.686771  0.742276  0.485876  1.798507   M\n",
      "8105  0.145697  0.805037  0.350362 -0.540235   V\n",
      "8106  2.487654 -0.147867  0.580688 -0.305696   O\n",
      "8107  0.380166 -0.592483  0.393693 -0.463217   U\n",
      "8108  0.963549 -1.550302 -0.944962  0.121546   B\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8109 -0.040385 -0.312649 -1.196604  1.075043   T\n",
      "           one       two     three      four key\n",
      "8110  0.938357 -0.235761 -0.077360  1.162150   Q\n",
      "8111  0.190303 -0.425473  0.362347 -0.688711   J\n",
      "8112  0.256419  0.082669 -2.302758 -0.446115   2\n",
      "8113  0.690972  0.871498  0.948469  0.644683   9\n",
      "8114 -1.157781  0.093696 -0.765273 -0.724767   C\n",
      "8115 -0.295462 -0.832817  1.490204 -0.420786   E\n",
      "8116  0.132723 -1.255780  1.370008  1.144490   F\n",
      "8117 -0.111381  0.572076  1.807962  1.090205   S\n",
      "8118  0.178700 -1.608832  2.174615 -1.351738   0\n",
      "8119  1.202183  0.179583  0.202061 -0.731213   Z\n",
      "           one       two     three      four key\n",
      "8120 -0.674447 -0.184703  0.706721  0.718681   C\n",
      "8121  1.765535 -0.951932  0.320147 -1.159350   K\n",
      "8122 -1.247885 -0.725490  0.541998 -0.126572   H\n",
      "8123 -1.164045 -0.647619 -0.550283  1.164943   3\n",
      "8124  1.816133 -0.393382 -1.212910 -0.317187   A\n",
      "8125  0.499883 -1.183631 -0.638619 -0.785337   P\n",
      "8126  1.228499  1.253479 -0.221459 -0.065413   7\n",
      "8127  1.018951 -0.423937 -1.724553 -0.823409   O\n",
      "8128 -0.169893  0.301072  1.409961 -0.516056   I\n",
      "8129  0.883068  0.950613  0.783766  0.776407   M\n",
      "           one       two     three      four key\n",
      "8130  1.032778 -0.092930  0.600042  0.173515   7\n",
      "8131 -0.249225 -0.064820 -0.012763  0.030473   A\n",
      "8132  0.556590  1.976901  0.130669  2.719664   N\n",
      "8133  0.161076 -1.314940 -0.605192 -0.732213   7\n",
      "8134 -1.842062  0.010915 -0.013233 -0.298259   F\n",
      "8135  1.727237  1.674584 -0.988291  0.512445   M\n",
      "8136 -0.190386 -0.184385  1.163292 -1.059896   V\n",
      "8137  0.693111  0.815751 -2.388695 -0.201710   P\n",
      "8138 -0.062113 -0.009850  0.658453  0.782910   C\n",
      "8139  0.880940 -0.707391 -0.750939 -0.042381   Z\n",
      "           one       two     three      four key\n",
      "8140 -0.592838 -0.700117  0.831352 -1.158911   A\n",
      "8141  1.628350  0.404618  0.086334  0.278914   U\n",
      "8142  0.210544 -0.909438  0.903900  0.471579   U\n",
      "8143  0.033606 -0.882900 -0.345729 -0.317833   Z\n",
      "8144 -0.075574 -0.616260 -0.342471  0.850522   P\n",
      "8145 -1.262951 -0.167273  1.457807 -0.375636   H\n",
      "8146 -0.289513 -0.927606  0.950207  1.234067   P\n",
      "8147  1.346532  1.083389 -0.840823  0.525032   W\n",
      "8148  0.698213 -1.263537  0.034589 -1.082713   Z\n",
      "8149 -0.798004 -1.301795 -1.956852 -1.284120   C\n",
      "           one       two     three      four key\n",
      "8150  0.042611 -0.175943 -1.015977  0.668174   J\n",
      "8151  1.522649  2.291392  1.506445 -0.448051   4\n",
      "8152  0.549118 -0.439673  0.651229  2.648046   J\n",
      "8153  0.119468  0.224633 -0.462937  1.410156   U\n",
      "8154 -0.323899 -0.115278 -2.247625  0.271304   W\n",
      "8155 -0.569093  1.860056 -2.552601 -0.433538   E\n",
      "8156  0.112111 -0.845798  1.006310  1.138832   H\n",
      "8157 -0.499492  0.916415 -1.045215 -0.507578   4\n",
      "8158  0.376336  0.764119  0.935520 -0.594284   N\n",
      "8159  0.043552 -1.133114  1.839960  1.076891   X\n",
      "           one       two     three      four key\n",
      "8160  0.085216  2.510964 -1.054814  0.673700   C\n",
      "8161 -1.781879 -1.085402 -0.052362 -1.070721   N\n",
      "8162  0.895674  1.221778  0.354944 -2.720801   E\n",
      "8163  0.178964 -1.240360  0.216703 -0.931038   X\n",
      "8164  0.751111 -1.677541 -1.845294  0.472624   E\n",
      "8165 -0.174065  0.417376  0.675686  0.976130   T\n",
      "8166  0.469285  0.468043  0.740358 -3.173509   6\n",
      "8167 -0.414343 -0.847570  0.321461 -2.575767   E\n",
      "8168  0.947171  0.328539  0.194055 -0.530855   I\n",
      "8169  0.280984  2.218110  0.043019  0.105971   O\n",
      "           one       two     three      four key\n",
      "8170  1.368775  0.314364  0.237928  0.826480   U\n",
      "8171 -0.556654  0.677244 -0.048745  0.481485   P\n",
      "8172  1.275352 -1.636605 -0.907083 -0.842150   2\n",
      "8173  0.354485  0.336961 -0.877361  1.943403   2\n",
      "8174  1.630411 -0.107837 -0.452670  0.511911   K\n",
      "8175  2.130822 -0.513613 -0.589273  0.270247   8\n",
      "8176  1.133030 -0.920499 -0.411478 -0.001258   T\n",
      "8177 -0.022368 -0.165693  1.487503 -1.560971   K\n",
      "8178 -1.597818 -0.544170  0.565076  1.288177   D\n",
      "8179 -0.641429  0.376690 -0.153789 -0.512961   G\n",
      "           one       two     three      four key\n",
      "8180  0.314357 -0.962542 -0.541513 -1.156165   Q\n",
      "8181  0.088340  0.814274 -0.304655  0.792676   V\n",
      "8182 -0.241962 -0.629315 -2.212602 -0.374105   1\n",
      "8183 -1.181735 -0.596942  0.274344  0.273126   7\n",
      "8184 -0.216653 -0.736039 -0.695236  0.421188   O\n",
      "8185 -0.210084  0.708077  1.545655 -1.587045   K\n",
      "8186 -0.194804 -0.215578  0.691829 -0.099275   R\n",
      "8187  0.555034 -0.628948 -0.550886 -1.303585   3\n",
      "8188 -0.001326  0.234979  0.305587  1.174985   Z\n",
      "8189 -0.505885  0.289075 -1.017537  0.086235   S\n",
      "           one       two     three      four key\n",
      "8190  0.818458 -0.077424 -1.535597 -0.727323   N\n",
      "8191 -0.739838  0.654748  0.775893  0.911726   Y\n",
      "8192 -0.157669  0.010577 -0.473291 -0.114977   J\n",
      "8193  1.582073  1.211351  0.277131  0.637144   N\n",
      "8194 -0.704190  0.127876  1.052503  0.209074   I\n",
      "8195 -0.389368 -0.932914 -0.998025  0.563617   Z\n",
      "8196 -0.558272 -0.161775 -1.538067  0.613443   7\n",
      "8197 -0.158497  1.349013 -0.475158 -1.033059   I\n",
      "8198  0.407671  0.254557 -1.560825  1.125628   7\n",
      "8199 -0.653921  0.027579 -1.396294  0.913825   X\n",
      "           one       two     three      four key\n",
      "8200 -2.576925  0.338165  0.519443 -2.303307   R\n",
      "8201 -0.842865  1.082165 -0.646398 -1.135007   W\n",
      "8202 -0.494181  0.104939  0.827237  1.055114   X\n",
      "8203  1.155762 -0.066008  0.236059  0.309968   O\n",
      "8204 -0.687534 -0.026354  0.106619  2.474902   V\n",
      "8205  0.649518 -1.177811 -0.954277 -0.339044   Q\n",
      "8206 -0.423468  0.638838 -0.039035  0.145446   J\n",
      "8207  0.082738 -0.472712  0.480072  2.019987   I\n",
      "8208  0.268893 -1.484846 -1.637640 -2.325580   W\n",
      "8209 -0.107130 -1.112420 -1.270698  0.848297   Y\n",
      "           one       two     three      four key\n",
      "8210 -1.045441  0.797203 -0.350623 -1.154112   P\n",
      "8211  0.419681 -1.202555  0.374433 -0.556202   L\n",
      "8212  0.203281  0.947045  0.990642  0.061859   Y\n",
      "8213  2.092124  0.906692  1.327444  1.098020   Y\n",
      "8214  0.426330  0.775431 -0.540807  0.483395   X\n",
      "8215  1.652039 -0.887320 -2.174533  1.286618   T\n",
      "8216  1.014085  0.771958  0.391398  1.349605   O\n",
      "8217 -0.268733  0.145778  1.148385 -0.055859   W\n",
      "8218  1.174609  0.611714  0.515179 -0.185848   F\n",
      "8219 -2.405019 -0.160283  2.322082 -0.944043   5\n",
      "           one       two     three      four key\n",
      "8220  0.423192  0.095787 -0.887768 -0.741621   A\n",
      "8221 -1.242080  0.371924  0.166777  1.010489   5\n",
      "8222  1.293472  1.144530 -1.481267 -0.441602   6\n",
      "8223 -1.126853 -1.037226 -0.239714  1.173219   4\n",
      "8224 -1.062209  1.192262 -0.775448 -1.225012   E\n",
      "8225 -0.372656 -0.485828  0.534655 -1.212245   B\n",
      "8226 -0.020036 -1.333035  2.189450 -0.249190   Q\n",
      "8227 -0.577763 -0.389902  0.488138  0.626001   T\n",
      "8228 -0.766541  0.713717 -1.018256  1.889361   K\n",
      "8229 -1.738700 -0.336054 -0.992538  1.421204   7\n",
      "           one       two     three      four key\n",
      "8230 -0.568216 -1.848144  0.863835  1.322281   X\n",
      "8231  1.321858  1.008873  0.254608 -1.342099   U\n",
      "8232 -1.443118  0.240571  0.792944  0.073668   M\n",
      "8233  0.440872  1.122574 -0.755519 -0.716928   W\n",
      "8234  1.515096  1.335474 -0.910116  0.051178   B\n",
      "8235  2.023580  1.096807 -1.348178  0.264342   A\n",
      "8236 -0.361315  1.010652  2.553879 -0.089575   A\n",
      "8237 -0.994548 -0.457568  2.218483 -1.278251   C\n",
      "8238  0.132032 -1.305137 -0.536163 -1.280055   V\n",
      "8239  1.161764  0.818182  0.015119  0.283322   J\n",
      "           one       two     three      four key\n",
      "8240 -1.039421  1.134517 -2.225790  0.059204   F\n",
      "8241 -0.867389  0.398072  2.053797  0.734563   Y\n",
      "8242  1.453002  0.569163  0.198248  0.465206   E\n",
      "8243 -0.095428  0.428386 -0.405098 -1.397249   V\n",
      "8244 -1.173270  0.159078  1.927651 -0.210691   Q\n",
      "8245  1.043966 -0.104111 -0.249276 -0.020779   Q\n",
      "8246  0.280529  1.601091  0.561331  0.868631   C\n",
      "8247 -0.659953 -2.303160  0.248001  0.942726   O\n",
      "8248  0.790584 -0.983116  0.874531  0.809282   P\n",
      "8249 -1.175911  2.151987 -0.080928 -0.431624   Y\n",
      "           one       two     three      four key\n",
      "8250 -0.261110 -0.516070  1.135388 -0.761320   I\n",
      "8251  0.703424  0.449614 -1.593578 -1.155400   C\n",
      "8252  1.116450 -0.274069 -0.029748 -0.433413   Q\n",
      "8253 -0.357309 -0.529398  0.205418  0.108428   I\n",
      "8254  0.423229  2.089096  0.923675  1.502727   E\n",
      "8255  0.217126  1.282361 -0.978429  0.263613   O\n",
      "8256 -0.443398  0.676990  0.638589 -0.873795   S\n",
      "8257  1.005342  0.682462  1.200273  0.193455   H\n",
      "8258  1.376210  1.148046 -1.194933 -0.024651   7\n",
      "8259  0.745347 -0.886025 -0.437063  2.124741   1\n",
      "           one       two     three      four key\n",
      "8260  0.620059 -1.371443  0.722630  1.637960   I\n",
      "8261  0.006307 -1.331342  0.064962 -0.572398   F\n",
      "8262 -0.198477  0.684456 -0.147475  0.581649   P\n",
      "8263  0.681178  0.283489 -0.201257 -0.837272   B\n",
      "8264 -3.726864  2.152632  0.986711 -1.273956   M\n",
      "8265  1.232965 -0.872075  1.125734 -1.269692   P\n",
      "8266  1.680718 -0.795062  0.429542  0.907960   8\n",
      "8267  0.012603 -0.559558  1.170093 -0.755084   6\n",
      "8268  0.478688 -0.923803 -1.621413  1.122109   S\n",
      "8269  0.654913  0.051571  2.016148  0.652618   A\n",
      "           one       two     three      four key\n",
      "8270 -0.840525 -0.155628  0.992246  0.818995   Y\n",
      "8271  0.167651 -0.126483 -0.215923 -0.551817   D\n",
      "8272 -1.694869 -0.251794  0.643792  1.051484   7\n",
      "8273  1.158911  1.192041 -0.474725 -1.188533   4\n",
      "8274 -0.359609 -0.742870 -1.434232 -0.412530   D\n",
      "8275  0.527894  0.084068  2.368530 -0.003024   3\n",
      "8276  0.388307  0.969655 -0.162391 -0.256349   K\n",
      "8277 -0.270080 -1.255751 -0.356179  1.231406   I\n",
      "8278  0.082013 -0.523347 -0.298926 -2.259246   W\n",
      "8279 -1.401529  0.293567  0.915069 -0.697824   8\n",
      "           one       two     three      four key\n",
      "8280 -0.342039  0.204837  0.965391  0.219577   Q\n",
      "8281  1.588456 -0.269372 -0.298399 -0.017322   E\n",
      "8282  0.367103 -0.208087 -0.251701 -0.522193   S\n",
      "8283  0.197511 -0.502179 -1.736854  1.234516   P\n",
      "8284  1.552528 -1.332354 -0.227918 -0.817041   W\n",
      "8285  0.304382  1.406603  0.373172  0.446837   U\n",
      "8286 -1.405559 -0.701879  1.793801 -0.370495   7\n",
      "8287 -0.290146  0.466117  1.019924 -0.091318   O\n",
      "8288 -0.046104  0.873557  0.660301  0.463093   C\n",
      "8289 -1.577012 -2.119284  1.805621 -0.283501   V\n",
      "           one       two     three      four key\n",
      "8290  0.340372  0.382561  0.000311  0.452417   K\n",
      "8291  1.617485  0.325101 -0.560042  0.944086   G\n",
      "8292  0.268348 -0.373020  0.433140 -0.868286   T\n",
      "8293  0.599411 -1.053006 -0.061247  0.890922   N\n",
      "8294 -1.767324  0.564683 -0.274612 -0.174666   D\n",
      "8295  0.007589  1.506447  1.903478  0.416104   A\n",
      "8296 -0.109962 -0.920117  1.823192 -1.427935   7\n",
      "8297  0.645940  0.441283  0.724279  0.726795   T\n",
      "8298  1.189913 -0.453601  1.207129 -0.241785   G\n",
      "8299  1.209583  0.651352  0.384910  0.560130   W\n",
      "           one       two     three      four key\n",
      "8300 -0.835033  0.186814  0.099421 -0.540764   M\n",
      "8301  0.923118 -1.349525  1.986289  1.099944   R\n",
      "8302 -0.169421  1.093335 -0.047652 -0.085705   2\n",
      "8303 -0.367095 -0.764237  0.525876  0.358030   V\n",
      "8304 -1.150007  0.824941 -0.871591  0.058124   T\n",
      "8305  1.497400 -0.819334  0.017392 -0.037314   Z\n",
      "8306 -0.317808  1.235653  0.129119 -0.750614   H\n",
      "8307  0.895324  1.738289 -0.789496  1.561415   S\n",
      "8308 -2.323376 -0.086484 -0.937811  0.975500   2\n",
      "8309  0.749857 -1.469871  2.674434 -0.835018   A\n",
      "           one       two     three      four key\n",
      "8310 -0.631611 -0.828862 -0.120594 -1.000737   L\n",
      "8311 -0.722216 -0.507616  0.252700 -0.196935   0\n",
      "8312 -1.121400 -0.830074 -1.556151  1.372112   5\n",
      "8313  1.255334 -0.091549 -1.092050  1.431610   J\n",
      "8314 -2.088980 -1.033840 -0.175710 -0.044959   A\n",
      "8315 -0.593836 -0.125592 -0.148473  0.824293   G\n",
      "8316 -0.853371 -1.050392 -1.636552 -0.531499   R\n",
      "8317  0.184960  0.724281 -1.303614  0.042783   T\n",
      "8318 -0.234229 -2.156776  0.665154  0.652185   M\n",
      "8319 -0.542995  0.391323 -0.623619 -0.638091   E\n",
      "           one       two     three      four key\n",
      "8320  1.036986  0.499677  1.148364 -0.467139   W\n",
      "8321  0.762713 -0.337946 -0.239413 -0.662795   A\n",
      "8322  0.749977  0.712538  1.001917 -0.996523   K\n",
      "8323  0.171084 -0.255490  0.102048 -0.316483   Z\n",
      "8324  1.932525  0.246313 -0.141027 -0.530162   1\n",
      "8325 -1.057745 -0.974924 -0.138164  0.507494   O\n",
      "8326  1.450925 -0.757698 -0.095352 -0.783242   O\n",
      "8327 -0.851492  0.531830 -0.000885  1.090088   B\n",
      "8328 -1.455230 -1.651306  0.176941  0.872048   S\n",
      "8329  1.614927 -1.213212 -0.481253 -0.417014   N\n",
      "           one       two     three      four key\n",
      "8330 -0.084471 -0.277350  1.451430  0.084764   W\n",
      "8331 -0.518113  0.226028 -0.511796 -0.919190   F\n",
      "8332 -0.972866  1.004205  0.120233  0.042025   Z\n",
      "8333  2.833891 -2.101260 -0.429482 -0.463515   V\n",
      "8334 -0.128270 -0.543380 -0.221873 -1.029007   8\n",
      "8335  1.247967  0.128850 -1.559185  0.044223   T\n",
      "8336  0.273832  0.522074 -0.308342  2.699276   O\n",
      "8337  0.702012  0.711724  1.163336  0.296343   I\n",
      "8338 -1.016164 -0.354134  0.344964 -0.991717   Z\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8339  1.063249 -1.609780  1.585452  0.266229   B\n",
      "           one       two     three      four key\n",
      "8340 -0.345092 -1.783733  0.995363 -0.133127   W\n",
      "8341  0.580273  0.858170 -0.411594  0.237033   4\n",
      "8342  0.242251 -0.014573 -0.546432  0.329856   Q\n",
      "8343  0.399690  1.883217 -0.567522  0.406623   E\n",
      "8344 -0.388245  1.919552 -0.905067  0.678331   W\n",
      "8345  0.533744  1.906746  0.543798 -1.308828   T\n",
      "8346 -0.978301 -0.936583  0.090409 -0.218280   X\n",
      "8347  0.339442 -0.280250 -1.007012 -2.808084   E\n",
      "8348 -1.670404  0.076665  1.298030 -0.763384   G\n",
      "8349  0.673709  1.492749  0.547974 -0.214530   Y\n",
      "           one       two     three      four key\n",
      "8350 -0.860414 -1.054173 -0.213906  2.004594   K\n",
      "8351 -0.697103  0.482459 -0.618269  0.468325   1\n",
      "8352 -1.595699  0.747179  0.439322  0.375915   L\n",
      "8353  0.640864 -0.928823  0.139356 -0.740332   R\n",
      "8354  0.504642  0.081301 -0.524631  0.122069   I\n",
      "8355 -1.560576 -1.408741  0.544641  0.939580   A\n",
      "8356  0.876947  0.969392 -1.069375  0.173287   4\n",
      "8357 -0.995748 -0.962385  1.257431 -0.631646   8\n",
      "8358  0.500236 -0.891189  0.463304 -0.394501   S\n",
      "8359 -2.687335 -0.240997 -0.588067 -0.355682   H\n",
      "           one       two     three      four key\n",
      "8360  1.112292 -0.026863 -0.144077  0.364361   H\n",
      "8361  0.236183  0.113043 -1.380454  0.028792   K\n",
      "8362 -1.093494 -0.946562  0.149382 -0.190454   L\n",
      "8363  0.676450  0.904576  0.854621  0.323596   B\n",
      "8364  1.841712  0.439631 -1.265122 -0.713029   M\n",
      "8365 -1.128605 -0.498973 -0.079963  0.176692   O\n",
      "8366  0.767857 -0.511653 -2.181414 -0.225151   A\n",
      "8367  2.219223 -1.507158  0.901499  0.474151   4\n",
      "8368 -0.030439  0.912498  1.780497  0.437122   W\n",
      "8369  1.038661 -0.390589  1.521634  1.431299   X\n",
      "           one       two     three      four key\n",
      "8370 -0.562848  0.630243 -0.055077 -2.031742   V\n",
      "8371 -0.838191  1.910501  1.784924 -0.128932   P\n",
      "8372  0.289630  1.530673 -1.678070  1.182819   O\n",
      "8373 -0.458333  1.229672 -0.038087  0.961370   S\n",
      "8374  0.607271 -1.161728  1.128581  0.477947   9\n",
      "8375  1.136751 -0.617244 -0.103225  1.273975   B\n",
      "8376 -0.499357  0.082418  0.886325 -0.889350   P\n",
      "8377 -0.053079 -0.431909 -0.819710 -0.184383   E\n",
      "8378  0.554389 -3.415448 -1.008008  0.095636   S\n",
      "8379 -0.437518  1.416218 -1.223696 -0.983091   F\n",
      "           one       two     three      four key\n",
      "8380 -0.562207  0.266432  0.282217 -0.572417   T\n",
      "8381  0.282379  0.261255  0.389700 -1.350305   0\n",
      "8382  1.036831  0.417989 -0.203446  0.483799   Y\n",
      "8383 -0.468093  0.346607 -1.773748  0.778593   N\n",
      "8384  0.439716 -0.543873  0.113144 -0.889964   O\n",
      "8385 -1.374947  1.858126  0.670141  1.643450   B\n",
      "8386 -0.854071  0.015123  0.606645 -0.924789   V\n",
      "8387 -1.064914 -0.752264  0.635654 -0.847769   K\n",
      "8388  0.328038 -2.201035 -0.640835 -0.762974   J\n",
      "8389 -0.454491 -1.296817  2.021387  0.740482   A\n",
      "           one       two     three      four key\n",
      "8390  0.495933 -0.706393  0.515892 -1.664529   B\n",
      "8391  1.015098  0.254481  0.284005  0.084618   Z\n",
      "8392  1.110091 -1.078437 -0.415991 -2.497072   R\n",
