Experiments_Syn.ipynb

{
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  {
   "cell_type": "markdown",
   "id": "c0081a55",
   "metadata": {},
   "source": [
    "## References\n",
    "- [1] Erlingsson, Pihur, and Korolova (2014) \"RAPPOR: Randomized aggregatable privacy-preserving ordinal response\" (ACM CCS).\n",
    "- [2] Arcolezi et al (2022) \"Improving the Utility of Locally Differentially Private Protocols for Longitudinal and Multidimensional Frequency Estimates\" (Digital Communications and Networks).\n",
    "- [3] Ding et al (2017) \"Collecting telemetry data privately\" (NIPS)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "cff207ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "frac = 0.25 # (reduced dataset) frac=1 for results in the paper, i.e., whole dataset\n",
    "nb_seed = 5 # nb_seed=20 for results in the paper"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e4e9c88f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings; warnings.filterwarnings('ignore')\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "params = {'axes.titlesize':'20','xtick.labelsize':'20','ytick.labelsize':'20','font.size':'18', 'legend.fontsize':'medium', 'lines.linewidth':'2.5', 'font.weight':'normal','lines.markersize':'16', 'text.latex.preamble': r'\\usepackage{amsfonts}', 'lines.markerfacecolor':'none'}\n",
    "matplotlib.rcParams.update(params)\n",
    "plt.rcParams[\"mathtext.fontset\"] = \"cm\"\n",
    "plt.rc('text', usetex=True)\n",
    "plt.rc('font', family='serif')\n",
    "\n",
    "from sys import maxsize\n",
    "import time\n",
    "import numpy as np\n",
    "import xxhash\n",
    "import pandas as pd\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.preprocessing import LabelEncoder"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9630fe15",
   "metadata": {},
   "source": [
    "## Importing protocols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e10b1132",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Seeding function to ensure reproducibility\n",
    "from LDP.protocols import setting_seed\n",
    "# Our protocols\n",
    "from LDP.protocols import LOLOHA_Client, LOLOHA_Aggregator\n",
    "# Competitors\n",
    "from LDP.protocols import RAPPOR_Client, RAPPOR_Aggregator # [1]\n",
    "from LDP.protocols import L_OSUE_Client, L_OSUE_Aggregator # [2]\n",
    "from LDP.protocols import L_GRR_Client, L_GRR_Aggregator # [2]\n",
    "from LDP.protocols import dBitFlipPM_Client, dBitFlipPM_Aggregator # [3]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02d2dee8",
   "metadata": {},
   "source": [
    "## Reading Synthetic dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a8b4892c",
   "metadata": {},
   "outputs": [
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       "      0    1    2    3    4    5    6    7    8    9    ...  110  111  112  \\\n",
       "0     102   56   56   56   56  145  145  145  145  145  ...  284  284  260   \n",
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       "4      71   71   71   71   71   71   71   71   71   71  ...   66   66   66   \n",
       "...   ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
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       "\n",
       "      113  114  115  116  117  118  119  \n",
       "0     260  352  352  352  217  120  120  \n",
       "1      10   10  339  162  162  162   74  \n",
       "2     154  154  154  154  154  154  154  \n",
       "3     162   43   43  286  286  109  109  \n",
       "4      66  232  232  232  232  232   86  \n",
       "...   ...  ...  ...  ...  ...  ...  ...  \n",
       "9995  326  326  326  326  312  312  312  \n",
       "9996   44  138  127  127  127  127  127  \n",
       "9997  132  132  132  132  132  132  132  \n",
       "9998  206  206  206  206  185  185  185  \n",
       "9999  326  326  326  326  326  326  326  \n",
       "\n",
       "[10000 rows x 120 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('datasets/Syn.csv')\n",
    "df.columns = range(df.shape[1])\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49809957",
   "metadata": {},
   "source": [
    "## Encoding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7147a776",
   "metadata": {},
   "outputs": [
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       "      <td>246</td>\n",
       "      <td>246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>284</td>\n",
       "      <td>284</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>...</td>\n",
       "      <td>354</td>\n",
       "      <td>354</td>\n",
       "      <td>354</td>\n",
       "      <td>354</td>\n",
       "      <td>354</td>\n",
       "      <td>354</td>\n",
       "      <td>354</td>\n",
       "      <td>354</td>\n",
       "      <td>312</td>\n",
       "      <td>312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2495</th>\n",
       "      <td>61</td>\n",
       "      <td>61</td>\n",
       "      <td>61</td>\n",
       "      <td>61</td>\n",
       "      <td>61</td>\n",
       "      <td>61</td>\n",
       "      <td>61</td>\n",
       "      <td>61</td>\n",
       "      <td>170</td>\n",
       "      <td>182</td>\n",
       "      <td>...</td>\n",
       "      <td>214</td>\n",
       "      <td>214</td>\n",
       "      <td>214</td>\n",
       "      <td>214</td>\n",
       "      <td>276</td>\n",
       "      <td>276</td>\n",
       "      <td>276</td>\n",
       "      <td>312</td>\n",
       "      <td>147</td>\n",
       "      <td>147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2496</th>\n",
       "      <td>229</td>\n",
       "      <td>229</td>\n",
       "      <td>229</td>\n",
       "      <td>229</td>\n",
       "      <td>229</td>\n",
       "      <td>229</td>\n",
       "      <td>229</td>\n",
       "      <td>229</td>\n",
       "      <td>229</td>\n",
       "      <td>229</td>\n",
       "      <td>...</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>286</td>\n",
       "      <td>182</td>\n",
       "      <td>182</td>\n",
       "      <td>268</td>\n",
       "      <td>268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2497</th>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>104</td>\n",
       "