      "8393 -0.787877  0.023630  0.791347 -0.153287   7\n",
      "8394  0.074121  2.946737  0.432237 -1.322222   F\n",
      "8395  0.353429 -0.247717  0.027099 -0.872752   K\n",
      "8396  1.224205  0.710345  0.406204  1.362394   1\n",
      "8397 -0.350708 -2.263328  0.280188  0.996978   E\n",
      "8398  0.207886  1.219363  0.120394  1.416482   B\n",
      "8399  0.321767  0.997815 -0.141009 -0.214223   S\n",
      "           one       two     three      four key\n",
      "8400 -1.343528 -0.396485 -1.638347 -1.006332   X\n",
      "8401  0.022319 -0.704375  0.789894 -1.780649   3\n",
      "8402 -1.539439  0.535850  1.976509  1.146052   8\n",
      "8403  1.721770  0.110358 -1.426991  0.302453   Y\n",
      "8404 -0.122783  1.017953 -0.485182 -0.757533   Z\n",
      "8405  1.437882  0.462309  0.645184 -0.488188   5\n",
      "8406  0.252519 -0.893764 -1.451020 -0.037571   Q\n",
      "8407  1.428140 -0.307382  0.835236  0.318659   Y\n",
      "8408 -0.653513 -0.826898  0.365600 -0.343442   U\n",
      "8409  0.648526  0.382166  0.837120  2.057713   U\n",
      "           one       two     three      four key\n",
      "8410 -0.294031  1.866947 -2.424641 -0.594399   9\n",
      "8411  0.546136 -1.165291 -0.069493  0.839443   Q\n",
      "8412  0.055590  0.460796  1.480777 -1.173950   9\n",
      "8413  0.911487  0.336341 -0.890390 -0.131222   K\n",
      "8414 -0.907505 -0.773818  0.123461  1.723814   7\n",
      "8415  0.118950  0.898642  1.359423 -0.025140   U\n",
      "8416 -0.878655 -1.640173 -1.324034  1.131211   C\n",
      "8417 -0.019509  0.876113 -1.549758  1.650965   I\n",
      "8418 -0.003943 -0.100711  0.089326  1.220398   E\n",
      "8419 -0.047169 -0.834210 -1.417680 -0.992629   P\n",
      "           one       two     three      four key\n",
      "8420  1.408109 -1.297373  0.331664  0.227963   A\n",
      "8421 -1.254859  0.379769  0.234048 -0.412161   Q\n",
      "8422  0.532227 -0.576430  0.433983 -1.034566   6\n",
      "8423 -0.440186 -0.920560 -0.886908 -0.717393   B\n",
      "8424  1.755844  0.583305 -0.023002 -1.240222   A\n",
      "8425  0.326275  1.118900  2.100199 -0.302665   9\n",
      "8426  0.024880 -0.717322  1.408196  0.961346   J\n",
      "8427 -2.338187  1.448027 -1.882319  0.090921   E\n",
      "8428 -2.329398  0.226033 -0.359550 -0.545552   O\n",
      "8429 -0.203604 -0.371016 -0.120285 -1.316813   O\n",
      "           one       two     three      four key\n",
      "8430  1.626647  0.296330  0.314341 -0.031742   9\n",
      "8431  1.915538  0.902880  0.408403  0.380036   E\n",
      "8432 -1.095378 -1.436462 -0.136636 -0.076472   3\n",
      "8433 -1.588550 -0.192420 -0.125519 -0.116338   9\n",
      "8434  0.677292  0.021536 -1.543651 -0.254482   G\n",
      "8435  0.146033  0.956711 -0.116033 -1.118259   R\n",
      "8436  0.162939 -0.176831 -0.517489 -0.086483   T\n",
      "8437  0.446004  1.421391  1.864233 -0.231944   C\n",
      "8438 -0.766637  0.849322 -2.271482  0.097941   Q\n",
      "8439 -2.212326  0.371240  0.076708  0.579678   1\n",
      "           one       two     three      four key\n",
      "8440  0.449888 -0.382982  0.535168 -0.139049   6\n",
      "8441 -0.226391 -0.360102 -0.256503 -0.591466   0\n",
      "8442  0.731660 -1.895307 -0.977830  0.609795   U\n",
      "8443  0.093161 -0.941322  0.948940  0.907185   O\n",
      "8444 -0.473135 -0.154075 -1.019198  0.463382   V\n",
      "8445 -0.360482  1.129282 -0.520626 -0.583512   X\n",
      "8446  0.398428  0.931627  0.126570 -0.359562   C\n",
      "8447  0.056456  0.942890  0.487491 -0.325111   K\n",
      "8448  0.919766  1.271893  0.325629  1.438338   M\n",
      "8449  0.826460 -0.252578 -0.935145  1.414167   B\n",
      "           one       two     three      four key\n",
      "8450  0.239817  0.200546  0.676698  0.359205   J\n",
      "8451  1.004258  0.137820  0.340930 -0.534090   S\n",
      "8452 -0.022907 -1.523095  0.641033 -0.104281   O\n",
      "8453  2.455329 -0.190569  0.302309 -0.480748   X\n",
      "8454 -1.152559 -1.857734  0.187128 -1.995975   B\n",
      "8455 -1.576836 -1.958031 -0.140602  0.632315   Q\n",
      "8456  0.426068 -0.167195 -1.075382 -1.092328   Q\n",
      "8457 -0.716212  1.015349  0.488514 -0.699262   4\n",
      "8458 -1.159867 -0.775871  0.605492 -0.297012   D\n",
      "8459 -0.088278 -0.206925  0.104638  0.875423   2\n",
      "           one       two     three      four key\n",
      "8460 -0.610495  0.557744  0.931149  0.436779   Z\n",
      "8461  0.379394 -1.317547  0.001410  0.969856   Z\n",
      "8462  0.864211  1.519593  1.260238  0.654337   T\n",
      "8463  1.350424  0.345149 -0.829001  0.185953   Y\n",
      "8464  0.956002  0.566695  1.150978 -0.360039   O\n",
      "8465 -1.012716 -1.020895  0.650649 -1.216440   Y\n",
      "8466 -1.087239 -0.949828 -0.645358 -0.859970   V\n",
      "8467  1.614264  0.488728  2.352849  0.268151   W\n",
      "8468  0.662645 -0.887113  0.476253  0.060454   L\n",
      "8469  0.005817 -2.763755 -1.300543  0.542561   A\n",
      "           one       two     three      four key\n",
      "8470  0.763453  0.438033 -1.231173  0.806291   X\n",
      "8471  0.024834  1.118008  1.737034 -0.374938   I\n",
      "8472 -0.355465 -1.076554  0.965899  0.659141   V\n",
      "8473 -0.745188 -0.782877 -1.258483 -1.055936   J\n",
      "8474  0.202093 -1.282088 -0.779935  1.443650   Z\n",
      "8475  0.760751  0.022058 -0.351377  0.211099   A\n",
      "8476  0.557158 -1.876649 -1.430152 -1.654969   L\n",
      "8477  1.319639 -0.215070 -0.362025  0.518275   E\n",
      "8478 -2.286471  0.411294 -1.539162 -0.091418   F\n",
      "8479 -0.573244 -0.422650  1.464084  0.542439   R\n",
      "           one       two     three      four key\n",
      "8480 -0.557591 -0.698958 -0.993515  0.075930   V\n",
      "8481  1.334503  0.513017 -0.587334 -0.251176   Y\n",
      "8482 -1.496775  0.744357 -0.482187 -1.308006   O\n",
      "8483 -1.174527  0.387196 -1.718539 -1.281410   N\n",
      "8484 -0.675110  1.193266  0.997502 -0.521573   D\n",
      "8485  0.157038 -1.616308 -0.903544  0.350487   J\n",
      "8486 -0.130342 -0.803972 -0.113091 -0.381549   H\n",
      "8487 -1.348766  0.714156  0.043432 -0.057863   O\n",
      "8488  0.760157 -0.318976  0.433243 -0.439731   X\n",
      "8489 -0.526896 -1.083645 -0.161763  0.660053   U\n",
      "           one       two     three      four key\n",
      "8490 -0.461582 -1.050731 -0.426427  0.887175   V\n",
      "8491 -0.222515  0.753492 -0.409289 -0.295382   1\n",
      "8492  0.721114  1.011716 -0.271546  1.211776   R\n",
      "8493  1.121356  0.468571 -0.336326  0.078605   T\n",
      "8494  0.164942 -0.266021 -2.143937 -2.113471   9\n",
      "8495  1.345822  2.363195 -1.405568  2.599800   G\n",
      "8496  0.173217 -0.116329  0.373466  0.381805   O\n",
      "8497 -0.289274  1.439352 -0.799853 -1.208543   M\n",
      "8498  1.094008  0.049683 -1.445820  0.540209   5\n",
      "8499  0.290745  0.590175  0.895260 -0.025518   P\n",
      "           one       two     three      four key\n",
      "8500 -0.264040 -1.204051  0.504199  0.602873   H\n",
      "8501  2.027584 -0.097576 -0.445689  1.965018   J\n",
      "8502  1.342573  1.231400  1.723257  1.332216   M\n",
      "8503  1.536042  1.585264  0.904740  0.972697   7\n",
      "8504 -0.494593  0.008418  1.512647 -0.114531   N\n",
      "8505  0.796604  0.242223 -0.381732 -0.006187   6\n",
      "8506 -0.103388  0.690857 -0.217870 -0.399363   J\n",
      "8507 -1.055039  1.263498 -0.294833 -0.131290   L\n",
      "8508  0.769964 -0.077621 -1.569057  1.759866   M\n",
      "8509 -0.380482 -0.444606 -0.959613  0.375138   K\n",
      "           one       two     three      four key\n",
      "8510  0.343652  1.653497  0.361990  1.413521   H\n",
      "8511 -1.037169  0.466151 -0.483780  1.754663   G\n",
      "8512 -1.370660 -0.066661  0.780669 -0.341960   E\n",
      "8513 -1.218953 -1.185454 -0.313377  0.509477   D\n",
      "8514  0.320657 -2.371135  1.327589 -1.326688   K\n",
      "8515 -0.021378 -0.062101  0.573617 -0.603958   S\n",
      "8516  0.703793  0.094209  0.212399 -0.698490   K\n",
      "8517  0.126527 -0.597758  0.772462  0.406615   S\n",
      "8518  0.472917 -0.828902 -0.236532  1.138180   1\n",
      "8519 -0.903719 -1.377777 -1.844190 -0.472677   4\n",
      "           one       two     three      four key\n",
      "8520  1.024344 -0.450261 -0.683783 -0.661729   L\n",
      "8521  0.127562  0.164955  0.302059 -0.774069   S\n",
      "8522  1.114310  0.040545 -1.945605 -0.051613   4\n",
      "8523 -1.105121  2.330199 -1.632064 -0.642056   M\n",
      "8524 -0.638923  2.087784 -0.664267  1.279759   B\n",
      "8525  0.394658 -1.415181  0.909133 -1.030027   Y\n",
      "8526  0.229629  1.221449  0.267325  1.546965   B\n",
      "8527 -0.754186 -1.428343  1.642931  1.298858   T\n",
      "8528  0.276274  0.759065 -0.779600  0.224756   4\n",
      "8529  0.701377  0.120162  1.432007 -0.151164   M\n",
      "           one       two     three      four key\n",
      "8530 -0.595785 -1.448381 -1.434809 -1.878632   3\n",
      "8531  0.500949  0.070500 -0.443117  0.457912   U\n",
      "8532  0.859546  2.785971 -0.532929 -1.136828   Z\n",
      "8533  0.711861  0.002736 -0.400844  0.551365   T\n",
      "8534 -1.445062 -0.611055 -0.322967  0.547384   8\n",
      "8535  0.954100 -1.257360  1.008903 -0.906558   1\n",
      "8536 -0.833364  1.040694  1.197968 -1.312923   Q\n",
      "8537 -1.292614  0.276692 -1.050741  1.534013   1\n",
      "8538 -1.013760 -0.066572 -0.620854  0.730214   0\n",
      "8539 -0.976169 -0.974598 -2.197370  1.852371   R\n",
      "           one       two     three      four key\n",
      "8540 -1.329730  1.085331  1.980574  1.176841   P\n",
      "8541 -0.218698  0.084666 -0.173542 -0.651511   U\n",
      "8542 -1.982991  1.643599  1.468598  1.516742   O\n",
      "8543  1.164884  0.020764 -0.533329 -1.145035   S\n",
      "8544 -1.491799  0.007564  0.616605 -1.037414   S\n",
      "8545 -0.996030  0.137301  1.731782  0.175898   L\n",
      "8546  0.303861 -1.052662 -0.970055 -0.785081   4\n",
      "8547 -1.001332  0.017181  1.782410 -1.190568   C\n",
      "8548 -0.336102 -0.821629 -0.626185  0.571429   0\n",
      "8549  0.422550  0.500042  0.513456  0.488156   M\n",
      "           one       two     three      four key\n",
      "8550  1.867871  1.484582 -1.357443 -2.626637   J\n",
      "8551  2.005167 -0.685622 -1.561030  0.182441   3\n",
      "8552  0.597000  0.222708  0.305168 -0.080533   S\n",
      "8553 -0.508773  1.021734  1.108644  0.943291   H\n",
      "8554 -1.179020  0.036331  1.042837  1.088222   K\n",
      "8555  0.951402 -0.307578 -0.368335  0.251813   T\n",
      "8556  1.218339  0.713224 -1.293507 -0.760257   A\n",
      "8557 -0.637575  0.264305 -1.318301 -0.356751   H\n",
      "8558 -0.279952 -0.480788  0.570095  0.064280   3\n",
      "8559  0.070160  1.671392 -0.799068  1.152375   F\n",
      "           one       two     three      four key\n",
      "8560  0.765127  1.032661  0.202238 -0.111697   F\n",
      "8561 -0.164872 -0.205052 -1.352808  1.070987   T\n",
      "8562 -0.921249  0.130183 -0.494700  1.200320   U\n",
      "8563 -0.772598  0.971766 -1.172807 -0.629114   L\n",
      "8564 -1.168048 -0.763392 -1.101017 -1.225282   H\n",
      "8565 -0.487141 -1.570014  2.023701  0.942098   N\n",
      "8566 -0.960110 -0.599789 -0.420131 -1.060305   N\n",
      "8567  1.145774  0.271638  0.158536 -0.138008   U\n",
      "8568 -0.193084  0.966616 -1.288475 -0.604217   P\n",
      "8569 -0.328503  0.848668 -0.046550 -0.349784   D\n",
      "           one       two     three      four key\n",
      "8570 -0.350641  0.682652  1.213110 -0.422607   X\n",
      "8571  1.623558 -0.389626  2.020485 -0.204085   M\n",
      "8572 -0.281836  0.799264 -0.033647  0.041708   R\n",
      "8573 -1.379627 -1.124807  0.076573 -0.908953   V\n",
      "8574 -0.481685  1.317100 -0.913979 -0.677304   P\n",
      "8575  0.574356 -0.732228 -0.158524 -1.794890   U\n",
      "8576 -0.556246 -0.972948 -0.358834 -0.229477   E\n",
      "8577 -0.662142 -0.182813  0.328315  2.252194   K\n",
      "8578 -0.209264  1.116097 -0.839968  0.491750   E\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8579  0.412337 -0.464012  0.112052  0.829024   4\n",
      "           one       two     three      four key\n",
      "8580 -0.292731  0.152552  0.171421 -1.676514   V\n",
      "8581 -0.810217  1.707645 -0.295623  0.205511   L\n",
      "8582  0.443111  0.546866 -0.815407 -0.814718   2\n",
      "8583  0.421462 -0.836823  1.425804  0.052379   T\n",
      "8584 -0.761553 -2.153481 -1.241917 -1.000066   C\n",
      "8585 -1.740843 -1.618405 -0.206717  0.088524   U\n",
      "8586  0.862219 -1.028091  0.132116  0.920400   D\n",
      "8587  1.151347  0.109756 -0.987297  0.763409   S\n",
      "8588 -0.910335 -0.982107  0.490226  0.643449   2\n",
      "8589  0.761674 -0.617406 -1.652585  1.875518   G\n",
      "           one       two     three      four key\n",
      "8590 -0.994851 -0.103497 -1.577335 -0.537263   N\n",
      "8591  0.410500  2.351971 -0.974480  0.163615   O\n",
      "8592  0.363843 -0.331079  0.008411 -1.808952   8\n",
      "8593 -0.726563 -0.261141  0.243103  0.142011   R\n",
      "8594 -1.010931  1.014739 -0.925784 -0.869491   D\n",
      "8595  0.938799  0.421110 -0.105712 -0.563260   B\n",
      "8596 -0.639067 -1.289469  1.124618  0.608780   L\n",
      "8597  0.853380 -0.514838  0.097316 -0.297523   W\n",
      "8598  0.947749  0.259260  0.549507 -2.636814   3\n",
      "8599  1.905350 -0.012055  2.431791  1.237997   J\n",
      "           one       two     three      four key\n",
      "8600 -0.516668 -1.809236  0.416144 -2.280588   W\n",
      "8601  1.027780 -0.027405 -0.564503 -0.119947   N\n",
      "8602  1.551204  0.466685 -0.641260 -0.181744   H\n",
      "8603  0.926318  0.927291  0.117346  0.689852   R\n",
      "8604 -0.632273  0.324688  0.298193 -1.017273   Y\n",
      "8605 -0.015874  0.788401  0.638825  0.372048   S\n",
      "8606 -0.010017 -0.326955 -0.318236  1.046044   V\n",
      "8607 -0.634580 -0.522508  0.068567 -0.884560   V\n",
      "8608  2.050653 -1.181549 -0.533822 -2.125313   I\n",
      "8609 -0.908868 -0.793014 -0.335109  0.037492   Q\n",
      "           one       two     three      four key\n",
      "8610  1.224110  0.958274  1.329758 -0.253768   A\n",
      "8611  1.718144 -0.648634  0.142423 -0.403445   M\n",
      "8612 -0.533005 -0.214491 -0.235923  0.914930   X\n",
      "8613 -1.390759  0.211406  0.590674  0.083262   O\n",
      "8614 -0.928091  0.701956  1.039178 -0.762259   2\n",
      "8615  0.728672 -0.383446 -0.562926  0.423290   I\n",
      "8616  0.370024  0.032020 -1.263050 -0.661190   8\n",
      "8617 -0.174518 -0.253561  1.363441 -0.352337   Z\n",
      "8618 -1.462123 -1.024080  0.516048 -0.274181   4\n",
      "8619  0.149626 -1.258493 -3.147012  0.647377   M\n",
      "           one       two     three      four key\n",
      "8620  0.718572  0.122687 -0.264683 -0.012467   I\n",
      "8621 -0.583261  1.866096 -1.291962  0.501720   Q\n",
      "8622 -0.215772  0.096258  0.500506  1.266032   9\n",
      "8623 -2.008887 -0.463262  0.235280  1.576381   S\n",
      "8624 -0.389031  0.756333 -0.727188 -0.241930   W\n",
      "8625  0.094756  1.443395  0.421279  0.521304   V\n",
      "8626  0.211397 -1.091062 -0.885885 -1.174211   D\n",
      "8627  0.867971  0.059845  2.117674 -0.275678   T\n",
      "8628 -0.689220 -0.498567 -0.754487  0.249618   V\n",
      "8629 -1.422313 -0.799299 -0.818168  0.175179   D\n",
      "           one       two     three      four key\n",
      "8630  0.121058 -1.391758  0.540614  0.610208   N\n",
      "8631  0.320297  2.239588 -1.146741 -0.510208   F\n",
      "8632 -0.690142  0.491001  1.058332 -0.008989   R\n",
      "8633 -0.521703 -2.299228  1.042974  0.022488   4\n",
      "8634  0.255021  0.547390 -0.590398  1.040875   E\n",
      "8635  1.173623 -1.470366  0.391082  2.614733   Y\n",
      "8636  0.408012  0.666054 -1.332051 -1.773270   6\n",
      "8637 -0.404665 -1.826796  0.051082 -0.389155   V\n",
      "8638  1.311233  1.071636 -0.691517 -0.197166   T\n",
      "8639  1.329483 -0.314181  1.155250 -0.310138   A\n",
      "           one       two     three      four key\n",
      "8640 -1.334960 -1.373417  0.021264  0.902418   W\n",
      "8641  2.268282 -0.007329  0.394683 -1.679803   3\n",
      "8642 -0.304685 -1.356296 -1.620419 -0.569422   O\n",
      "8643 -0.530818  0.800831 -2.274781  0.170541   P\n",
      "8644 -0.001800 -3.465356 -0.827826  1.430808   R\n",
      "8645 -0.261444  1.486314 -1.039579  0.719062   9\n",
      "8646  0.627622 -0.469194 -0.101264  1.891676   Q\n",
      "8647 -0.329298  0.071715  0.479169 -1.079075   J\n",
      "8648 -0.742765  0.759030 -1.118109  0.884687   V\n",
      "8649  0.383764  1.115819  1.333113  0.371440   H\n",
      "           one       two     three      four key\n",
      "8650  0.137338 -0.662399  1.757140 -0.909405   A\n",
      "8651 -1.539605 -0.895458 -0.233275  2.666556   R\n",
      "8652  0.035304 -1.942487  1.242118 -0.184326   P\n",
      "8653  0.182066  0.434355 -0.583836  0.616160   O\n",
      "8654 -1.259901 -1.114100  0.283941  0.797892   M\n",
      "8655  0.988202 -1.163367  0.115797 -0.048535   P\n",
      "8656  0.236980 -1.602385  1.118380 -0.554616   X\n",
      "8657  0.900938  0.716454  1.811875 -1.330704   4\n",
      "8658  0.727675 -0.938174  0.479874  0.347832   3\n",
      "8659  0.287110 -0.346400 -1.159676  1.049243   P\n",
      "           one       two     three      four key\n",
      "8660 -1.099466  0.356533 -0.167410 -1.174868   M\n",
      "8661  2.128371  0.678286 -1.134974  0.492645   U\n",
      "8662 -0.839114 -0.006299  0.822817 -1.684707   K\n",
      "8663  0.883543 -1.083908 -0.056349  0.571913   U\n",
      "8664  0.394936  0.935668  0.401927 -0.062631   4\n",
      "8665 -1.239741 -1.063991  0.117355  0.529984   T\n",
      "8666 -0.921699  2.013758  0.578416 -0.832472   0\n",
      "8667 -0.438839 -1.688726 -0.772548 -1.138874   R\n",
      "8668  0.367194  0.588574  0.637054  0.636912   K\n",
      "8669 -1.398241  0.701902 -1.603974 -0.001910   P\n",
      "           one       two     three      four key\n",
      "8670 -0.759556 -1.767282  1.903070 -0.191659   S\n",
      "8671 -0.032537  0.924379 -0.148704  0.321012   Y\n",
      "8672  0.209909  1.623332 -1.144754  0.412216   6\n",
      "8673 -0.457389 -0.117801 -0.323972  0.879816   V\n",
      "8674  0.126167 -0.170582 -0.086928  1.426527   L\n",
      "8675  1.385306 -1.470873  0.593692 -1.331943   R\n",
      "8676  0.411997 -0.792781  1.117095  3.372951   V\n",
      "8677 -0.794808  0.294574 -1.235114 -1.038514   S\n",
      "8678 -0.400435 -0.040874 -1.539885  1.306125   Z\n",
      "8679  0.069999  0.856249 -0.599017 -0.766095   T\n",
      "           one       two     three      four key\n",
      "8680  0.480274  0.934571 -1.233171 -1.027289   V\n",
      "8681  0.169191 -0.241472 -0.199201 -0.421583   I\n",
      "8682 -0.274243  1.465206  0.098366 -0.166066   U\n",
      "8683  0.350214  0.375084 -1.319546 -0.105641   X\n",
      "8684  0.238529  0.373155  0.755962 -1.681836   K\n",
      "8685 -0.222048  2.136200  0.197333 -0.539230   Z\n",
      "8686  0.375309  1.165427 -1.357453  0.612017   U\n",
      "8687 -0.463573  1.766087  0.455837  0.255512   X\n",
      "8688  0.279988  0.420717  0.805524 -0.755125   U\n",
      "8689  0.930874  0.060651  1.623671  0.086015   W\n",
      "           one       two     three      four key\n",
      "8690 -0.292949 -0.880245 -0.581178  0.654815   X\n",
      "8691 -0.204133  0.333149  0.406852 -1.169391   O\n",
      "8692 -0.242474  0.331982  0.290742 -0.278750   D\n",
      "8693  0.145993  1.930448  1.720139  1.377522   E\n",
      "8694 -0.617593 -1.614591  0.016191 -0.604622   F\n",
      "8695  0.922978 -1.292055 -1.351997  0.283806   N\n",
      "8696 -0.928138  0.852961  0.024444  2.340553   N\n",
      "8697 -0.821976  0.817374  0.451825 -1.570028   A\n",
      "8698  1.321737 -0.400621 -0.807798  1.015631   X\n",
      "8699  0.711289  0.923190 -0.455170  1.067814   L\n",
      "           one       two     three      four key\n",
      "8700 -0.047304  1.394180  2.344610 -0.002397   K\n",
      "8701 -1.688336 -0.346352  0.425520 -0.224832   Z\n",
      "8702  0.160533 -0.687899 -1.421196 -0.272783   J\n",
      "8703 -1.066810  1.259937 -0.206259 -0.970699   E\n",
      "8704  0.745745  0.218009 -1.164389  0.998144   J\n",
      "8705 -1.113694  1.714325  0.081232 -0.774844   3\n",
      "8706  0.836289 -0.640712  0.214118  0.672353   9\n",
      "8707 -1.253733  1.755154  1.009684  0.813607   C\n",
      "8708  0.688122  0.107563  1.268690  1.585725   J\n",
      "8709 -1.000947  0.543779  1.701537 -0.824418   P\n",
      "           one       two     three      four key\n",
      "8710  0.259233  0.384970  0.623987 -2.267827   D\n",
      "8711  0.681097  1.819244  0.669091 -1.138714   A\n",
      "8712  0.079504 -0.515797  0.034017  0.533997   W\n",
      "8713  0.408101  0.314263 -2.700834  0.885913   1\n",
      "8714 -1.043828 -0.659638 -0.383559  3.060846   U\n",
      "8715 -0.559463  0.347588 -1.730812  0.517563   E\n",
      "8716  0.980145  1.394327 -1.456224  0.791639   Y\n",
      "8717 -0.723501  2.558271 -0.850818 -0.475867   I\n",
      "8718  0.100228 -0.570544 -0.002565 -2.148293   K\n",
      "8719 -2.006154  1.062676  0.569060  0.418153   A\n",
      "           one       two     three      four key\n",
      "8720  1.698521 -0.877715  2.729603  1.443464   F\n",
      "8721  0.151383 -0.519386  0.389304 -0.481319   J\n",
      "8722  0.945801  0.619985  2.090553 -0.437160   H\n",
      "8723 -0.921652  0.748418 -1.993968 -0.438938   T\n",
      "8724  1.936295  1.162780 -2.154590  0.718839   V\n",
      "8725  1.550970  0.188207 -0.850502 -0.990649   L\n",
      "8726  0.482061 -0.204229 -0.500644  0.319991   D\n",
      "8727  0.223549 -0.195633 -1.181842  0.874798   G\n",
      "8728  0.152340 -1.239362 -0.572878  2.023121   8\n",
      "8729  0.364105  0.911930 -0.056518 -0.468410   M\n",
      "           one       two     three      four key\n",
      "8730 -0.766294 -0.268946  0.722880 -0.744594   X\n",
      "8731  0.769705 -1.639635  0.498835 -0.237019   U\n",
      "8732 -2.189870  0.334059 -0.248977 -0.303730   0\n",
      "8733 -1.219167 -0.094164 -0.759449 -0.373387   N\n",
      "8734 -1.331303  0.159015  0.488240 -0.421206   Z\n",
      "8735  0.000057  1.475884 -0.493883 -1.347344   5\n",
      "8736  0.427966 -0.462143  2.548931 -0.643162   C\n",
      "8737  0.326545 -0.360348 -1.712747 -1.031053   B\n",
      "8738 -0.857995  0.301969 -1.466876  0.306275   W\n",
      "8739 -1.097458  0.394401 -1.255293 -0.439218   S\n",
      "           one       two     three      four key\n",
      "8740  0.172591 -0.264390 -1.498304 -0.072483   S\n",
      "8741 -0.537247  0.987166 -0.415319 -0.911046   Q\n",
      "8742  0.736183  0.215746 -0.396431 -0.011701   D\n",
      "8743 -1.916784 -1.356730  0.109771 -1.226509   F\n",
      "8744 -0.583047  1.137829 -0.592201  0.409020   J\n",
      "8745 -0.377472  0.867824  0.146361  0.649430   C\n",
      "8746 -0.669548  0.118215 -1.476486  0.535222   B\n",
      "8747  0.943050 -2.480243  0.571789 -1.371331   H\n",
      "8748 -0.556300  2.471795  0.387172 -0.374154   K\n",
      "8749  1.129519  0.415313 -0.037097 -0.150885   U\n",
      "           one       two     three      four key\n",
      "8750 -1.600413  0.159826  0.150359  0.088060   F\n",
      "8751 -0.792302 -0.765247 -1.021910 -2.058838   M\n",
      "8752  0.492472  1.075038  0.855289 -0.021079   A\n",
      "8753 -1.037104  0.431854  2.730071  0.452413   2\n",
      "8754  0.486591  0.122527  1.388340  0.014270   I\n",
      "8755  0.031621  0.222669  3.025273  0.412352   F\n",
      "8756 -0.516121  0.433224 -1.821537  0.666071   E\n",
      "8757 -0.127361 -1.419093  0.364285  0.709469   U\n",
      "8758  1.286620 -1.324586  0.498089  0.001875   B\n",
      "8759  0.941218  0.937461  0.993775 -1.541011   G\n",
      "           one       two     three      four key\n",
      "8760  0.140539 -0.675598 -0.050526 -0.392513   X\n",
      "8761  1.100811 -0.071889  0.748639  0.926796   I\n",
      "8762  0.904096 -0.387636 -1.832550 -0.025005   T\n",
      "8763 -0.723901  0.389483  2.041585 -0.193699   5\n",
      "8764 -1.556294 -0.358824  0.094072 -1.163632   A\n",
      "8765  0.257940 -1.344356 -1.615863  0.534847   J\n",
      "8766 -0.955549  0.721610  0.544829 -0.773344   K\n",
      "8767  0.084983  0.643734  0.924384  0.820764   O\n",
      "8768  0.339438 -0.512475 -0.140745  1.772117   B\n",
      "8769  0.738019 -1.090932  0.936387 -0.037196   S\n",
      "           one       two     three      four key\n",
      "8770  0.498951 -1.609796  0.202239  0.333631   9\n",
      "8771 -1.421275 -0.892238 -1.079191  1.361871   U\n",
      "8772  0.571228  1.107259 -0.489436  0.439030   Y\n",
      "8773  2.343104 -0.052859  0.536495 -0.256878   D\n",
      "8774 -1.649719 -0.588896 -0.542998 -1.429529   G\n",
      "8775 -1.231455 -0.141106 -0.045299 -2.033290   V\n",
      "8776  2.046176  0.003491 -0.419639  0.338629   6\n",
      "8777  0.455334  0.586219 -1.659733  0.745404   B\n",
      "8778  1.085040 -0.416365 -2.094405 -0.291053   8\n",
      "8779  0.223690  1.399661 -1.052632 -1.198156   A\n",
      "           one       two     three      four key\n",
      "8780  0.285272  0.167573 -0.111292  0.310479   9\n",
      "8781  0.063793 -0.837654 -0.677238 -0.626084   Y\n",
      "8782  0.087285 -0.517900 -1.184332 -1.086610   R\n",
      "8783  0.131171  1.340719 -0.134507 -0.599765   F\n",
      "8784  0.413139  0.297188 -0.674361 -0.868657   I\n",
      "8785 -0.725957 -0.998949  0.592402 -0.818486   H\n",
      "8786  2.019106 -0.870474  1.639569 -0.018648   X\n",
      "8787  1.522817  0.863991 -1.084725  0.995037   W\n",
      "8788  1.599495  0.878766 -0.031821 -1.541137   D\n",
      "8789  0.032584 -0.830247  0.093528 -0.885421   M\n",
      "           one       two     three      four key\n",
      "8790 -0.218408 -0.479250  0.269820  0.587703   B\n",
      "8791 -0.811633  0.880449 -0.355221  1.267463   0\n",
      "8792 -0.331629  0.758539 -1.848992 -1.417983   C\n",
      "8793  0.732672 -0.744898  0.512209  1.417495   L\n",
      "8794 -1.280849  1.200019 -0.946480 -1.236550   O\n",
      "8795 -0.154021 -0.413900 -0.475061 -0.452330   7\n",
      "8796 -0.232235 -0.368472  0.993501 -1.021010   L\n",
      "8797  0.781140  1.342346  0.913418  1.774222   1\n",
      "8798  1.681210  0.372874  1.311298 -1.133757   K\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8799 -1.240547 -1.168227 -0.580810  1.076764   I\n",
      "           one       two     three      four key\n",
      "8800 -1.294914  0.331682 -0.085695 -0.380569   K\n",
      "8801 -0.049305 -2.438811 -0.682628 -0.573968   C\n",
      "8802 -0.650771 -0.881442 -1.694826  1.437016   U\n",
      "8803 -0.396328 -0.045237 -0.820599  0.975118   H\n",
      "8804  1.398057 -0.416835 -0.527765  0.655063   S\n",
      "8805 -0.491838  0.252638 -0.712340 -0.134048   6\n",
      "8806 -0.336569 -2.269899 -1.071023  0.943110   H\n",
      "8807  0.756197  0.732625 -1.372741  2.878871   A\n",
      "8808 -0.269079  0.639093  1.244106 -2.136111   H\n",
      "8809 -0.308118  1.034232 -0.431445  0.994420   2\n",
      "           one       two     three      four key\n",
      "8810 -0.477305  0.350103 -0.825061 -1.610219   H\n",
      "8811 -0.197311  1.499384 -0.450783 -0.543044   G\n",
      "8812 -1.056253  1.329374  0.133393 -0.675954   D\n",
      "8813  1.658800  1.210938  0.302966 -1.972337   K\n",
      "8814  0.754500 -2.845933  1.253487  0.339284   U\n",
      "8815  0.297284  0.420508  0.580423  0.909306   N\n",
      "8816 -0.763218 -0.644610  0.200417  1.015394   9\n",
      "8817 -0.193427 -0.461658 -0.340601  0.798476   N\n",
      "8818 -0.086358  0.278119 -0.796805 -0.224212   G\n",
      "8819 -0.349745  0.754809  1.096169 -1.311705   G\n",
      "           one       two     three      four key\n",
      "8820  0.961266 -1.467788 -0.381349  3.412734   M\n",
      "8821  0.673156 -0.895040 -0.887768  1.036861   0\n",
      "8822  1.674725  1.311048 -2.121708  0.744071   2\n",
      "8823 -0.855255 -1.540225 -0.445043 -0.937947   A\n",
      "8824  1.677783  0.670608  1.078747  0.268647   C\n",
      "8825  0.951291 -1.040883  1.452374  0.205421   N\n",
      "8826 -0.683098  2.921636 -2.355285 -0.835637   Q\n",
      "8827  1.344263 -0.900980  0.568158  1.055773   1\n",
      "8828 -1.108598 -0.652089 -0.564324  0.768528   D\n",
      "8829  0.866476  1.019045 -1.305545 -0.511821   9\n",
      "           one       two     three      four key\n",
      "8830  0.033623 -0.521881  0.359101 -0.119274   5\n",
      "8831  1.319066 -0.396322 -1.249605  0.121017   D\n",
      "8832 -0.199601  1.006747 -1.415585  0.691379   H\n",
      "8833 -1.023019  1.194964  0.255707 -0.457101   U\n",
      "8834  0.065228 -0.575107  0.182696 -0.828035   B\n",
      "8835 -2.825997 -1.297744  1.049191  1.840404   0\n",
      "8836 -0.179055  1.174393  1.734680 -1.918800   C\n",
      "8837 -0.729083 -1.319774  1.528342 -1.092921   E\n",
      "8838  0.104814 -0.552228  1.353238  0.630352   I\n",
      "8839 -0.255672  0.775343  0.387702  0.041849   J\n",
      "           one       two     three      four key\n",
      "8840 -0.587911  0.873910 -0.304846 -1.050275   2\n",
      "8841 -1.334261  0.244747  0.467975 -0.815459   O\n",
      "8842  0.438790  0.395960  0.579843 -0.738805   Z\n",
      "8843  0.000147 -0.713571 -0.727030  0.207665   O\n",
      "8844 -0.693389  0.133032 -1.810385 -0.206716   R\n",
      "8845  0.312562  0.702847  0.531875 -0.419882   C\n",
      "8846 -0.729949  0.909011 -0.368560  0.712993   P\n",
      "8847  0.029555 -0.052973  0.687465 -1.877284   M\n",
      "8848  1.043611 -0.083895 -0.563814 -0.637314   J\n",
      "8849  1.332120  0.432327 -1.071631 -0.353301   7\n",
      "           one       two     three      four key\n",
      "8850  0.433454  0.493090 -0.430091 -1.247392   S\n",
      "8851 -0.388183  0.717130  0.104645 -1.344749   O\n",
      "8852 -0.309841 -0.055652 -0.471843  0.286451   J\n",
      "8853 -0.108284 -1.610658  0.452592  1.942240   P\n",
      "8854 -0.124121 -0.454046  0.019400  0.700823   K\n",
      "8855  1.113946 -1.856832  0.814431  1.195482   U\n",
      "8856 -0.685257  0.124450 -0.505895  0.642685   W\n",
      "8857 -0.631722 -0.143666  1.087936  0.219917   J\n",
      "8858 -0.187875 -1.481584 -1.054768  0.200388   5\n",
      "8859  2.412396 -0.338504 -3.234391 -0.688067   I\n",
      "           one       two     three      four key\n",
      "8860 -1.946231  1.372080 -0.221380 -1.126996   G\n",
      "8861 -0.226293  0.040196 -2.770018  1.115093   X\n",
      "8862  1.008070 -0.423869  1.889713  0.348198   B\n",
      "8863  0.971149 -1.326166 -0.354046 -0.327411   Y\n",
      "8864  1.363531  0.135904  1.467313 -0.127779   B\n",
      "8865 -0.191971 -0.123172  0.510274  0.399055   7\n",
      "8866 -0.751565  1.868232  0.088694  0.470143   B\n",
      "8867 -0.699965 -1.763551  1.828489 -0.880434   B\n",
      "8868  0.026008  0.920830  0.371928  1.213848   Y\n",
      "8869  0.680894  0.578016 -1.214840  1.447624   M\n",
      "           one       two     three      four key\n",
      "8870  1.393271  0.043563 -1.146234  1.178807   W\n",
      "8871 -2.190870  0.447900  0.982867 -0.103477   6\n",
      "8872  0.849065 -0.657636 -1.700643 -1.235272   I\n",
      "8873  0.356928  0.729239 -1.165260  0.096956   J\n",
      "8874 -0.615839 -1.021528 -0.775867 -0.585818   E\n",
      "8875  0.094128 -0.637392  2.356799 -0.716470   V\n",
      "8876  1.388508 -0.023484  0.376429  1.644896   F\n",
      "8877  0.418293 -0.817763  0.017513 -1.007160   5\n",
      "8878 -1.023229 -1.664268  1.294334  0.333396   S\n",
      "8879 -0.357209 -0.812385  0.164544  0.395521   M\n",
      "           one       two     three      four key\n",
      "8880  0.243235  0.198341  0.146675 -0.912408   R\n",
      "8881  0.100768 -0.111569  0.442555  0.655966   F\n",
      "8882  0.202154 -0.403594  1.086938  0.057199   1\n",
      "8883  0.682939 -1.257409 -1.030951 -0.695576   E\n",
      "8884  0.224674 -1.282982  0.170886 -0.726662   K\n",
      "8885 -0.815750  0.041670  0.449464 -2.606145   Q\n",
      "8886 -0.670342 -0.181165  1.513165  0.241033   F\n",
      "8887 -0.421223 -0.506196  0.667947 -0.252557   8\n",
      "8888  0.035651 -0.034945 -0.354961 -1.003239   7\n",
      "8889 -0.853610 -0.436814 -0.871246 -0.016232   Q\n",
      "           one       two     three      four key\n",
      "8890  0.720570 -0.123687 -1.700154  0.301859   N\n",
      "8891  1.006002 -0.282087  2.905202  1.603571   R\n",
      "8892  1.330782  1.253422 -0.876880 -0.939894   Y\n",
      "8893 -1.139084  0.521192 -0.693468  0.703674   U\n",
      "8894  0.322376  0.314143  0.260488 -0.496941   J\n",
      "8895  0.998554 -0.814302  1.048220 -0.061590   I\n",
      "8896 -0.005025 -0.711575 -1.732007 -0.517528   O\n",
      "8897 -1.577290  0.516399  1.199673 -0.512884   Q\n",
      "8898 -0.856403  0.031718 -0.488677 -0.819807   0\n",
      "8899  0.879164 -0.000069  0.085142 -0.737688   P\n",
      "           one       two     three      four key\n",
      "8900 -0.917821  0.058367 -0.531512 -0.812805   A\n",
      "8901 -0.759939  0.105655  0.051760  1.124987   F\n",
      "8902 -0.179008  0.577351  0.638650  1.513243   I\n",
      "8903 -0.792081  0.311284 -0.154408 -0.351271   E\n",
      "8904 -1.331304  0.893181 -0.081846 -0.294823   V\n",
      "8905 -1.197574  0.568164  1.985164  0.583706   I\n",
      "8906 -0.091010 -0.727648  0.315932 -0.031456   2\n",
      "8907 -0.228641  0.009792  0.409630  0.028353   F\n",
      "8908  1.429089 -0.029746 -0.140590  1.007687   R\n",
      "8909 -0.851548 -0.260413 -0.407416  0.068328   P\n",
      "           one       two     three      four key\n",
      "8910  0.451367  0.434450  0.700736  0.190065   S\n",
      "8911  1.273204  1.482586 -2.012272 -1.377785   Z\n",
      "8912  0.665904  0.656233  0.304480  0.159379   A\n",
      "8913  0.206585 -1.101147 -0.707541 -0.978277   J\n",
      "8914  0.990034  0.111278 -0.503772 -0.895681   W\n",
      "8915 -0.684401  0.509117 -0.957427  0.130916   T\n",
      "8916  0.034604  0.769922  0.168948 -1.610443   J\n",
      "8917  2.487347 -0.258829 -0.970272 -0.531656   4\n",
      "8918  0.842772  2.665060 -0.093389 -1.222986   J\n",
      "8919  0.556822  2.105321  0.408342 -1.069528   G\n",
      "           one       two     three      four key\n",
      "8920 -0.566608 -1.806123  0.007237  1.142460   O\n",
      "8921 -0.347958 -1.703298 -1.276779  0.016063   L\n",
      "8922  1.689285 -0.243741 -0.032860 -0.699974   P\n",
      "8923  0.512344  1.105886  0.996068  1.866303   2\n",
      "8924 -0.695323 -1.138164  0.995713 -0.789440   Z\n",
      "8925 -0.494162 -2.277690 -0.092798 -0.041204   Z\n",
      "8926  0.102128 -0.497693 -1.240402 -1.376682   Z\n",
      "8927  0.532616 -0.955477  0.825893  2.390448   Z\n",
      "8928 -1.271741  2.018046  0.124696 -1.138061   D\n",
      "8929  1.163885 -2.197588 -1.198055 -0.422572   C\n",
      "           one       two     three      four key\n",
      "8930 -0.679813  0.274314 -0.178448 -0.426899   S\n",
      "8931  0.933634  0.350504 -0.468304  1.156173   T\n",
      "8932  0.648978 -0.095915 -0.063839  0.086077   Z\n",
      "8933  0.611149 -0.742647 -0.250951  1.610875   D\n",
      "8934 -0.141520 -0.351263  1.965070  0.297954   G\n",
      "8935 -0.684332  1.011875  0.706506 -0.181271   A\n",
      "8936  0.268777  0.214678  0.427272  0.521099   0\n",
      "8937  1.167300 -0.018029  1.086841 -0.686287   D\n",
      "8938  0.329986  0.299003 -1.502037 -1.866984   U\n",
      "8939  1.026257  0.389163 -0.433496  0.159210   Q\n",
      "           one       two     three      four key\n",
      "8940  1.478011 -0.295447 -0.276814 -0.316251   I\n",
      "8941 -0.343394 -0.083514  3.053345 -0.573149   A\n",
      "8942 -0.030498 -0.380566  0.482507  0.004529   T\n",
      "8943  1.003789 -0.688903 -0.627384  0.704902   2\n",
      "8944 -1.466971 -0.086289 -1.829227 -0.212290   L\n",
      "8945 -1.071013 -1.461017  1.337436  2.297508   B\n",
      "8946 -1.594760 -1.095687 -0.941551 -1.540258   K\n",
      "8947 -0.621689  0.613430 -0.756052  0.647458   M\n",
      "8948 -0.891974  0.507888 -0.220683  0.062233   S\n",
      "8949 -1.186332 -0.450562 -0.546766 -1.057266   N\n",
      "           one       two     three      four key\n",
      "8950 -0.166791 -1.105684 -0.078870  0.052164   F\n",
      "8951 -0.188106 -0.248578  0.490971  1.547712   G\n",
      "8952 -0.138188  1.187741  1.902460  0.953903   B\n",
      "8953  0.104038 -0.113551  0.764308 -0.918112   O\n",
      "8954 -0.010589  1.300181  0.796239  0.982547   M\n",
      "8955 -1.025152  0.896531 -2.336380  1.033232   Q\n",
      "8956  1.851357 -1.359367  2.396933  0.214648   Z\n",
      "8957  0.683999  0.638675 -0.277296 -0.996665   G\n",
      "8958  0.086146 -0.918117 -0.541720  0.536131   Y\n",
      "8959  0.841857  0.913907 -2.575079  0.794487   X\n",
      "           one       two     three      four key\n",
      "8960 -0.890223  0.582864 -0.999818  0.472839   D\n",
      "8961  0.365285  1.439141  1.549642 -0.181554   2\n",
      "8962  0.172716  0.202307  0.956203 -0.145277   U\n",
      "8963 -0.830696  2.152076  1.159642  1.237279   U\n",
      "8964  1.078979  0.031309 -0.134672  0.438420   W\n",
      "8965  0.505522  0.563120  0.752424  1.252909   1\n",
      "8966  0.120994  0.416449 -0.643344  0.585661   F\n",
      "8967 -0.686921  0.439469  0.320119  0.841977   7\n",
      "8968  1.540677 -0.824946  1.046444 -0.890283   T\n",
      "8969 -1.630690  0.467838  0.299394 -0.086505   D\n",
      "           one       two     three      four key\n",
      "8970  0.633495 -0.186524  0.927627  0.143164   A\n",
      "8971  0.308636 -0.112857  0.762842 -1.072977   T\n",
      "8972 -1.627051 -0.978151  0.154745 -1.229037   5\n",
      "8973  0.314847  0.097989  0.199608  0.955193   A\n",
      "8974  1.666907  0.992005  0.496128 -0.686391   D\n",
      "8975  0.010603  0.708540 -1.258711  0.226541   J\n",
      "8976  0.118693 -0.714455 -0.501342 -0.254764   6\n",
      "8977  0.302616 -2.011527 -0.628085  0.768827   R\n",
      "8978 -0.098572  1.769086 -0.215027 -0.053076   O\n",
      "8979 -0.019058  1.964994  0.738538 -0.883776   S\n",
      "           one       two     three      four key\n",
      "8980 -0.595349  0.001781 -1.423355 -1.458477   P\n",
      "8981  1.392170 -1.396560 -1.425306 -0.847535   V\n",
      "8982 -0.896029 -0.152287  1.924483  0.365184   Z\n",
      "8983 -2.274642 -0.901874  1.500352  0.996541   O\n",
      "8984 -0.301898  1.019906  1.102160  2.624526   3\n",
      "8985 -2.548389 -0.585374  1.496201 -0.718815   F\n",
      "8986 -0.064588  0.759292 -1.568415 -0.420933   R\n",
      "8987 -0.143365 -1.111760 -1.815581  0.435274   Q\n",
      "8988 -0.070412 -1.055921  0.338017 -0.440763   P\n",
      "8989  0.649148  0.994273 -1.384227  0.485120   T\n",
      "           one       two     three      four key\n",
      "8990 -0.370769  0.404356 -1.051628 -1.050899   A\n",
      "8991 -0.409980  0.155627 -0.818990  1.277350   Q\n",
      "8992  0.301214 -1.111203  0.668258  0.671922   1\n",
      "8993  1.821117  0.416445  0.173874  0.505118   W\n",
      "8994  0.068804  1.322759  0.802346  0.223618   S\n",
      "8995  2.311896 -0.417070 -1.409599 -0.515821   W\n",
      "8996 -0.479893 -0.650419  0.745152 -0.646038   N\n",
      "8997  0.523331  0.787112  0.486066  1.093156   Q\n",
      "8998 -0.362559  0.598894 -1.843201  0.887292   R\n",
      "8999 -0.096376 -1.012999 -0.657431 -0.573315   M\n",
      "           one       two     three      four key\n",
      "9000  0.467976 -0.038649 -0.295344 -1.824726   B\n",
      "9001 -0.358893  1.404453  0.704965 -0.200638   M\n",
      "9002 -0.501840  0.659254 -0.421691 -0.057688   N\n",
      "9003  0.204886  1.074134  1.388361 -0.982404   N\n",
      "9004  0.354628 -0.133116  0.283763 -0.837063   Y\n",
      "9005  1.817480  0.742273  0.419395 -2.251035   0\n",
      "9006 -0.776764  0.935518 -0.332872 -1.875641   R\n",
      "9007 -0.913135  1.530624 -0.572657  0.477252   3\n",
      "9008  0.358480 -0.497572 -0.367016  0.507702   C\n",
      "9009 -1.740877 -1.160417 -1.637830  2.172201   D\n",
      "           one       two     three      four key\n",
      "9010  0.240564 -0.328249  1.252155  1.072796   U\n",
      "9011  0.764018  1.165476 -0.639544  1.495258   3\n",
      "9012  0.571035 -0.310537  0.582437 -0.298765   M\n",
      "9013  2.317658  0.430710 -1.334216  0.199679   6\n",
      "9014  1.547771 -1.119753 -2.277634  0.329586   N\n",
      "9015 -1.310608  0.401719 -1.000987  1.156708   L\n",
      "9016 -0.088496  0.634712  0.153324  0.415335   I\n",
      "9017 -0.018663 -0.247487 -1.446522  0.750938   E\n",
      "9018 -0.070127 -1.579097  0.120892  0.671432   C\n",
      "9019 -0.194678 -0.492039  2.359605  0.319810   X\n",
      "           one       two     three      four key\n",
      "9020 -0.248618  0.868707 -0.492226 -0.717959   B\n",
      "9021 -1.091549 -0.867110 -0.647760 -0.832562   D\n",
      "9022  0.641404 -0.138822 -0.621963 -0.284839   K\n",
      "9023  1.216408  0.992687  0.165162 -0.069619   L\n",
      "9024 -0.564474  0.792832  0.747053  0.571675   Q\n",
      "9025  1.759879 -0.515666 -0.230481  1.362317   L\n",
      "9026  0.126266  0.309281  0.382820 -0.239199   C\n",
      "9027  1.334360 -0.100152 -0.840731 -0.643967   M\n",
      "9028 -0.737620  0.278087 -0.053235 -0.950972   5\n",
      "9029 -1.148486 -0.986292 -0.144963  0.124362   9\n",
      "           one       two     three      four key\n",
      "9030  1.630594  0.243886  0.468368  1.258048   P\n",
      "9031  1.044890  0.080718  0.857886 -0.298382   I\n",
      "9032 -0.262543 -1.615199 -1.087239  0.759029   Q\n",
      "9033  0.020144  1.107792 -0.559435 -0.481925   R\n",
      "9034 -1.203916  1.885343 -0.080470  0.250646   K\n",
      "9035  0.366915 -2.430086 -1.053447  0.346279   Z\n",
      "9036  0.434220 -0.079863 -0.422977 -0.074272   E\n",
      "9037  0.040666 -1.810216 -0.189193  1.229266   W\n",
      "9038  1.338459  0.338489 -0.213446  2.325923   F\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9039  0.572981  0.782664  1.307673  1.619957   Y\n",
      "           one       two     three      four key\n",
      "9040  0.762428 -0.648529  1.936515 -1.159666   9\n",
      "9041 -1.252046 -1.538539  1.042281  0.623835   F\n",
      "9042 -0.047530 -0.494310 -0.165460  0.472929   S\n",
      "9043  0.124548  0.730791 -0.257527 -1.511257   U\n",
      "9044  0.801889 -0.462781 -1.734621  0.674768   P\n",
      "9045 -0.992307 -1.096830 -2.061794  0.035391   G\n",
      "9046 -0.109663  2.577094  0.913563  0.613594   A\n",
      "9047 -0.541681  1.510031  0.467945  0.553225   H\n",
      "9048 -0.079587 -0.609924  0.353834  1.108030   Z\n",
      "9049 -0.043752 -0.410666 -0.729599  0.263223   R\n",
      "           one       two     three      four key\n",
      "9050 -0.761490  1.104182  1.270609 -0.319284   E\n",
      "9051 -0.804975  0.559520  1.052232 -0.645574   R\n",
      "9052  0.353941  1.829963  0.398922 -1.522231   M\n",
      "9053  1.541636  0.478316 -0.666760  1.367175   O\n",
      "9054 -0.987621  0.337534  0.386935  1.996144   Y\n",
      "9055 -0.353462 -0.448433 -0.420520  0.606223   P\n",
      "9056 -0.275687  0.127910  0.877756  0.141774   Y\n",
      "9057  0.448882 -0.016410 -0.041434  0.483096   N\n",
      "9058 -0.043765 -0.878446  1.525075  0.008223   B\n",
      "9059 -0.064416  0.080921  0.644715  0.393025   U\n",
      "           one       two     three      four key\n",
      "9060  0.015018 -1.620301  0.465866  1.637377   W\n",
      "9061  0.579715 -0.565646 -0.812129  1.532803   W\n",
      "9062 -0.324507  1.853351 -2.268609 -0.355132   K\n",
      "9063 -0.100247 -1.954614  0.132519  0.836927   E\n",
      "9064  0.275725  0.349561 -0.617723  0.675991   Y\n",
      "9065  0.300486 -0.914367 -1.604609 -0.905458   M\n",
      "9066 -0.362382  0.708361 -0.388317 -2.328763   B\n",
      "9067  0.805331  0.073617  0.481166  0.632621   A\n",
      "9068  0.786095  0.095137 -1.049965  1.828798   T\n",
      "9069  0.207815  1.407275 -1.044800  0.140207   H\n",
      "           one       two     three      four key\n",
      "9070  1.809750  0.592023 -0.146215 -0.113818   I\n",
      "9071  0.190562 -2.886359  0.514365 -2.208118   U\n",
      "9072  0.844977 -0.164290  0.218672  0.099012   T\n",
      "9073  0.195035 -0.649591  2.171664  0.453466   K\n",
      "9074 -0.056433  1.758650 -0.448091  0.346784   N\n",
      "9075 -0.112609 -2.642457 -0.487310 -0.220507   4\n",
      "9076 -1.395319  0.573474 -0.013324 -1.307070   U\n",
      "9077 -2.080273  0.097498  0.321489  0.012608   D\n",
      "9078  0.883172  0.490427 -0.799299 -0.699669   J\n",
      "9079 -0.138632 -1.417845 -0.199678  1.199299   Z\n",
      "           one       two     three      four key\n",
      "9080 -0.961579  1.166247 -1.124953  0.201728   G\n",
      "9081  1.301453  1.077117  0.560502  0.859991   S\n",
      "9082  0.063679 -0.995532  0.879547 -0.012471   E\n",
      "9083 -0.373381  0.982861 -0.037534 -1.337856   L\n",
      "9084  1.492292  0.485490  0.129313  1.733569   R\n",
      "9085 -0.908492  0.498234 -0.588844 -0.903956   8\n",
      "9086  1.137140  0.977509 -0.940994  0.149013   H\n",
      "9087 -1.049838  2.453425  1.230087 -2.068508   J\n",
      "9088  1.485199 -0.806453 -0.475087  0.936801   9\n",
      "9089 -0.790437  1.823852  0.470827  0.898782   S\n",
      "           one       two     three      four key\n",
      "9090  2.024808  0.032251  1.315297 -0.156433   K\n",
      "9091  0.379253 -1.059409 -1.132068  1.222296   S\n",
      "9092  2.403216 -1.792528 -0.917573 -0.886693   P\n",
      "9093  1.249975  1.491530  0.371476 -0.000465   T\n",
      "9094  0.501131 -1.852451  1.110354  0.508865   K\n",
      "9095  1.106521  0.098153  0.789793  1.192693   U\n",
      "9096 -0.540543  1.782569  0.051931  0.463868   F\n",
      "9097 -0.101980  0.981720  1.106990 -1.752269   B\n",
      "9098  0.632107 -0.761419  1.427930 -0.046928   B\n",
      "9099  1.009779 -0.608379 -1.405105 -1.175054   Q\n",
      "           one       two     three      four key\n",
      "9100 -0.602748 -0.182504 -0.768164  1.260686   Y\n",
      "9101 -0.039105 -0.069510 -1.358052 -0.292859   R\n",
      "9102 -0.345101 -0.179477 -0.904658 -0.071287   Z\n",
      "9103 -0.759495  0.225916  2.235872 -0.004490   W\n",
      "9104 -1.686771  0.742276  0.485876  1.798507   Z\n",
      "9105  0.145697  0.805037  0.350362 -0.540235   G\n",
      "9106  2.487654 -0.147867  0.580688 -0.305696   J\n",
      "9107  0.380166 -0.592483  0.393693 -0.463217   P\n",
      "9108  0.963549 -1.550302 -0.944962  0.121546   F\n",
      "9109 -0.040385 -0.312649 -1.196604  1.075043   J\n",
      "           one       two     three      four key\n",
      "9110  0.938357 -0.235761 -0.077360  1.162150   R\n",
      "9111  0.190303 -0.425473  0.362347 -0.688711   X\n",
      "9112  0.256419  0.082669 -2.302758 -0.446115   U\n",
      "9113  0.690972  0.871498  0.948469  0.644683   L\n",
      "9114 -1.157781  0.093696 -0.765273 -0.724767   E\n",
      "9115 -0.295462 -0.832817  1.490204 -0.420786   B\n",
      "9116  0.132723 -1.255780  1.370008  1.144490   I\n",
      "9117 -0.111381  0.572076  1.807962  1.090205   E\n",
      "9118  0.178700 -1.608832  2.174615 -1.351738   P\n",
      "9119  1.202183  0.179583  0.202061 -0.731213   2\n",
      "           one       two     three      four key\n",
      "9120 -0.674447 -0.184703  0.706721  0.718681   V\n",
      "9121  1.765535 -0.951932  0.320147 -1.159350   Y\n",
      "9122 -1.247885 -0.725490  0.541998 -0.126572   G\n",
      "9123 -1.164045 -0.647619 -0.550283  1.164943   V\n",
      "9124  1.816133 -0.393382 -1.212910 -0.317187   E\n",
      "9125  0.499883 -1.183631 -0.638619 -0.785337   2\n",
      "9126  1.228499  1.253479 -0.221459 -0.065413   S\n",
      "9127  1.018951 -0.423937 -1.724553 -0.823409   G\n",
      "9128 -0.169893  0.301072  1.409961 -0.516056   F\n",
      "9129  0.883068  0.950613  0.783766  0.776407   Z\n",
      "           one       two     three      four key\n",
      "9130  1.032778 -0.092930  0.600042  0.173515   A\n",
      "9131 -0.249225 -0.064820 -0.012763  0.030473   Y\n",
      "9132  0.556590  1.976901  0.130669  2.719664   X\n",
      "9133  0.161076 -1.314940 -0.605192 -0.732213   V\n",
      "9134 -1.842062  0.010915 -0.013233 -0.298259   Q\n",
      "9135  1.727237  1.674584 -0.988291  0.512445   T\n",
      "9136 -0.190386 -0.184385  1.163292 -1.059896   G\n",
      "9137  0.693111  0.815751 -2.388695 -0.201710   Y\n",
      "9138 -0.062113 -0.009850  0.658453  0.782910   L\n",
      "9139  0.880940 -0.707391 -0.750939 -0.042381   C\n",
      "           one       two     three      four key\n",
      "9140 -0.592838 -0.700117  0.831352 -1.158911   L\n",
      "9141  1.628350  0.404618  0.086334  0.278914   3\n",
      "9142  0.210544 -0.909438  0.903900  0.471579   Y\n",
      "9143  0.033606 -0.882900 -0.345729 -0.317833   4\n",
      "9144 -0.075574 -0.616260 -0.342471  0.850522   H\n",
      "9145 -1.262951 -0.167273  1.457807 -0.375636   Y\n",
      "9146 -0.289513 -0.927606  0.950207  1.234067   Q\n",
      "9147  1.346532  1.083389 -0.840823  0.525032   M\n",
      "9148  0.698213 -1.263537  0.034589 -1.082713   U\n",
      "9149 -0.798004 -1.301795 -1.956852 -1.284120   M\n",
      "           one       two     three      four key\n",
      "9150  0.042611 -0.175943 -1.015977  0.668174   Q\n",
      "9151  1.522649  2.291392  1.506445 -0.448051   6\n",
      "9152  0.549118 -0.439673  0.651229  2.648046   K\n",
      "9153  0.119468  0.224633 -0.462937  1.410156   F\n",
      "9154 -0.323899 -0.115278 -2.247625  0.271304   P\n",
      "9155 -0.569093  1.860056 -2.552601 -0.433538   C\n",
      "9156  0.112111 -0.845798  1.006310  1.138832   C\n",
      "9157 -0.499492  0.916415 -1.045215 -0.507578   W\n",
      "9158  0.376336  0.764119  0.935520 -0.594284   A\n",
      "9159  0.043552 -1.133114  1.839960  1.076891   U\n",
      "           one       two     three      four key\n",
      "9160  0.085216  2.510964 -1.054814  0.673700   Q\n",
      "9161 -1.781879 -1.085402 -0.052362 -1.070721   R\n",
      "9162  0.895674  1.221778  0.354944 -2.720801   V\n",
      "9163  0.178964 -1.240360  0.216703 -0.931038   M\n",
      "9164  0.751111 -1.677541 -1.845294  0.472624   D\n",
      "9165 -0.174065  0.417376  0.675686  0.976130   J\n",
      "9166  0.469285  0.468043  0.740358 -3.173509   O\n",
      "9167 -0.414343 -0.847570  0.321461 -2.575767   7\n",
      "9168  0.947171  0.328539  0.194055 -0.530855   E\n",
      "9169  0.280984  2.218110  0.043019  0.105971   U\n",
      "           one       two     three      four key\n",
      "9170  1.368775  0.314364  0.237928  0.826480   P\n",
      "9171 -0.556654  0.677244 -0.048745  0.481485   S\n",
      "9172  1.275352 -1.636605 -0.907083 -0.842150   K\n",
      "9173  0.354485  0.336961 -0.877361  1.943403   J\n",
      "9174  1.630411 -0.107837 -0.452670  0.511911   E\n",
      "9175  2.130822 -0.513613 -0.589273  0.270247   P\n",
      "9176  1.133030 -0.920499 -0.411478 -0.001258   U\n",
      "9177 -0.022368 -0.165693  1.487503 -1.560971   O\n",
      "9178 -1.597818 -0.544170  0.565076  1.288177   5\n",
      "9179 -0.641429  0.376690 -0.153789 -0.512961   K\n",
      "           one       two     three      four key\n",
      "9180  0.314357 -0.962542 -0.541513 -1.156165   F\n",
      "9181  0.088340  0.814274 -0.304655  0.792676   X\n",
      "9182 -0.241962 -0.629315 -2.212602 -0.374105   A\n",
      "9183 -1.181735 -0.596942  0.274344  0.273126   4\n",
      "9184 -0.216653 -0.736039 -0.695236  0.421188   6\n",
      "9185 -0.210084  0.708077  1.545655 -1.587045   D\n",
      "9186 -0.194804 -0.215578  0.691829 -0.099275   9\n",
      "9187  0.555034 -0.628948 -0.550886 -1.303585   P\n",
      "9188 -0.001326  0.234979  0.305587  1.174985   S\n",
      "9189 -0.505885  0.289075 -1.017537  0.086235   V\n",
      "           one       two     three      four key\n",
      "9190  0.818458 -0.077424 -1.535597 -0.727323   J\n",
      "9191 -0.739838  0.654748  0.775893  0.911726   Q\n",
      "9192 -0.157669  0.010577 -0.473291 -0.114977   H\n",
      "9193  1.582073  1.211351  0.277131  0.637144   3\n",
      "9194 -0.704190  0.127876  1.052503  0.209074   6\n",
      "9195 -0.389368 -0.932914 -0.998025  0.563617   B\n",
      "9196 -0.558272 -0.161775 -1.538067  0.613443   G\n",
      "9197 -0.158497  1.349013 -0.475158 -1.033059   9\n",
      "9198  0.407671  0.254557 -1.560825  1.125628   L\n",
      "9199 -0.653921  0.027579 -1.396294  0.913825   Q\n",
      "           one       two     three      four key\n",
      "9200 -2.576925  0.338165  0.519443 -2.303307   1\n",
      "9201 -0.842865  1.082165 -0.646398 -1.135007   Z\n",
      "9202 -0.494181  0.104939  0.827237  1.055114   R\n",
      "9203  1.155762 -0.066008  0.236059  0.309968   N\n",
      "9204 -0.687534 -0.026354  0.106619  2.474902   U\n",
      "9205  0.649518 -1.177811 -0.954277 -0.339044   H\n",
      "9206 -0.423468  0.638838 -0.039035  0.145446   N\n",
      "9207  0.082738 -0.472712  0.480072  2.019987   P\n",
      "9208  0.268893 -1.484846 -1.637640 -2.325580   Q\n",
      "9209 -0.107130 -1.112420 -1.270698  0.848297   V\n",
      "           one       two     three      four key\n",
      "9210 -1.045441  0.797203 -0.350623 -1.154112   O\n",
      "9211  0.419681 -1.202555  0.374433 -0.556202   R\n",
      "9212  0.203281  0.947045  0.990642  0.061859   L\n",
      "9213  2.092124  0.906692  1.327444  1.098020   4\n",
      "9214  0.426330  0.775431 -0.540807  0.483395   Z\n",
      "9215  1.652039 -0.887320 -2.174533  1.286618   U\n",
      "9216  1.014085  0.771958  0.391398  1.349605   4\n",
      "9217 -0.268733  0.145778  1.148385 -0.055859   U\n",
      "9218  1.174609  0.611714  0.515179 -0.185848   P\n",
      "9219 -2.405019 -0.160283  2.322082 -0.944043   U\n",
      "           one       two     three      four key\n",
      "9220  0.423192  0.095787 -0.887768 -0.741621   C\n",
      "9221 -1.242080  0.371924  0.166777  1.010489   V\n",
      "9222  1.293472  1.144530 -1.481267 -0.441602   D\n",
      "9223 -1.126853 -1.037226 -0.239714  1.173219   T\n",
      "9224 -1.062209  1.192262 -0.775448 -1.225012   O\n",
      "9225 -0.372656 -0.485828  0.534655 -1.212245   D\n",
      "9226 -0.020036 -1.333035  2.189450 -0.249190   E\n",
      "9227 -0.577763 -0.389902  0.488138  0.626001   P\n",
      "9228 -0.766541  0.713717 -1.018256  1.889361   4\n",
      "9229 -1.738700 -0.336054 -0.992538  1.421204   2\n",
      "           one       two     three      four key\n",
      "9230 -0.568216 -1.848144  0.863835  1.322281   U\n",
      "9231  1.321858  1.008873  0.254608 -1.342099   R\n",
      "9232 -1.443118  0.240571  0.792944  0.073668   W\n",
      "9233  0.440872  1.122574 -0.755519 -0.716928   E\n",
      "9234  1.515096  1.335474 -0.910116  0.051178   J\n",
      "9235  2.023580  1.096807 -1.348178  0.264342   F\n",
      "9236 -0.361315  1.010652  2.553879 -0.089575   I\n",
      "9237 -0.994548 -0.457568  2.218483 -1.278251   7\n",
      "9238  0.132032 -1.305137 -0.536163 -1.280055   N\n",
      "9239  1.161764  0.818182  0.015119  0.283322   A\n",
      "           one       two     three      four key\n",
      "9240 -1.039421  1.134517 -2.225790  0.059204   B\n",
      "9241 -0.867389  0.398072  2.053797  0.734563   P\n",
      "9242  1.453002  0.569163  0.198248  0.465206   2\n",
      "9243 -0.095428  0.428386 -0.405098 -1.397249   3\n",
      "9244 -1.173270  0.159078  1.927651 -0.210691   M\n",
      "9245  1.043966 -0.104111 -0.249276 -0.020779   C\n",
      "9246  0.280529  1.601091  0.561331  0.868631   W\n",
      "9247 -0.659953 -2.303160  0.248001  0.942726   K\n",
      "9248  0.790584 -0.983116  0.874531  0.809282   Y\n",
      "9249 -1.175911  2.151987 -0.080928 -0.431624   Y\n",
      "           one       two     three      four key\n",
      "9250 -0.261110 -0.516070  1.135388 -0.761320   8\n",
      "9251  0.703424  0.449614 -1.593578 -1.155400   F\n",
      "9252  1.116450 -0.274069 -0.029748 -0.433413   F\n",
      "9253 -0.357309 -0.529398  0.205418  0.108428   K\n",
      "9254  0.423229  2.089096  0.923675  1.502727   D\n",
      "9255  0.217126  1.282361 -0.978429  0.263613   K\n",
      "9256 -0.443398  0.676990  0.638589 -0.873795   A\n",
      "9257  1.005342  0.682462  1.200273  0.193455   G\n",
      "9258  1.376210  1.148046 -1.194933 -0.024651   S\n",
      "9259  0.745347 -0.886025 -0.437063  2.124741   3\n",
      "           one       two     three      four key\n",
      "9260  0.620059 -1.371443  0.722630  1.637960   K\n",
      "9261  0.006307 -1.331342  0.064962 -0.572398   T\n",
      "9262 -0.198477  0.684456 -0.147475  0.581649   4\n",
      "9263  0.681178  0.283489 -0.201257 -0.837272   O\n",
      "9264 -3.726864  2.152632  0.986711 -1.273956   Z\n",
      "9265  1.232965 -0.872075  1.125734 -1.269692   S\n",
      "9266  1.680718 -0.795062  0.429542  0.907960   6\n",
      "9267  0.012603 -0.559558  1.170093 -0.755084   Y\n",
      "9268  0.478688 -0.923803 -1.621413  1.122109   S\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9269  0.654913  0.051571  2.016148  0.652618   I\n",
      "           one       two     three      four key\n",
      "9270 -0.840525 -0.155628  0.992246  0.818995   R\n",
      "9271  0.167651 -0.126483 -0.215923 -0.551817   7\n",
      "9272 -1.694869 -0.251794  0.643792  1.051484   X\n",
      "9273  1.158911  1.192041 -0.474725 -1.188533   P\n",
      "9274 -0.359609 -0.742870 -1.434232 -0.412530   2\n",
      "9275  0.527894  0.084068  2.368530 -0.003024   S\n",
      "9276  0.388307  0.969655 -0.162391 -0.256349   5\n",
      "9277 -0.270080 -1.255751 -0.356179  1.231406   H\n",
      "9278  0.082013 -0.523347 -0.298926 -2.259246   K\n",
      "9279 -1.401529  0.293567  0.915069 -0.697824   P\n",
      "           one       two     three      four key\n",
      "9280 -0.342039  0.204837  0.965391  0.219577   S\n",
      "9281  1.588456 -0.269372 -0.298399 -0.017322   W\n",
      "9282  0.367103 -0.208087 -0.251701 -0.522193   L\n",
      "9283  0.197511 -0.502179 -1.736854  1.234516   M\n",
      "9284  1.552528 -1.332354 -0.227918 -0.817041   Y\n",
      "9285  0.304382  1.406603  0.373172  0.446837   X\n",
      "9286 -1.405559 -0.701879  1.793801 -0.370495   T\n",
      "9287 -0.290146  0.466117  1.019924 -0.091318   M\n",
      "9288 -0.046104  0.873557  0.660301  0.463093   I\n",
      "9289 -1.577012 -2.119284  1.805621 -0.283501   F\n",
      "           one       two     three      four key\n",
      "9290  0.340372  0.382561  0.000311  0.452417   7\n",
      "9291  1.617485  0.325101 -0.560042  0.944086   A\n",
      "9292  0.268348 -0.373020  0.433140 -0.868286   S\n",
      "9293  0.599411 -1.053006 -0.061247  0.890922   3\n",
      "9294 -1.767324  0.564683 -0.274612 -0.174666   8\n",
      "9295  0.007589  1.506447  1.903478  0.416104   3\n",
      "9296 -0.109962 -0.920117  1.823192 -1.427935   7\n",
      "9297  0.645940  0.441283  0.724279  0.726795   K\n",
      "9298  1.189913 -0.453601  1.207129 -0.241785   A\n",
      "9299  1.209583  0.651352  0.384910  0.560130   J\n",
      "           one       two     three      four key\n",
      "9300 -0.835033  0.186814  0.099421 -0.540764   F\n",
      "9301  0.923118 -1.349525  1.986289  1.099944   W\n",
      "9302 -0.169421  1.093335 -0.047652 -0.085705   M\n",
      "9303 -0.367095 -0.764237  0.525876  0.358030   E\n",
      "9304 -1.150007  0.824941 -0.871591  0.058124   T\n",
      "9305  1.497400 -0.819334  0.017392 -0.037314   C\n",
      "9306 -0.317808  1.235653  0.129119 -0.750614   M\n",
      "9307  0.895324  1.738289 -0.789496  1.561415   3\n",
      "9308 -2.323376 -0.086484 -0.937811  0.975500   Y\n",
      "9309  0.749857 -1.469871  2.674434 -0.835018   5\n",
      "           one       two     three      four key\n",
      "9310 -0.631611 -0.828862 -0.120594 -1.000737   F\n",
      "9311 -0.722216 -0.507616  0.252700 -0.196935   P\n",
      "9312 -1.121400 -0.830074 -1.556151  1.372112   6\n",
      "9313  1.255334 -0.091549 -1.092050  1.431610   P\n",
      "9314 -2.088980 -1.033840 -0.175710 -0.044959   E\n",
      "9315 -0.593836 -0.125592 -0.148473  0.824293   D\n",
      "9316 -0.853371 -1.050392 -1.636552 -0.531499   P\n",
      "9317  0.184960  0.724281 -1.303614  0.042783   Q\n",
      "9318 -0.234229 -2.156776  0.665154  0.652185   R\n",
      "9319 -0.542995  0.391323 -0.623619 -0.638091   S\n",
      "           one       two     three      four key\n",
      "9320  1.036986  0.499677  1.148364 -0.467139   N\n",
      "9321  0.762713 -0.337946 -0.239413 -0.662795   5\n",
      "9322  0.749977  0.712538  1.001917 -0.996523   O\n",
      "9323  0.171084 -0.255490  0.102048 -0.316483   D\n",
      "9324  1.932525  0.246313 -0.141027 -0.530162   Q\n",
      "9325 -1.057745 -0.974924 -0.138164  0.507494   H\n",
      "9326  1.450925 -0.757698 -0.095352 -0.783242   L\n",
      "9327 -0.851492  0.531830 -0.000885  1.090088   N\n",
      "9328 -1.455230 -1.651306  0.176941  0.872048   Y\n",
      "9329  1.614927 -1.213212 -0.481253 -0.417014   R\n",
      "           one       two     three      four key\n",
      "9330 -0.084471 -0.277350  1.451430  0.084764   Q\n",
      "9331 -0.518113  0.226028 -0.511796 -0.919190   I\n",
      "9332 -0.972866  1.004205  0.120233  0.042025   M\n",
      "9333  2.833891 -2.101260 -0.429482 -0.463515   7\n",
      "9334 -0.128270 -0.543380 -0.221873 -1.029007   D\n",
      "9335  1.247967  0.128850 -1.559185  0.044223   8\n",
      "9336  0.273832  0.522074 -0.308342  2.699276   H\n",
      "9337  0.702012  0.711724  1.163336  0.296343   4\n",
      "9338 -1.016164 -0.354134  0.344964 -0.991717   B\n",
      "9339  1.063249 -1.609780  1.585452  0.266229   J\n",
      "           one       two     three      four key\n",
      "9340 -0.345092 -1.783733  0.995363 -0.133127   H\n",
      "9341  0.580273  0.858170 -0.411594  0.237033   Q\n",
      "9342  0.242251 -0.014573 -0.546432  0.329856   J\n",
      "9343  0.399690  1.883217 -0.567522  0.406623   I\n",
      "9344 -0.388245  1.919552 -0.905067  0.678331   I\n",
      "9345  0.533744  1.906746  0.543798 -1.308828   B\n",
      "9346 -0.978301 -0.936583  0.090409 -0.218280   Z\n",
      "9347  0.339442 -0.280250 -1.007012 -2.808084   X\n",
      "9348 -1.670404  0.076665  1.298030 -0.763384   F\n",
      "9349  0.673709  1.492749  0.547974 -0.214530   K\n",
      "           one       two     three      four key\n",
      "9350 -0.860414 -1.054173 -0.213906  2.004594   5\n",
      "9351 -0.697103  0.482459 -0.618269  0.468325   M\n",
      "9352 -1.595699  0.747179  0.439322  0.375915   C\n",
      "9353  0.640864 -0.928823  0.139356 -0.740332   G\n",
      "9354  0.504642  0.081301 -0.524631  0.122069   Q\n",
      "9355 -1.560576 -1.408741  0.544641  0.939580   P\n",
      "9356  0.876947  0.969392 -1.069375  0.173287   W\n",
      "9357 -0.995748 -0.962385  1.257431 -0.631646   R\n",
      "9358  0.500236 -0.891189  0.463304 -0.394501   H\n",
      "9359 -2.687335 -0.240997 -0.588067 -0.355682   A\n",
      "           one       two     three      four key\n",
      "9360  1.112292 -0.026863 -0.144077  0.364361   V\n",
      "9361  0.236183  0.113043 -1.380454  0.028792   Z\n",
      "9362 -1.093494 -0.946562  0.149382 -0.190454   Y\n",
      "9363  0.676450  0.904576  0.854621  0.323596   J\n",
      "9364  1.841712  0.439631 -1.265122 -0.713029   L\n",
      "9365 -1.128605 -0.498973 -0.079963  0.176692   O\n",
      "9366  0.767857 -0.511653 -2.181414 -0.225151   S\n",
      "9367  2.219223 -1.507158  0.901499  0.474151   L\n",
      "9368 -0.030439  0.912498  1.780497  0.437122   A\n",
      "9369  1.038661 -0.390589  1.521634  1.431299   0\n",
      "           one       two     three      four key\n",
      "9370 -0.562848  0.630243 -0.055077 -2.031742   6\n",
      "9371 -0.838191  1.910501  1.784924 -0.128932   5\n",
      "9372  0.289630  1.530673 -1.678070  1.182819   V\n",
      "9373 -0.458333  1.229672 -0.038087  0.961370   B\n",
      "9374  0.607271 -1.161728  1.128581  0.477947   Z\n",
      "9375  1.136751 -0.617244 -0.103225  1.273975   6\n",
      "9376 -0.499357  0.082418  0.886325 -0.889350   K\n",
      "9377 -0.053079 -0.431909 -0.819710 -0.184383   X\n",
      "9378  0.554389 -3.415448 -1.008008  0.095636   J\n",
      "9379 -0.437518  1.416218 -1.223696 -0.983091   C\n",
      "           one       two     three      four key\n",
      "9380 -0.562207  0.266432  0.282217 -0.572417   T\n",
      "9381  0.282379  0.261255  0.389700 -1.350305   I\n",
      "9382  1.036831  0.417989 -0.203446  0.483799   T\n",
      "9383 -0.468093  0.346607 -1.773748  0.778593   X\n",
      "9384  0.439716 -0.543873  0.113144 -0.889964   L\n",
      "9385 -1.374947  1.858126  0.670141  1.643450   X\n",
      "9386 -0.854071  0.015123  0.606645 -0.924789   M\n",
      "9387 -1.064914 -0.752264  0.635654 -0.847769   B\n",
      "9388  0.328038 -2.201035 -0.640835 -0.762974   J\n",
      "9389 -0.454491 -1.296817  2.021387  0.740482   Y\n",
      "           one       two     three      four key\n",
      "9390  0.495933 -0.706393  0.515892 -1.664529   D\n",
      "9391  1.015098  0.254481  0.284005  0.084618   3\n",
      "9392  1.110091 -1.078437 -0.415991 -2.497072   F\n",
      "9393 -0.787877  0.023630  0.791347 -0.153287   Y\n",
      "9394  0.074121  2.946737  0.432237 -1.322222   4\n",
      "9395  0.353429 -0.247717  0.027099 -0.872752   B\n",
      "9396  1.224205  0.710345  0.406204  1.362394   M\n",
      "9397 -0.350708 -2.263328  0.280188  0.996978   Z\n",
      "9398  0.207886  1.219363  0.120394  1.416482   M\n",
      "9399  0.321767  0.997815 -0.141009 -0.214223   H\n",
      "           one       two     three      four key\n",
      "9400 -1.343528 -0.396485 -1.638347 -1.006332   0\n",
      "9401  0.022319 -0.704375  0.789894 -1.780649   J\n",
      "9402 -1.539439  0.535850  1.976509  1.146052   4\n",
      "9403  1.721770  0.110358 -1.426991  0.302453   C\n",
      "9404 -0.122783  1.017953 -0.485182 -0.757533   R\n",
      "9405  1.437882  0.462309  0.645184 -0.488188   9\n",
      "9406  0.252519 -0.893764 -1.451020 -0.037571   8\n",
      "9407  1.428140 -0.307382  0.835236  0.318659   Z\n",
      "9408 -0.653513 -0.826898  0.365600 -0.343442   X\n",
      "9409  0.648526  0.382166  0.837120  2.057713   F\n",
      "           one       two     three      four key\n",
      "9410 -0.294031  1.866947 -2.424641 -0.594399   R\n",
      "9411  0.546136 -1.165291 -0.069493  0.839443   W\n",
      "9412  0.055590  0.460796  1.480777 -1.173950   K\n",
      "9413  0.911487  0.336341 -0.890390 -0.131222   D\n",
      "9414 -0.907505 -0.773818  0.123461  1.723814   C\n",
      "9415  0.118950  0.898642  1.359423 -0.025140   3\n",
      "9416 -0.878655 -1.640173 -1.324034  1.131211   N\n",
      "9417 -0.019509  0.876113 -1.549758  1.650965   Z\n",
      "9418 -0.003943 -0.100711  0.089326  1.220398   7\n",
      "9419 -0.047169 -0.834210 -1.417680 -0.992629   G\n",
      "           one       two     three      four key\n",
      "9420  1.408109 -1.297373  0.331664  0.227963   M\n",
      "9421 -1.254859  0.379769  0.234048 -0.412161   K\n",
      "9422  0.532227 -0.576430  0.433983 -1.034566   C\n",
      "9423 -0.440186 -0.920560 -0.886908 -0.717393   4\n",
      "9424  1.755844  0.583305 -0.023002 -1.240222   V\n",
      "9425  0.326275  1.118900  2.100199 -0.302665   E\n",
      "9426  0.024880 -0.717322  1.408196  0.961346   H\n",
      "9427 -2.338187  1.448027 -1.882319  0.090921   B\n",
      "9428 -2.329398  0.226033 -0.359550 -0.545552   V\n",
      "9429 -0.203604 -0.371016 -0.120285 -1.316813   N\n",
      "           one       two     three      four key\n",
      "9430  1.626647  0.296330  0.314341 -0.031742   6\n",
      "9431  1.915538  0.902880  0.408403  0.380036   F\n",
      "9432 -1.095378 -1.436462 -0.136636 -0.076472   Q\n",
      "9433 -1.588550 -0.192420 -0.125519 -0.116338   E\n",
      "9434  0.677292  0.021536 -1.543651 -0.254482   K\n",
      "9435  0.146033  0.956711 -0.116033 -1.118259   X\n",
      "9436  0.162939 -0.176831 -0.517489 -0.086483   M\n",
      "9437  0.446004  1.421391  1.864233 -0.231944   T\n",
      "9438 -0.766637  0.849322 -2.271482  0.097941   K\n",
      "9439 -2.212326  0.371240  0.076708  0.579678   Y\n",
      "           one       two     three      four key\n",
      "9440  0.449888 -0.382982  0.535168 -0.139049   Z\n",
      "9441 -0.226391 -0.360102 -0.256503 -0.591466   Y\n",
      "9442  0.731660 -1.895307 -0.977830  0.609795   X\n",
      "9443  0.093161 -0.941322  0.948940  0.907185   1\n",
      "9444 -0.473135 -0.154075 -1.019198  0.463382   G\n",
      "9445 -0.360482  1.129282 -0.520626 -0.583512   M\n",
      "9446  0.398428  0.931627  0.126570 -0.359562   3\n",
      "9447  0.056456  0.942890  0.487491 -0.325111   K\n",
      "9448  0.919766  1.271893  0.325629  1.438338   J\n",
      "9449  0.826460 -0.252578 -0.935145  1.414167   B\n",
      "           one       two     three      four key\n",
      "9450  0.239817  0.200546  0.676698  0.359205   Y\n",
      "9451  1.004258  0.137820  0.340930 -0.534090   0\n",
      "9452 -0.022907 -1.523095  0.641033 -0.104281   I\n",
      "9453  2.455329 -0.190569  0.302309 -0.480748   T\n",
      "9454 -1.152559 -1.857734  0.187128 -1.995975   O\n",
      "9455 -1.576836 -1.958031 -0.140602  0.632315   S\n",
      "9456  0.426068 -0.167195 -1.075382 -1.092328   K\n",
      "9457 -0.716212  1.015349  0.488514 -0.699262   X\n",
      "9458 -1.159867 -0.775871  0.605492 -0.297012   N\n",
      "9459 -0.088278 -0.206925  0.104638  0.875423   I\n",
      "           one       two     three      four key\n",
      "9460 -0.610495  0.557744  0.931149  0.436779   Y\n",
      "9461  0.379394 -1.317547  0.001410  0.969856   N\n",
      "9462  0.864211  1.519593  1.260238  0.654337   A\n",
      "9463  1.350424  0.345149 -0.829001  0.185953   U\n",
      "9464  0.956002  0.566695  1.150978 -0.360039   K\n",
      "9465 -1.012716 -1.020895  0.650649 -1.216440   G\n",
      "9466 -1.087239 -0.949828 -0.645358 -0.859970   V\n",
      "9467  1.614264  0.488728  2.352849  0.268151   H\n",
      "9468  0.662645 -0.887113  0.476253  0.060454   F\n",
      "9469  0.005817 -2.763755 -1.300543  0.542561   H\n",
      "           one       two     three      four key\n",
      "9470  0.763453  0.438033 -1.231173  0.806291   R\n",
      "9471  0.024834  1.118008  1.737034 -0.374938   Q\n",
      "9472 -0.355465 -1.076554  0.965899  0.659141   A\n",
      "9473 -0.745188 -0.782877 -1.258483 -1.055936   F\n",
      "9474  0.202093 -1.282088 -0.779935  1.443650   3\n",
      "9475  0.760751  0.022058 -0.351377  0.211099   H\n",
      "9476  0.557158 -1.876649 -1.430152 -1.654969   W\n",
      "9477  1.319639 -0.215070 -0.362025  0.518275   B\n",
      "9478 -2.286471  0.411294 -1.539162 -0.091418   P\n",
      "9479 -0.573244 -0.422650  1.464084  0.542439   L\n",
      "           one       two     three      four key\n",
      "9480 -0.557591 -0.698958 -0.993515  0.075930   S\n",
      "9481  1.334503  0.513017 -0.587334 -0.251176   N\n",
      "9482 -1.496775  0.744357 -0.482187 -1.308006   X\n",
      "9483 -1.174527  0.387196 -1.718539 -1.281410   Z\n",
      "9484 -0.675110  1.193266  0.997502 -0.521573   I\n",
      "9485  0.157038 -1.616308 -0.903544  0.350487   E\n",
      "9486 -0.130342 -0.803972 -0.113091 -0.381549   P\n",
      "9487 -1.348766  0.714156  0.043432 -0.057863   C\n",
      "9488  0.760157 -0.318976  0.433243 -0.439731   P\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9489 -0.526896 -1.083645 -0.161763  0.660053   Z\n",
      "           one       two     three      four key\n",
      "9490 -0.461582 -1.050731 -0.426427  0.887175   S\n",
      "9491 -0.222515  0.753492 -0.409289 -0.295382   E\n",
      "9492  0.721114  1.011716 -0.271546  1.211776   R\n",
      "9493  1.121356  0.468571 -0.336326  0.078605   D\n",
      "9494  0.164942 -0.266021 -2.143937 -2.113471   W\n",
      "9495  1.345822  2.363195 -1.405568  2.599800   4\n",
      "9496  0.173217 -0.116329  0.373466  0.381805   4\n",
      "9497 -0.289274  1.439352 -0.799853 -1.208543   U\n",
      "9498  1.094008  0.049683 -1.445820  0.540209   E\n",
      "9499  0.290745  0.590175  0.895260 -0.025518   B\n",
      "           one       two     three      four key\n",
      "9500 -0.264040 -1.204051  0.504199  0.602873   Z\n",
      "9501  2.027584 -0.097576 -0.445689  1.965018   D\n",
      "9502  1.342573  1.231400  1.723257  1.332216   F\n",
      "9503  1.536042  1.585264  0.904740  0.972697   N\n",
      "9504 -0.494593  0.008418  1.512647 -0.114531   2\n",
      "9505  0.796604  0.242223 -0.381732 -0.006187   6\n",
      "9506 -0.103388  0.690857 -0.217870 -0.399363   Z\n",
      "9507 -1.055039  1.263498 -0.294833 -0.131290   M\n",
      "9508  0.769964 -0.077621 -1.569057  1.759866   J\n",
      "9509 -0.380482 -0.444606 -0.959613  0.375138   L\n",
      "           one       two     three      four key\n",
      "9510  0.343652  1.653497  0.361990  1.413521   5\n",
      "9511 -1.037169  0.466151 -0.483780  1.754663   6\n",
      "9512 -1.370660 -0.066661  0.780669 -0.341960   B\n",
      "9513 -1.218953 -1.185454 -0.313377  0.509477   8\n",
      "9514  0.320657 -2.371135  1.327589 -1.326688   Z\n",
      "9515 -0.021378 -0.062101  0.573617 -0.603958   L\n",
      "9516  0.703793  0.094209  0.212399 -0.698490   M\n",
      "9517  0.126527 -0.597758  0.772462  0.406615   0\n",
      "9518  0.472917 -0.828902 -0.236532  1.138180   Q\n",
      "9519 -0.903719 -1.377777 -1.844190 -0.472677   9\n",
      "           one       two     three      four key\n",
      "9520  1.024344 -0.450261 -0.683783 -0.661729   6\n",
      "9521  0.127562  0.164955  0.302059 -0.774069   B\n",
      "9522  1.114310  0.040545 -1.945605 -0.051613   Y\n",
      "9523 -1.105121  2.330199 -1.632064 -0.642056   I\n",
      "9524 -0.638923  2.087784 -0.664267  1.279759   R\n",
      "9525  0.394658 -1.415181  0.909133 -1.030027   A\n",
      "9526  0.229629  1.221449  0.267325  1.546965   O\n",
      "9527 -0.754186 -1.428343  1.642931  1.298858   G\n",
      "9528  0.276274  0.759065 -0.779600  0.224756   T\n",
      "9529  0.701377  0.120162  1.432007 -0.151164   V\n",
      "           one       two     three      four key\n",
      "9530 -0.595785 -1.448381 -1.434809 -1.878632   B\n",
      "9531  0.500949  0.070500 -0.443117  0.457912   A\n",
      "9532  0.859546  2.785971 -0.532929 -1.136828   K\n",
      "9533  0.711861  0.002736 -0.400844  0.551365   R\n",
      "9534 -1.445062 -0.611055 -0.322967  0.547384   6\n",
      "9535  0.954100 -1.257360  1.008903 -0.906558   U\n",
      "9536 -0.833364  1.040694  1.197968 -1.312923   3\n",
      "9537 -1.292614  0.276692 -1.050741  1.534013   K\n",
      "9538 -1.013760 -0.066572 -0.620854  0.730214   M\n",
      "9539 -0.976169 -0.974598 -2.197370  1.852371   J\n",
      "           one       two     three      four key\n",
      "9540 -1.329730  1.085331  1.980574  1.176841   S\n",
      "9541 -0.218698  0.084666 -0.173542 -0.651511   3\n",
      "9542 -1.982991  1.643599  1.468598  1.516742   5\n",
      "9543  1.164884  0.020764 -0.533329 -1.145035   E\n",
      "9544 -1.491799  0.007564  0.616605 -1.037414   D\n",
      "9545 -0.996030  0.137301  1.731782  0.175898   U\n",
      "9546  0.303861 -1.052662 -0.970055 -0.785081   Y\n",
      "9547 -1.001332  0.017181  1.782410 -1.190568   O\n",
      "9548 -0.336102 -0.821629 -0.626185  0.571429   Y\n",
      "9549  0.422550  0.500042  0.513456  0.488156   I\n",
      "           one       two     three      four key\n",
      "9550  1.867871  1.484582 -1.357443 -2.626637   K\n",
      "9551  2.005167 -0.685622 -1.561030  0.182441   L\n",
      "9552  0.597000  0.222708  0.305168 -0.080533   M\n",
      "9553 -0.508773  1.021734  1.108644  0.943291   N\n",
      "9554 -1.179020  0.036331  1.042837  1.088222   Z\n",
      "9555  0.951402 -0.307578 -0.368335  0.251813   3\n",
      "9556  1.218339  0.713224 -1.293507 -0.760257   J\n",
      "9557 -0.637575  0.264305 -1.318301 -0.356751   T\n",
      "9558 -0.279952 -0.480788  0.570095  0.064280   Z\n",
      "9559  0.070160  1.671392 -0.799068  1.152375   7\n",
      "           one       two     three      four key\n",
      "9560  0.765127  1.032661  0.202238 -0.111697   C\n",
      "9561 -0.164872 -0.205052 -1.352808  1.070987   P\n",
      "9562 -0.921249  0.130183 -0.494700  1.200320   W\n",
      "9563 -0.772598  0.971766 -1.172807 -0.629114   N\n",
      "9564 -1.168048 -0.763392 -1.101017 -1.225282   X\n",
      "9565 -0.487141 -1.570014  2.023701  0.942098   Q\n",
      "9566 -0.960110 -0.599789 -0.420131 -1.060305   R\n",
      "9567  1.145774  0.271638  0.158536 -0.138008   E\n",
      "9568 -0.193084  0.966616 -1.288475 -0.604217   F\n",
      "9569 -0.328503  0.848668 -0.046550 -0.349784   A\n",
      "           one       two     three      four key\n",
      "9570 -0.350641  0.682652  1.213110 -0.422607   4\n",
      "9571  1.623558 -0.389626  2.020485 -0.204085   V\n",
      "9572 -0.281836  0.799264 -0.033647  0.041708   2\n",
      "9573 -1.379627 -1.124807  0.076573 -0.908953   T\n",
      "9574 -0.481685  1.317100 -0.913979 -0.677304   W\n",
      "9575  0.574356 -0.732228 -0.158524 -1.794890   H\n",
      "9576 -0.556246 -0.972948 -0.358834 -0.229477   W\n",
      "9577 -0.662142 -0.182813  0.328315  2.252194   D\n",
      "9578 -0.209264  1.116097 -0.839968  0.491750   Y\n",
      "9579  0.412337 -0.464012  0.112052  0.829024   8\n",
      "           one       two     three      four key\n",
      "9580 -0.292731  0.152552  0.171421 -1.676514   A\n",
      "9581 -0.810217  1.707645 -0.295623  0.205511   C\n",
      "9582  0.443111  0.546866 -0.815407 -0.814718   8\n",
      "9583  0.421462 -0.836823  1.425804  0.052379   O\n",
      "9584 -0.761553 -2.153481 -1.241917 -1.000066   Z\n",
      "9585 -1.740843 -1.618405 -0.206717  0.088524   8\n",
      "9586  0.862219 -1.028091  0.132116  0.920400   N\n",
      "9587  1.151347  0.109756 -0.987297  0.763409   7\n",
      "9588 -0.910335 -0.982107  0.490226  0.643449   K\n",
      "9589  0.761674 -0.617406 -1.652585  1.875518   X\n",
      "           one       two     three      four key\n",
      "9590 -0.994851 -0.103497 -1.577335 -0.537263   F\n",
      "9591  0.410500  2.351971 -0.974480  0.163615   H\n",
      "9592  0.363843 -0.331079  0.008411 -1.808952   U\n",
      "9593 -0.726563 -0.261141  0.243103  0.142011   H\n",
      "9594 -1.010931  1.014739 -0.925784 -0.869491   N\n",
      "9595  0.938799  0.421110 -0.105712 -0.563260   K\n",
      "9596 -0.639067 -1.289469  1.124618  0.608780   3\n",
      "9597  0.853380 -0.514838  0.097316 -0.297523   U\n",
      "9598  0.947749  0.259260  0.549507 -2.636814   L\n",
      "9599  1.905350 -0.012055  2.431791  1.237997   E\n",
      "           one       two     three      four key\n",
      "9600 -0.516668 -1.809236  0.416144 -2.280588   P\n",
      "9601  1.027780 -0.027405 -0.564503 -0.119947   A\n",
      "9602  1.551204  0.466685 -0.641260 -0.181744   M\n",
      "9603  0.926318  0.927291  0.117346  0.689852   S\n",
      "9604 -0.632273  0.324688  0.298193 -1.017273   E\n",
      "9605 -0.015874  0.788401  0.638825  0.372048   1\n",
      "9606 -0.010017 -0.326955 -0.318236  1.046044   8\n",
      "9607 -0.634580 -0.522508  0.068567 -0.884560   H\n",
      "9608  2.050653 -1.181549 -0.533822 -2.125313   A\n",
      "9609 -0.908868 -0.793014 -0.335109  0.037492   A\n",
      "           one       two     three      four key\n",
      "9610  1.224110  0.958274  1.329758 -0.253768   1\n",
      "9611  1.718144 -0.648634  0.142423 -0.403445   0\n",
      "9612 -0.533005 -0.214491 -0.235923  0.914930   E\n",
      "9613 -1.390759  0.211406  0.590674  0.083262   Y\n",
      "9614 -0.928091  0.701956  1.039178 -0.762259   B\n",
      "9615  0.728672 -0.383446 -0.562926  0.423290   C\n",
      "9616  0.370024  0.032020 -1.263050 -0.661190   6\n",
      "9617 -0.174518 -0.253561  1.363441 -0.352337   7\n",
      "9618 -1.462123 -1.024080  0.516048 -0.274181   J\n",
      "9619  0.149626 -1.258493 -3.147012  0.647377   T\n",
      "           one       two     three      four key\n",
      "9620  0.718572  0.122687 -0.264683 -0.012467   V\n",
      "9621 -0.583261  1.866096 -1.291962  0.501720   V\n",
      "9622 -0.215772  0.096258  0.500506  1.266032   I\n",
      "9623 -2.008887 -0.463262  0.235280  1.576381   M\n",
      "9624 -0.389031  0.756333 -0.727188 -0.241930   U\n",
      "9625  0.094756  1.443395  0.421279  0.521304   I\n",
      "9626  0.211397 -1.091062 -0.885885 -1.174211   T\n",
      "9627  0.867971  0.059845  2.117674 -0.275678   I\n",
      "9628 -0.689220 -0.498567 -0.754487  0.249618   N\n",
      "9629 -1.422313 -0.799299 -0.818168  0.175179   0\n",
      "           one       two     three      four key\n",
      "9630  0.121058 -1.391758  0.540614  0.610208   H\n",
      "9631  0.320297  2.239588 -1.146741 -0.510208   8\n",
      "9632 -0.690142  0.491001  1.058332 -0.008989   K\n",
      "9633 -0.521703 -2.299228  1.042974  0.022488   J\n",
      "9634  0.255021  0.547390 -0.590398  1.040875   Z\n",
      "9635  1.173623 -1.470366  0.391082  2.614733   Q\n",
      "9636  0.408012  0.666054 -1.332051 -1.773270   2\n",
      "9637 -0.404665 -1.826796  0.051082 -0.389155   R\n",
      "9638  1.311233  1.071636 -0.691517 -0.197166   A\n",
      "9639  1.329483 -0.314181  1.155250 -0.310138   B\n",
      "           one       two     three      four key\n",
      "9640 -1.334960 -1.373417  0.021264  0.902418   V\n",
      "9641  2.268282 -0.007329  0.394683 -1.679803   1\n",
      "9642 -0.304685 -1.356296 -1.620419 -0.569422   5\n",
      "9643 -0.530818  0.800831 -2.274781  0.170541   W\n",
      "9644 -0.001800 -3.465356 -0.827826  1.430808   8\n",
      "9645 -0.261444  1.486314 -1.039579  0.719062   Q\n",
      "9646  0.627622 -0.469194 -0.101264  1.891676   P\n",
      "9647 -0.329298  0.071715  0.479169 -1.079075   Q\n",
      "9648 -0.742765  0.759030 -1.118109  0.884687   H\n",
      "9649  0.383764  1.115819  1.333113  0.371440   1\n",
      "           one       two     three      four key\n",
      "9650  0.137338 -0.662399  1.757140 -0.909405   3\n",
      "9651 -1.539605 -0.895458 -0.233275  2.666556   J\n",
      "9652  0.035304 -1.942487  1.242118 -0.184326   H\n",
      "9653  0.182066  0.434355 -0.583836  0.616160   G\n",
      "9654 -1.259901 -1.114100  0.283941  0.797892   C\n",
      "9655  0.988202 -1.163367  0.115797 -0.048535   7\n",
      "9656  0.236980 -1.602385  1.118380 -0.554616   F\n",
      "9657  0.900938  0.716454  1.811875 -1.330704   K\n",
      "9658  0.727675 -0.938174  0.479874  0.347832   X\n",
      "9659  0.287110 -0.346400 -1.159676  1.049243   D\n",
      "           one       two     three      four key\n",
      "9660 -1.099466  0.356533 -0.167410 -1.174868   H\n",
      "9661  2.128371  0.678286 -1.134974  0.492645   T\n",
      "9662 -0.839114 -0.006299  0.822817 -1.684707   9\n",
      "9663  0.883543 -1.083908 -0.056349  0.571913   3\n",
      "9664  0.394936  0.935668  0.401927 -0.062631   P\n",
      "9665 -1.239741 -1.063991  0.117355  0.529984   N\n",
      "9666 -0.921699  2.013758  0.578416 -0.832472   F\n",
      "9667 -0.438839 -1.688726 -0.772548 -1.138874   T\n",
      "9668  0.367194  0.588574  0.637054  0.636912   A\n",
      "9669 -1.398241  0.701902 -1.603974 -0.001910   G\n",
      "           one       two     three      four key\n",
      "9670 -0.759556 -1.767282  1.903070 -0.191659   X\n",
      "9671 -0.032537  0.924379 -0.148704  0.321012   7\n",
      "9672  0.209909  1.623332 -1.144754  0.412216   1\n",
      "9673 -0.457389 -0.117801 -0.323972  0.879816   H\n",
      "9674  0.126167 -0.170582 -0.086928  1.426527   H\n",
      "9675  1.385306 -1.470873  0.593692 -1.331943   3\n",
      "9676  0.411997 -0.792781  1.117095  3.372951   B\n",
      "9677 -0.794808  0.294574 -1.235114 -1.038514   Y\n",
      "9678 -0.400435 -0.040874 -1.539885  1.306125   J\n",
      "9679  0.069999  0.856249 -0.599017 -0.766095   6\n",
      "           one       two     three      four key\n",
      "9680  0.480274  0.934571 -1.233171 -1.027289   R\n",
      "9681  0.169191 -0.241472 -0.199201 -0.421583   A\n",
      "9682 -0.274243  1.465206  0.098366 -0.166066   P\n",
      "9683  0.350214  0.375084 -1.319546 -0.105641   7\n",
      "9684  0.238529  0.373155  0.755962 -1.681836   G\n",
      "9685 -0.222048  2.136200  0.197333 -0.539230   R\n",
      "9686  0.375309  1.165427 -1.357453  0.612017   X\n",
      "9687 -0.463573  1.766087  0.455837  0.255512   A\n",
      "9688  0.279988  0.420717  0.805524 -0.755125   Q\n",
      "9689  0.930874  0.060651  1.623671  0.086015   B\n",
      "           one       two     three      four key\n",
      "9690 -0.292949 -0.880245 -0.581178  0.654815   F\n",
      "9691 -0.204133  0.333149  0.406852 -1.169391   M\n",
      "9692 -0.242474  0.331982  0.290742 -0.278750   G\n",
      "9693  0.145993  1.930448  1.720139  1.377522   M\n",
      "9694 -0.617593 -1.614591  0.016191 -0.604622   L\n",
      "9695  0.922978 -1.292055 -1.351997  0.283806   F\n",
      "9696 -0.928138  0.852961  0.024444  2.340553   G\n",
      "9697 -0.821976  0.817374  0.451825 -1.570028   Z\n",
      "9698  1.321737 -0.400621 -0.807798  1.015631   2\n",
      "9699  0.711289  0.923190 -0.455170  1.067814   U\n",
      "           one       two     three      four key\n",
      "9700 -0.047304  1.394180  2.344610 -0.002397   M\n",
      "9701 -1.688336 -0.346352  0.425520 -0.224832   V\n",
      "9702  0.160533 -0.687899 -1.421196 -0.272783   G\n",
      "9703 -1.066810  1.259937 -0.206259 -0.970699   U\n",
      "9704  0.745745  0.218009 -1.164389  0.998144   N\n",
      "9705 -1.113694  1.714325  0.081232 -0.774844   U\n",
      "9706  0.836289 -0.640712  0.214118  0.672353   O\n",
      "9707 -1.253733  1.755154  1.009684  0.813607   B\n",
      "9708  0.688122  0.107563  1.268690  1.585725   3\n",
      "9709 -1.000947  0.543779  1.701537 -0.824418   I\n",
      "           one       two     three      four key\n",
      "9710  0.259233  0.384970  0.623987 -2.267827   T\n",
      "9711  0.681097  1.819244  0.669091 -1.138714   M\n",
      "9712  0.079504 -0.515797  0.034017  0.533997   Q\n",
      "9713  0.408101  0.314263 -2.700834  0.885913   H\n",
      "9714 -1.043828 -0.659638 -0.383559  3.060846   G\n",
      "9715 -0.559463  0.347588 -1.730812  0.517563   6\n",
      "9716  0.980145  1.394327 -1.456224  0.791639   T\n",
      "9717 -0.723501  2.558271 -0.850818 -0.475867   L\n",
      "9718  0.100228 -0.570544 -0.002565 -2.148293   R\n",
      "9719 -2.006154  1.062676  0.569060  0.418153   0\n",
      "           one       two     three      four key\n",
      "9720  1.698521 -0.877715  2.729603  1.443464   G\n",
      "9721  0.151383 -0.519386  0.389304 -0.481319   1\n",
      "9722  0.945801  0.619985  2.090553 -0.437160   5\n",
      "9723 -0.921652  0.748418 -1.993968 -0.438938   E\n",
      "9724  1.936295  1.162780 -2.154590  0.718839   G\n",
      "9725  1.550970  0.188207 -0.850502 -0.990649   R\n",
      "9726  0.482061 -0.204229 -0.500644  0.319991   B\n",
      "9727  0.223549 -0.195633 -1.181842  0.874798   Y\n",
      "9728  0.152340 -1.239362 -0.572878  2.023121   X\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9729  0.364105  0.911930 -0.056518 -0.468410   1\n",
      "           one       two     three      four key\n",
      "9730 -0.766294 -0.268946  0.722880 -0.744594   B\n",
      "9731  0.769705 -1.639635  0.498835 -0.237019   T\n",
      "9732 -2.189870  0.334059 -0.248977 -0.303730   T\n",
      "9733 -1.219167 -0.094164 -0.759449 -0.373387   P\n",
      "9734 -1.331303  0.159015  0.488240 -0.421206   J\n",
      "9735  0.000057  1.475884 -0.493883 -1.347344   B\n",
      "9736  0.427966 -0.462143  2.548931 -0.643162   N\n",
      "9737  0.326545 -0.360348 -1.712747 -1.031053   K\n",
      "9738 -0.857995  0.301969 -1.466876  0.306275   6\n",
      "9739 -1.097458  0.394401 -1.255293 -0.439218   4\n",
      "           one       two     three      four key\n",
      "9740  0.172591 -0.264390 -1.498304 -0.072483   P\n",
      "9741 -0.537247  0.987166 -0.415319 -0.911046   K\n",
      "9742  0.736183  0.215746 -0.396431 -0.011701   T\n",
      "9743 -1.916784 -1.356730  0.109771 -1.226509   G\n",
      "9744 -0.583047  1.137829 -0.592201  0.409020   X\n",
      "9745 -0.377472  0.867824  0.146361  0.649430   0\n",
      "9746 -0.669548  0.118215 -1.476486  0.535222   I\n",
      "9747  0.943050 -2.480243  0.571789 -1.371331   L\n",
      "9748 -0.556300  2.471795  0.387172 -0.374154   W\n",
      "9749  1.129519  0.415313 -0.037097 -0.150885   Y\n",
      "           one       two     three      four key\n",
      "9750 -1.600413  0.159826  0.150359  0.088060   J\n",
      "9751 -0.792302 -0.765247 -1.021910 -2.058838   Y\n",
      "9752  0.492472  1.075038  0.855289 -0.021079   A\n",
      "9753 -1.037104  0.431854  2.730071  0.452413   C\n",
      "9754  0.486591  0.122527  1.388340  0.014270   P\n",
      "9755  0.031621  0.222669  3.025273  0.412352   5\n",
      "9756 -0.516121  0.433224 -1.821537  0.666071   O\n",
      "9757 -0.127361 -1.419093  0.364285  0.709469   2\n",
      "9758  1.286620 -1.324586  0.498089  0.001875   K\n",
      "9759  0.941218  0.937461  0.993775 -1.541011   M\n",
      "           one       two     three      four key\n",
      "9760  0.140539 -0.675598 -0.050526 -0.392513   F\n",
      "9761  1.100811 -0.071889  0.748639  0.926796   0\n",
      "9762  0.904096 -0.387636 -1.832550 -0.025005   R\n",
      "9763 -0.723901  0.389483  2.041585 -0.193699   X\n",
      "9764 -1.556294 -0.358824  0.094072 -1.163632   0\n",
      "9765  0.257940 -1.344356 -1.615863  0.534847   E\n",
      "9766 -0.955549  0.721610  0.544829 -0.773344   C\n",
      "9767  0.084983  0.643734  0.924384  0.820764   P\n",
      "9768  0.339438 -0.512475 -0.140745  1.772117   T\n",
      "9769  0.738019 -1.090932  0.936387 -0.037196   D\n",
      "           one       two     three      four key\n",
      "9770  0.498951 -1.609796  0.202239  0.333631   M\n",
      "9771 -1.421275 -0.892238 -1.079191  1.361871   R\n",
      "9772  0.571228  1.107259 -0.489436  0.439030   G\n",
      "9773  2.343104 -0.052859  0.536495 -0.256878   T\n",
      "9774 -1.649719 -0.588896 -0.542998 -1.429529   Z\n",
      "9775 -1.231455 -0.141106 -0.045299 -2.033290   9\n",
      "9776  2.046176  0.003491 -0.419639  0.338629   B\n",
      "9777  0.455334  0.586219 -1.659733  0.745404   W\n",
      "9778  1.085040 -0.416365 -2.094405 -0.291053   P\n",
      "9779  0.223690  1.399661 -1.052632 -1.198156   U\n",
      "           one       two     three      four key\n",
      "9780  0.285272  0.167573 -0.111292  0.310479   L\n",
      "9781  0.063793 -0.837654 -0.677238 -0.626084   U\n",
      "9782  0.087285 -0.517900 -1.184332 -1.086610   R\n",
      "9783  0.131171  1.340719 -0.134507 -0.599765   1\n",
      "9784  0.413139  0.297188 -0.674361 -0.868657   M\n",
      "9785 -0.725957 -0.998949  0.592402 -0.818486   U\n",
      "9786  2.019106 -0.870474  1.639569 -0.018648   C\n",
      "9787  1.522817  0.863991 -1.084725  0.995037   L\n",
      "9788  1.599495  0.878766 -0.031821 -1.541137   U\n",
      "9789  0.032584 -0.830247  0.093528 -0.885421   I\n",
      "           one       two     three      four key\n",
      "9790 -0.218408 -0.479250  0.269820  0.587703   4\n",
      "9791 -0.811633  0.880449 -0.355221  1.267463   S\n",
      "9792 -0.331629  0.758539 -1.848992 -1.417983   2\n",
      "9793  0.732672 -0.744898  0.512209  1.417495   O\n",
      "9794 -1.280849  1.200019 -0.946480 -1.236550   G\n",
      "9795 -0.154021 -0.413900 -0.475061 -0.452330   Q\n",
      "9796 -0.232235 -0.368472  0.993501 -1.021010   P\n",
      "9797  0.781140  1.342346  0.913418  1.774222   0\n",
      "9798  1.681210  0.372874  1.311298 -1.133757   K\n",
      "9799 -1.240547 -1.168227 -0.580810  1.076764   U\n",
      "           one       two     three      four key\n",
      "9800 -1.294914  0.331682 -0.085695 -0.380569   A\n",
      "9801 -0.049305 -2.438811 -0.682628 -0.573968   P\n",
      "9802 -0.650771 -0.881442 -1.694826  1.437016   K\n",
      "9803 -0.396328 -0.045237 -0.820599  0.975118   1\n",
      "9804  1.398057 -0.416835 -0.527765  0.655063   I\n",
      "9805 -0.491838  0.252638 -0.712340 -0.134048   Q\n",
      "9806 -0.336569 -2.269899 -1.071023  0.943110   U\n",
      "9807  0.756197  0.732625 -1.372741  2.878871   W\n",
      "9808 -0.269079  0.639093  1.244106 -2.136111   C\n",
      "9809 -0.308118  1.034232 -0.431445  0.994420   D\n",
      "           one       two     three      four key\n",
      "9810 -0.477305  0.350103 -0.825061 -1.610219   W\n",
      "9811 -0.197311  1.499384 -0.450783 -0.543044   0\n",
      "9812 -1.056253  1.329374  0.133393 -0.675954   M\n",
      "9813  1.658800  1.210938  0.302966 -1.972337   B\n",
      "9814  0.754500 -2.845933  1.253487  0.339284   2\n",
      "9815  0.297284  0.420508  0.580423  0.909306   F\n",
      "9816 -0.763218 -0.644610  0.200417  1.015394   N\n",
      "9817 -0.193427 -0.461658 -0.340601  0.798476   E\n",
      "9818 -0.086358  0.278119 -0.796805 -0.224212   E\n",
      "9819 -0.349745  0.754809  1.096169 -1.311705   5\n",
      "           one       two     three      four key\n",
      "9820  0.961266 -1.467788 -0.381349  3.412734   T\n",
      "9821  0.673156 -0.895040 -0.887768  1.036861   8\n",
      "9822  1.674725  1.311048 -2.121708  0.744071   3\n",
      "9823 -0.855255 -1.540225 -0.445043 -0.937947   B\n",
      "9824  1.677783  0.670608  1.078747  0.268647   T\n",
      "9825  0.951291 -1.040883  1.452374  0.205421   5\n",
      "9826 -0.683098  2.921636 -2.355285 -0.835637   E\n",
      "9827  1.344263 -0.900980  0.568158  1.055773   G\n",
      "9828 -1.108598 -0.652089 -0.564324  0.768528   V\n",
      "9829  0.866476  1.019045 -1.305545 -0.511821   Y\n",
      "           one       two     three      four key\n",
      "9830  0.033623 -0.521881  0.359101 -0.119274   X\n",
      "9831  1.319066 -0.396322 -1.249605  0.121017   4\n",
      "9832 -0.199601  1.006747 -1.415585  0.691379   Q\n",
      "9833 -1.023019  1.194964  0.255707 -0.457101   O\n",
      "9834  0.065228 -0.575107  0.182696 -0.828035   W\n",
      "9835 -2.825997 -1.297744  1.049191  1.840404   6\n",
      "9836 -0.179055  1.174393  1.734680 -1.918800   D\n",
      "9837 -0.729083 -1.319774  1.528342 -1.092921   W\n",
      "9838  0.104814 -0.552228  1.353238  0.630352   6\n",
      "9839 -0.255672  0.775343  0.387702  0.041849   E\n",
      "           one       two     three      four key\n",
      "9840 -0.587911  0.873910 -0.304846 -1.050275   G\n",
      "9841 -1.334261  0.244747  0.467975 -0.815459   E\n",
      "9842  0.438790  0.395960  0.579843 -0.738805   J\n",
      "9843  0.000147 -0.713571 -0.727030  0.207665   S\n",
      "9844 -0.693389  0.133032 -1.810385 -0.206716   T\n",
      "9845  0.312562  0.702847  0.531875 -0.419882   R\n",
      "9846 -0.729949  0.909011 -0.368560  0.712993   V\n",
      "9847  0.029555 -0.052973  0.687465 -1.877284   S\n",
      "9848  1.043611 -0.083895 -0.563814 -0.637314   4\n",
      "9849  1.332120  0.432327 -1.071631 -0.353301   F\n",
      "           one       two     three      four key\n",
      "9850  0.433454  0.493090 -0.430091 -1.247392   9\n",
      "9851 -0.388183  0.717130  0.104645 -1.344749   A\n",
      "9852 -0.309841 -0.055652 -0.471843  0.286451   O\n",
      "9853 -0.108284 -1.610658  0.452592  1.942240   3\n",
      "9854 -0.124121 -0.454046  0.019400  0.700823   F\n",
      "9855  1.113946 -1.856832  0.814431  1.195482   4\n",
      "9856 -0.685257  0.124450 -0.505895  0.642685   M\n",
      "9857 -0.631722 -0.143666  1.087936  0.219917   9\n",
      "9858 -0.187875 -1.481584 -1.054768  0.200388   I\n",
      "9859  2.412396 -0.338504 -3.234391 -0.688067   4\n",
      "           one       two     three      four key\n",
      "9860 -1.946231  1.372080 -0.221380 -1.126996   W\n",
      "9861 -0.226293  0.040196 -2.770018  1.115093   F\n",
      "9862  1.008070 -0.423869  1.889713  0.348198   D\n",
      "9863  0.971149 -1.326166 -0.354046 -0.327411   C\n",
      "9864  1.363531  0.135904  1.467313 -0.127779   5\n",
      "9865 -0.191971 -0.123172  0.510274  0.399055   U\n",
      "9866 -0.751565  1.868232  0.088694  0.470143   0\n",
      "9867 -0.699965 -1.763551  1.828489 -0.880434   U\n",
      "9868  0.026008  0.920830  0.371928  1.213848   3\n",
      "9869  0.680894  0.578016 -1.214840  1.447624   N\n",
      "           one       two     three      four key\n",
      "9870  1.393271  0.043563 -1.146234  1.178807   6\n",
      "9871 -2.190870  0.447900  0.982867 -0.103477   2\n",
      "9872  0.849065 -0.657636 -1.700643 -1.235272   D\n",
      "9873  0.356928  0.729239 -1.165260  0.096956   I\n",
      "9874 -0.615839 -1.021528 -0.775867 -0.585818   P\n",
      "9875  0.094128 -0.637392  2.356799 -0.716470   V\n",
      "9876  1.388508 -0.023484  0.376429  1.644896   F\n",
      "9877  0.418293 -0.817763  0.017513 -1.007160   T\n",
      "9878 -1.023229 -1.664268  1.294334  0.333396   Z\n",
      "9879 -0.357209 -0.812385  0.164544  0.395521   7\n",
      "           one       two     three      four key\n",
      "9880  0.243235  0.198341  0.146675 -0.912408   I\n",
      "9881  0.100768 -0.111569  0.442555  0.655966   U\n",
      "9882  0.202154 -0.403594  1.086938  0.057199   Q\n",
      "9883  0.682939 -1.257409 -1.030951 -0.695576   M\n",
      "9884  0.224674 -1.282982  0.170886 -0.726662   K\n",
      "9885 -0.815750  0.041670  0.449464 -2.606145   U\n",
      "9886 -0.670342 -0.181165  1.513165  0.241033   V\n",
      "9887 -0.421223 -0.506196  0.667947 -0.252557   U\n",
      "9888  0.035651 -0.034945 -0.354961 -1.003239   B\n",
      "9889 -0.853610 -0.436814 -0.871246 -0.016232   V\n",
      "           one       two     three      four key\n",
      "9890  0.720570 -0.123687 -1.700154  0.301859   G\n",
      "9891  1.006002 -0.282087  2.905202  1.603571   J\n",
      "9892  1.330782  1.253422 -0.876880 -0.939894   X\n",
      "9893 -1.139084  0.521192 -0.693468  0.703674   M\n",
      "9894  0.322376  0.314143  0.260488 -0.496941   C\n",
      "9895  0.998554 -0.814302  1.048220 -0.061590   S\n",
      "9896 -0.005025 -0.711575 -1.732007 -0.517528   U\n",
      "9897 -1.577290  0.516399  1.199673 -0.512884   K\n",
      "9898 -0.856403  0.031718 -0.488677 -0.819807   L\n",
      "9899  0.879164 -0.000069  0.085142 -0.737688   L\n",
      "           one       two     three      four key\n",
      "9900 -0.917821  0.058367 -0.531512 -0.812805   N\n",
      "9901 -0.759939  0.105655  0.051760  1.124987   Z\n",
      "9902 -0.179008  0.577351  0.638650  1.513243   Q\n",
      "9903 -0.792081  0.311284 -0.154408 -0.351271   X\n",
      "9904 -1.331304  0.893181 -0.081846 -0.294823   O\n",
      "9905 -1.197574  0.568164  1.985164  0.583706   H\n",
      "9906 -0.091010 -0.727648  0.315932 -0.031456   C\n",
      "9907 -0.228641  0.009792  0.409630  0.028353   2\n",
      "9908  1.429089 -0.029746 -0.140590  1.007687   L\n",
      "9909 -0.851548 -0.260413 -0.407416  0.068328   3\n",
      "           one       two     three      four key\n",
      "9910  0.451367  0.434450  0.700736  0.190065   9\n",
      "9911  1.273204  1.482586 -2.012272 -1.377785   8\n",
      "9912  0.665904  0.656233  0.304480  0.159379   W\n",
      "9913  0.206585 -1.101147 -0.707541 -0.978277   3\n",
      "9914  0.990034  0.111278 -0.503772 -0.895681   W\n",
      "9915 -0.684401  0.509117 -0.957427  0.130916   P\n",
      "9916  0.034604  0.769922  0.168948 -1.610443   A\n",
      "9917  2.487347 -0.258829 -0.970272 -0.531656   C\n",
      "9918  0.842772  2.665060 -0.093389 -1.222986   T\n",
      "9919  0.556822  2.105321  0.408342 -1.069528   S\n",
      "           one       two     three      four key\n",
      "9920 -0.566608 -1.806123  0.007237  1.142460   9\n",
      "9921 -0.347958 -1.703298 -1.276779  0.016063   G\n",
      "9922  1.689285 -0.243741 -0.032860 -0.699974   S\n",
      "9923  0.512344  1.105886  0.996068  1.866303   M\n",
      "9924 -0.695323 -1.138164  0.995713 -0.789440   E\n",
      "9925 -0.494162 -2.277690 -0.092798 -0.041204   Y\n",
      "9926  0.102128 -0.497693 -1.240402 -1.376682   O\n",
      "9927  0.532616 -0.955477  0.825893  2.390448   R\n",
      "9928 -1.271741  2.018046  0.124696 -1.138061   E\n",
      "9929  1.163885 -2.197588 -1.198055 -0.422572   Q\n",
      "           one       two     three      four key\n",
      "9930 -0.679813  0.274314 -0.178448 -0.426899   H\n",
      "9931  0.933634  0.350504 -0.468304  1.156173   G\n",
      "9932  0.648978 -0.095915 -0.063839  0.086077   D\n",
      "9933  0.611149 -0.742647 -0.250951  1.610875   A\n",
      "9934 -0.141520 -0.351263  1.965070  0.297954   R\n",
      "9935 -0.684332  1.011875  0.706506 -0.181271   W\n",
      "9936  0.268777  0.214678  0.427272  0.521099   M\n",
      "9937  1.167300 -0.018029  1.086841 -0.686287   U\n",
      "9938  0.329986  0.299003 -1.502037 -1.866984   I\n",
      "9939  1.026257  0.389163 -0.433496  0.159210   K\n",
      "           one       two     three      four key\n",
      "9940  1.478011 -0.295447 -0.276814 -0.316251   Q\n",
      "9941 -0.343394 -0.083514  3.053345 -0.573149   J\n",
      "9942 -0.030498 -0.380566  0.482507  0.004529   Z\n",
      "9943  1.003789 -0.688903 -0.627384  0.704902   Y\n",
      "9944 -1.466971 -0.086289 -1.829227 -0.212290   I\n",
      "9945 -1.071013 -1.461017  1.337436  2.297508   C\n",
      "9946 -1.594760 -1.095687 -0.941551 -1.540258   6\n",
      "9947 -0.621689  0.613430 -0.756052  0.647458   J\n",
      "9948 -0.891974  0.507888 -0.220683  0.062233   0\n",
      "9949 -1.186332 -0.450562 -0.546766 -1.057266   I\n",
      "           one       two     three      four key\n",
      "9950 -0.166791 -1.105684 -0.078870  0.052164   N\n",
      "9951 -0.188106 -0.248578  0.490971  1.547712   Q\n",
      "9952 -0.138188  1.187741  1.902460  0.953903   H\n",
      "9953  0.104038 -0.113551  0.764308 -0.918112   T\n",
      "9954 -0.010589  1.300181  0.796239  0.982547   I\n",
      "9955 -1.025152  0.896531 -2.336380  1.033232   9\n",
      "9956  1.851357 -1.359367  2.396933  0.214648   R\n",
      "9957  0.683999  0.638675 -0.277296 -0.996665   L\n",
      "9958  0.086146 -0.918117 -0.541720  0.536131   A\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9959  0.841857  0.913907 -2.575079  0.794487   I\n",
      "           one       two     three      four key\n",
      "9960 -0.890223  0.582864 -0.999818  0.472839   L\n",
      "9961  0.365285  1.439141  1.549642 -0.181554   S\n",
      "9962  0.172716  0.202307  0.956203 -0.145277   Y\n",
      "9963 -0.830696  2.152076  1.159642  1.237279   0\n",
      "9964  1.078979  0.031309 -0.134672  0.438420   S\n",
      "9965  0.505522  0.563120  0.752424  1.252909   T\n",
      "9966  0.120994  0.416449 -0.643344  0.585661   9\n",
      "9967 -0.686921  0.439469  0.320119  0.841977   I\n",
      "9968  1.540677 -0.824946  1.046444 -0.890283   Y\n",
      "9969 -1.630690  0.467838  0.299394 -0.086505   Q\n",
      "           one       two     three      four key\n",
      "9970  0.633495 -0.186524  0.927627  0.143164   4\n",
      "9971  0.308636 -0.112857  0.762842 -1.072977   1\n",
      "9972 -1.627051 -0.978151  0.154745 -1.229037   Z\n",
      "9973  0.314847  0.097989  0.199608  0.955193   P\n",
      "9974  1.666907  0.992005  0.496128 -0.686391   S\n",
      "9975  0.010603  0.708540 -1.258711  0.226541   K\n",
      "9976  0.118693 -0.714455 -0.501342 -0.254764   K\n",
      "9977  0.302616 -2.011527 -0.628085  0.768827   H\n",
      "9978 -0.098572  1.769086 -0.215027 -0.053076   A\n",
      "9979 -0.019058  1.964994  0.738538 -0.883776   F\n",
      "           one       two     three      four key\n",
      "9980 -0.595349  0.001781 -1.423355 -1.458477   M\n",
      "9981  1.392170 -1.396560 -1.425306 -0.847535   H\n",
      "9982 -0.896029 -0.152287  1.924483  0.365184   6\n",
      "9983 -2.274642 -0.901874  1.500352  0.996541   N\n",
      "9984 -0.301898  1.019906  1.102160  2.624526   I\n",
      "9985 -2.548389 -0.585374  1.496201 -0.718815   D\n",
      "9986 -0.064588  0.759292 -1.568415 -0.420933   E\n",
      "9987 -0.143365 -1.111760 -1.815581  0.435274   2\n",
      "9988 -0.070412 -1.055921  0.338017 -0.440763   X\n",
      "9989  0.649148  0.994273 -1.384227  0.485120   Q\n",
      "           one       two     three      four key\n",
      "9990 -0.370769  0.404356 -1.051628 -1.050899   8\n",
      "9991 -0.409980  0.155627 -0.818990  1.277350   W\n",
      "9992  0.301214 -1.111203  0.668258  0.671922   A\n",
      "9993  1.821117  0.416445  0.173874  0.505118   X\n",
      "9994  0.068804  1.322759  0.802346  0.223618   H\n",
      "9995  2.311896 -0.417070 -1.409599 -0.515821   L\n",
      "9996 -0.479893 -0.650419  0.745152 -0.646038   E\n",
      "9997  0.523331  0.787112  0.486066  1.093156   K\n",
      "9998 -0.362559  0.598894 -1.843201  0.887292   G\n",
      "9999 -0.096376 -1.012999 -0.657431 -0.573315   0\n"
     ]
    }
   ],
   "source": [
    "for val in chunk:\n",
    "    print(val)\n",
    "    df = pd.DataFrame(val['two'])   # for each chunk, retrive data related to column two\n",
    "    df.head(2) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Writing Data to Text Format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>something</th>\n",
       "      <th>a</th>\n",
       "      <th>b</th>\n",
       "      <th>c</th>\n",
       "      <th>d</th>\n",
       "      <th>message</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>one</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>two</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>world</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>three</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11.0</td>\n",
       "      <td>12</td>\n",
       "      <td>foo</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  something  a   b     c   d message\n",
       "0       one  1   2   3.0   4     NaN\n",
       "1       two  5   6   NaN   8   world\n",
       "2     three  9  10  11.0  12     foo"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv(r'C:\\Users\\verni\\Desktop\\iNeuron\\Pandas\\examples\\ex5.csv')\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.to_csv(r'C:\\Users\\verni\\Desktop\\iNeuron\\Pandas\\examples\\out.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "data.to_csv(r'C:\\Users\\verni\\Desktop\\iNeuron\\Pandas\\examples\\out1.csv', sep='@')   \n",
    "# while writing separate the data uing any seperator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ",something,a,b,c,d,message\r\n",
      "0,one,1,2,3.0,4,NULL\r\n",
      "1,two,5,6,NULL,8,world\r\n",
      "2,three,9,10,11.0,12,foo\r\n"
     ]
    }
   ],
   "source": [
    "data.to_csv(sys.stdout, na_rep='NULL')  # sys.stdout if we try to write data in console instead of a file\n",
    "\n",
    "# na_rep is missing data representation\n",
    "# while writng data in file, if you have missing value and want to fill it with something use this"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.to_csv(r'C:\\Users\\verni\\Desktop\\iNeuron\\Pandas\\examples\\out2.csv', index=False, header=False) \n",
    "# to remove index and header while writing "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.to_csv(r'C:\\Users\\verni\\Desktop\\iNeuron\\Pandas\\examples\\out3.csv', index=False, columns=['a', 'b', 'c'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DatetimeIndex(['2000-01-01', '2000-01-02', '2000-01-03', '2000-01-04',\n",
      "               '2000-01-05', '2000-01-06', '2000-01-07'],\n",
      "              dtype='datetime64[ns]', freq='D')\n"
     ]
    }
   ],
   "source": [
    "dates = pd.date_range('1/1/2000', periods=7)  \n",
    "# generate date and can generate day wise, month wise and year wise\n",
    "print(dates)\n",
    "ts = pd.Series(np.arange(7), index=dates)\n",
    "ts.to_csv(r'C:\\Users\\verni\\Desktop\\iNeuron\\Pandas\\examples\\tseries.csv', header = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 2, 3, 4, 5, 6])"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "np.arange(1,7)   # range fn only takes integer but numpy arange take float also"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Working with Delimited Formats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<_csv.reader at 0x19f63a9e118>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import csv\n",
    "f = open(r'C:\\Users\\verni\\Desktop\\work\\Pandas\\code_pandas1\\examples\\ex7.csv')\n",
    "\n",
    "reader = csv.reader(f)\n",
    "reader\n",
    "\n",
    "# reader is basically a generator so like we iterate over a generator, we can iterate over it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "for line in reader:\n",
    "    #yield line     yield will not work here bcs yield is always used inside a function\n",
    "    print(line)\n",
    "    \n",
    "# if i define a function that takes a file read it and then use yield, it will work\n",
    "\n",
    "# yield return from function without destroying the local scope of variable, next time when that function is called\n",
    "# yield will retrun output from last state not from the original state\n",
    "# this is the difference between return and yield"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'list'>\n"
     ]
    }
   ],
   "source": [
    "with open(r'C:\\Users\\verni\\Desktop\\work\\Pandas\\code_pandas1\\examples\\ex7.csv') as f:\n",
    "    lines = list(csv.reader(f))\n",
    "    \n",
    "print(type(lines))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "header, values = lines[0], lines[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(['a', 'b', 'c'], [['1', '2', '3'], ['1', '2', '3']])"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "header, values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 4, 3)\n",
      "(2, 5, 4)\n",
      "(3, 6, 5)\n"
     ]
    }
   ],
   "source": [
    "for i in zip([1,2,3],[4,5,6],[3,4,5]):\n",
    "    print(i)                                 # simple zip operation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'a': ('1', '1'), 'b': ('2', '2'), 'c': ('3', '3')}"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_dict = {h: v for h, v in zip(header, zip(*values))}   # dictionary comprehension\n",
    "data_dict                                                  # * to tell that you are passing nested list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**JSON Data**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "obj = \"\"\"\n",
    "{\"name\": \"Wes\",\n",
    " \"places_lived\": [\"United States\", \"Spain\", \"Germany\"],\n",
    " \"pet\": null,\n",
    " \"siblings\": [{\"name\": \"Scott\", \"age\": 30, \"pets\": [\"Zeus\", \"Zuko\"]},\n",
    "              {\"name\": \"Katie\", \"age\": 38,\n",
    "               \"pets\": [\"Sixes\", \"Stache\", \"Cisco\"]}]\n",
    "}\n",
    "\"\"\"\n",
    "\n",
    "# JSON is a very light weight data structures so whenever we want to use file system for data transfer, then we use JSON\n",
    "# spcae complexity of JSON is very low"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'name': 'Wes',\n",
       " 'places_lived': ['United States', 'Spain', 'Germany'],\n",
       " 'pet': None,\n",
       " 'siblings': [{'name': 'Scott', 'age': 30, 'pets': ['Zeus', 'Zuko']},\n",
       "  {'name': 'Katie', 'age': 38, 'pets': ['Sixes', 'Stache', 'Cisco']}]}"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import json\n",
    "result = json.loads(obj)    # obj is a string so it is taking a string and retrun dictionary\n",
    "result    # type(result) is dictionary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"name\": \"Wes\", \"places_lived\": [\"United States\", \"Spain\", \"Germany\"], \"pet\": null, \"siblings\": [{\"name\": \"Scott\", \"age\": 30, \"pets\": [\"Zeus\", \"Zuko\"]}, {\"name\": \"Katie\", \"age\": 38, \"pets\": [\"Sixes\", \"Stache\", \"Cisco\"]}]}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "asjson = json.dumps(result)    # if we pass dictionary into json.dumps then it return string\n",
    "print(asjson)\n",
    "type(asjson) is str"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>age</th>\n",
       "      <th>pets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Scott</td>\n",
       "      <td>30</td>\n",
       "      <td>[Zeus, Zuko]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Katie</td>\n",
       "      <td>38</td>\n",
       "      <td>[Sixes, Stache, Cisco]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    name  age                    pets\n",
       "0  Scott   30            [Zeus, Zuko]\n",
       "1  Katie   38  [Sixes, Stache, Cisco]"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "siblings = pd.DataFrame(result['siblings'], columns=['name', 'age','pets'])\n",
    "siblings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>a</th>\n",
       "      <th>b</th>\n",
       "      <th>c</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   a  b  c\n",
       "0  1  2  3\n",
       "1  4  5  6\n",
       "2  7  8  9"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_json(r'C:\\Users\\verni\\Desktop\\iNeuron\\Pandas\\examples\\example.json')\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"a\":{\"0\":1,\"1\":4,\"2\":7},\"b\":{\"0\":2,\"1\":5,\"2\":8},\"c\":{\"0\":3,\"1\":6,\"2\":9}}\n",
      "[{\"a\":1,\"b\":2,\"c\":3},{\"a\":4,\"b\":5,\"c\":6},{\"a\":7,\"b\":8,\"c\":9}]\n"
     ]
    }
   ],
   "source": [
    "print(data.to_json())\n",
    "print(data.to_json(orient='records'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "XML and HTML: Web Scraping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Bank Name</th>\n",
       "      <th>City</th>\n",
       "      <th>ST</th>\n",
       "      <th>CERT</th>\n",
       "      <th>Acquiring Institution</th>\n",
       "      <th>Closing Date</th>\n",
       "      <th>Updated Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Allied Bank</td>\n",
       "      <td>Mulberry</td>\n",
       "      <td>AR</td>\n",
       "      <td>91</td>\n",
       "      <td>Today's Bank</td>\n",
       "      <td>September 23, 2016</td>\n",
       "      <td>November 17, 2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Woodbury Banking Company</td>\n",
       "      <td>Woodbury</td>\n",
       "      <td>GA</td>\n",
       "      <td>11297</td>\n",
       "      <td>United Bank</td>\n",
       "      <td>August 19, 2016</td>\n",
       "      <td>November 17, 2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>First CornerStone Bank</td>\n",
       "      <td>King of Prussia</td>\n",
       "      <td>PA</td>\n",
       "      <td>35312</td>\n",
       "      <td>First-Citizens Bank &amp; Trust Company</td>\n",
       "      <td>May 6, 2016</td>\n",
       "      <td>September 6, 2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Trust Company Bank</td>\n",
       "      <td>Memphis</td>\n",
       "      <td>TN</td>\n",
       "      <td>9956</td>\n",
       "      <td>The Bank of Fayette County</td>\n",
       "      <td>April 29, 2016</td>\n",
       "      <td>September 6, 2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>North Milwaukee State Bank</td>\n",
       "      <td>Milwaukee</td>\n",
       "      <td>WI</td>\n",
       "      <td>20364</td>\n",
       "      <td>First-Citizens Bank &amp; Trust Company</td>\n",
       "      <td>March 11, 2016</td>\n",
       "      <td>June 16, 2016</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Bank Name             City  ST   CERT  \\\n",
       "0                   Allied Bank         Mulberry  AR     91   \n",
       "1  The Woodbury Banking Company         Woodbury  GA  11297   \n",
       "2        First CornerStone Bank  King of Prussia  PA  35312   \n",
       "3            Trust Company Bank          Memphis  TN   9956   \n",
       "4    North Milwaukee State Bank        Milwaukee  WI  20364   \n",
       "\n",
       "                 Acquiring Institution        Closing Date       Updated Date  \n",
       "0                         Today's Bank  September 23, 2016  November 17, 2016  \n",
       "1                          United Bank     August 19, 2016  November 17, 2016  \n",
       "2  First-Citizens Bank & Trust Company         May 6, 2016  September 6, 2016  \n",
       "3           The Bank of Fayette County      April 29, 2016  September 6, 2016  \n",
       "4  First-Citizens Bank & Trust Company      March 11, 2016      June 16, 2016  "
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tables = pd.read_html('/Users/vernika/Downloads/examples/fdic_failed_bank_list.html')\n",
    "len(tables)\n",
    "failures = tables[0]\n",
    "failures.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2010    157\n",
       "2009    140\n",
       "2011     92\n",
       "2012     51\n",
       "2008     25\n",
       "       ... \n",
       "2004      4\n",
       "2001      4\n",
       "2007      3\n",
       "2003      3\n",
       "2000      2\n",
       "Name: Closing Date, Length: 15, dtype: int64"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "close_timestamps = pd.to_datetime(failures['Closing Date'])\n",
    "close_timestamps.dt.year.value_counts()\n",
    "#close_timestamps"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Binary Data Formats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [],
   "source": [
    "frame = pd.read_csv('/Users/vernika/Downloads/examples/ex1.csv')\n",
    "frame\n",
    "frame.to_pickle('/Users/vernika/Downloads/examples/frame_pickle')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>a</th>\n",
       "      <th>b</th>\n",
       "      <th>c</th>\n",
       "      <th>d</th>\n",
       "      <th>message</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>hello</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>world</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>foo</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   a   b   c   d message\n",
       "0  1   2   3   4   hello\n",
       "1  5   6   7   8   world\n",
       "2  9  10  11  12     foo"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_pickle('/Users/vernika/Downloads/examples/frame_pickle')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using HDF5 Format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<class 'pandas.io.pytables.HDFStore'>\n",
       "File path: mydata.h5"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame = pd.DataFrame({'a': np.random.randn(100)})\n",
    "store = pd.HDFStore('mydata.h5')\n",
    "store['obj1'] = frame\n",
    "store['obj1_col'] = frame['a']\n",
    "store\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>a</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.212260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.438855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.426525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2.774679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.090206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>2.261248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>-1.936576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>0.327743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>-0.567130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>-1.563750</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           a\n",
       "0   1.212260\n",
       "1   1.438855\n",
       "2  -0.426525\n",
       "3   2.774679\n",
       "4   1.090206\n",
       "..       ...\n",
       "95  2.261248\n",
       "96 -1.936576\n",
       "97  0.327743\n",
       "98 -0.567130\n",
       "99 -1.563750\n",
       "\n",
       "[100 rows x 1 columns]"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "store['obj1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [],
   "source": [
    "store.put('obj2', frame, format='table')\n",
    "store.select('obj2', where=['index >= 10 and index <= 15'])\n",
    "store.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>a</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.212260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.438855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.426525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2.774679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.090206</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          a\n",
       "0  1.212260\n",
       "1  1.438855\n",
       "2 -0.426525\n",
       "3  2.774679\n",
       "4  1.090206"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame.to_hdf('mydata.h5', 'obj3', format='table')\n",
    "pd.read_hdf('mydata.h5', 'obj3', where=['index < 5'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Web APIs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import requests\n",
    "url = 'https://api.github.com/repos/pandas-dev/pandas/issues'\n",
    "resp = requests.get(url)\n",
    "resp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'login': 'erfannariman',\n",
       " 'id': 34067903,\n",
       " 'node_id': 'MDQ6VXNlcjM0MDY3OTAz',\n",
       " 'avatar_url': 'https://avatars2.githubusercontent.com/u/34067903?v=4',\n",
       " 'gravatar_id': '',\n",
       " 'url': 'https://api.github.com/users/erfannariman',\n",
       " 'html_url': 'https://github.com/erfannariman',\n",
       " 'followers_url': 'https://api.github.com/users/erfannariman/followers',\n",
       " 'following_url': 'https://api.github.com/users/erfannariman/following{/other_user}',\n",
       " 'gists_url': 'https://api.github.com/users/erfannariman/gists{/gist_id}',\n",
       " 'starred_url': 'https://api.github.com/users/erfannariman/starred{/owner}{/repo}',\n",
       " 'subscriptions_url': 'https://api.github.com/users/erfannariman/subscriptions',\n",
       " 'organizations_url': 'https://api.github.com/users/erfannariman/orgs',\n",
       " 'repos_url': 'https://api.github.com/users/erfannariman/repos',\n",
       " 'events_url': 'https://api.github.com/users/erfannariman/events{/privacy}',\n",
       " 'received_events_url': 'https://api.github.com/users/erfannariman/received_events',\n",
       " 'type': 'User',\n",
       " 'site_admin': False}"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = resp.json()\n",
    "data[2]['user']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>number</th>\n",
       "      <th>title</th>\n",
       "      <th>labels</th>\n",
       "      <th>state</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>29270</td>\n",
       "      <td>Reduce Benchmark Times of stat_ops, particular...</td>\n",
       "      <td>[{'id': 732775912, 'node_id': 'MDU6TGFiZWw3MzI...</td>\n",
       "      <td>open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>29269</td>\n",
       "      <td>Add simple test for GH 28448</td>\n",
       "      <td>[{'id': 78527356, 'node_id': 'MDU6TGFiZWw3ODUy...</td>\n",
       "      <td>open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>29268</td>\n",
       "      <td>Named aggregations with multiple columns</td>\n",
       "      <td>[]</td>\n",
       "      <td>open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>29267</td>\n",
       "      <td>API: public way to get the \"best values\" of a ...</td>\n",
       "      <td>[{'id': 35818298, 'node_id': 'MDU6TGFiZWwzNTgx...</td>\n",
       "      <td>open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>29266</td>\n",
       "      <td>BLD: ABCSeries mapper maps unmapped categories...</td>\n",
       "      <td>[{'id': 78527356, 'node_id': 'MDU6TGFiZWw3ODUy...</td>\n",
       "      <td>open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>29229</td>\n",
       "      <td>API/DOC: an ExtensionDtype.__from_arrow__ meth...</td>\n",
       "      <td>[{'id': 76865106, 'node_id': 'MDU6TGFiZWw3Njg2...</td>\n",
       "      <td>open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>29227</td>\n",
       "      <td>Replace _has_complex_internals with isinstance...</td>\n",
       "      <td>[{'id': 211029535, 'node_id': 'MDU6TGFiZWwyMTE...</td>\n",
       "      <td>open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>29224</td>\n",
       "      <td>Period index 29204</td>\n",
       "      <td>[{'id': 134699, 'node_id': 'MDU6TGFiZWwxMzQ2OT...</td>\n",
       "      <td>open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29223</td>\n",
       "      <td>CI: include pyarrow 0.15.0 / latest release in...</td>\n",
       "      <td>[{'id': 48070600, 'node_id': 'MDU6TGFiZWw0ODA3...</td>\n",
       "      <td>open</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29218</td>\n",
       "      <td>ENH: Show column name in assert_frame_equal</td>\n",
       "      <td>[{'id': 76865106, 'node_id': 'MDU6TGFiZWw3Njg2...</td>\n",
       "      <td>open</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>30 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    number                                              title  \\\n",
       "0    29270  Reduce Benchmark Times of stat_ops, particular...   \n",
       "1    29269                       Add simple test for GH 28448   \n",
       "2    29268           Named aggregations with multiple columns   \n",
       "3    29267  API: public way to get the \"best values\" of a ...   \n",
       "4    29266  BLD: ABCSeries mapper maps unmapped categories...   \n",
       "..     ...                                                ...   \n",
       "25   29229  API/DOC: an ExtensionDtype.__from_arrow__ meth...   \n",
       "26   29227  Replace _has_complex_internals with isinstance...   \n",
       "27   29224                                 Period index 29204   \n",
       "28   29223  CI: include pyarrow 0.15.0 / latest release in...   \n",
       "29   29218        ENH: Show column name in assert_frame_equal   \n",
       "\n",
       "                                               labels state  \n",
       "0   [{'id': 732775912, 'node_id': 'MDU6TGFiZWw3MzI...  open  \n",
       "1   [{'id': 78527356, 'node_id': 'MDU6TGFiZWw3ODUy...  open  \n",
       "2                                                  []  open  \n",
       "3   [{'id': 35818298, 'node_id': 'MDU6TGFiZWwzNTgx...  open  \n",
       "4   [{'id': 78527356, 'node_id': 'MDU6TGFiZWw3ODUy...  open  \n",
       "..                                                ...   ...  \n",
       "25  [{'id': 76865106, 'node_id': 'MDU6TGFiZWw3Njg2...  open  \n",
       "26  [{'id': 211029535, 'node_id': 'MDU6TGFiZWwyMTE...  open  \n",
       "27  [{'id': 134699, 'node_id': 'MDU6TGFiZWwxMzQ2OT...  open  \n",
       "28  [{'id': 48070600, 'node_id': 'MDU6TGFiZWw0ODA3...  open  \n",
       "29  [{'id': 76865106, 'node_id': 'MDU6TGFiZWw3Njg2...  open  \n",
       "\n",
       "[30 rows x 4 columns]"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "issues = pd.DataFrame(data, columns=['number', 'title',\n",
    "                                     'labels', 'state'])\n",
    "issues"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Interacting with Databases"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sqlite3\n",
    "#connecting with the database.\n",
    "db = sqlite3.connect(\"my_database4.db\")\n",
    "# Drop table if it already exist using execute() method.\n",
    "db.execute(\"drop table if exists test\")\n",
    "query = \"\"\"\n",
    "CREATE TABLE test\n",
    "(a VARCHAR(20), b VARCHAR(20),\n",
    " c REAL,        d INTEGER\n",
    ");\"\"\"\n",
    "con = sqlite3.connect('mydata2.sqlite')\n",
    "con.execute(query)\n",
    "con.commit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = [('Atlanta', 'Georgia', 1.25, 6),\n",
    "        ('Tallahassee', 'Florida', 2.6, 3),\n",
    "        ('Sacramento', 'California', 1.7, 5)]\n",
    "stmt = \"INSERT INTO test VALUES(?, ?, ?, ?)\"\n",
    "con.executemany(stmt, data)\n",
    "con.commit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Atlanta', 'Georgia', 1.25, 6),\n",
       " ('Tallahassee', 'Florida', 2.6, 3),\n",
       " ('Sacramento', 'California', 1.7, 5)]"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cursor = con.execute('select * from test')\n",
    "rows = cursor.fetchall()\n",
    "rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>a</th>\n",
       "      <th>b</th>\n",
       "      <th>c</th>\n",
       "      <th>d</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Atlanta</td>\n",
       "      <td>Georgia</td>\n",
       "      <td>1.25</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Tallahassee</td>\n",
       "      <td>Florida</td>\n",
       "      <td>2.60</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Sacramento</td>\n",
       "      <td>California</td>\n",
       "      <td>1.70</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             a           b     c  d\n",
       "0      Atlanta     Georgia  1.25  6\n",
       "1  Tallahassee     Florida  2.60  3\n",
       "2   Sacramento  California  1.70  5"
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cursor.description\n",
    "pd.DataFrame(rows, columns=[x[0] for x in cursor.description])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<sqlite3.Cursor at 0x12136c340>"
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#!/usr/bin/python\n",
    "\n",
    "import sqlite3\n",
    "#connecting with the database.\n",
    "db = sqlite3.connect(\"my_database5.db\")\n",
    "# Drop table if it already exist using execute() method.\n",
    "db.execute(\"drop table if exists grades1\")\n",
    "# Create table as per requirement\n",
    "db.execute(\"create table grades1(id int, name text, score int)\")\n",
    "#inserting values inside the created table\n",
    "db.execute(\"insert into grades1(id, name, score) values(101, 'John',99 )\")\n",
    "db.execute(\"insert into grades1(id, name, score) values(102, 'Gary',90 )\")\n",
    "db.execute(\"insert into grades1(id, name, score) values(103, 'James', 80 )\")\n",
    "db.execute(\"insert into grades1(id, name, score) values(104, 'Cathy', 85 )\")\n",
    "db.execute(\"insert into grades1(id, name, score) values(105, 'Kris',95 )\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [],
   "source": [
    "db.commit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(101, 'John', 99)\n",
      "(102, 'Gary', 90)\n",
      "(103, 'James', 80)\n",
      "(104, 'Cathy', 85)\n",
      "(105, 'Kris', 95)\n",
      "------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "results = db.execute(\"select * from grades1 order by id\")\n",
    "for row in results:\n",
    "    print((row))\n",
    "print(\"-\" * 60 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(102, 'Gary', 90)\n",
      "------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "results = db.execute(\"select * from grades1 where name = 'Gary' \")\n",
    "for row in results: print(row)\n",
    "print(\"-\"* 60 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(101, 'John', 99)\n",
      "(102, 'Gary', 90)\n",
      "(105, 'Kris', 95)\n",
      "------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "results = db.execute(\"select * from grades1 where score >= 90 \")\n",
    "for row in results:\n",
    "    print(row)\n",
    "print(\"-\" * 60 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('John', 99)\n",
      "('Kris', 95)\n",
      "('Gary', 90)\n",
      "('Cathy', 85)\n",
      "('James', 80)\n",
      "------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "results = db.execute(\"select name, score from grades1 order by score desc \")\n",
    "for row in results:\n",
    "    print(row)\n",
    "print(\"-\" * 60 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('James', 80)\n",
      "('Cathy', 85)\n",
      "('Gary', 90)\n",
      "('Kris', 95)\n",
      "('John', 99)\n",
      "------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "results = db.execute(\"select name, score from grades1 order by score\")\n",
    "for row in results:\n",
    "    print(row)\n",
    "print(\"-\" * 60 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('James', 80)\n",
      "('Cathy', 85)\n",
      "('Gary', 90)\n",
      "('Kris', 95)\n",
      "('John', 99)\n"
     ]
    }
   ],
   "source": [
    "results = db.execute(\"select name, score from grades1 order by score\")\n",
    "for row in results:\n",
    "    print(row)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "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": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}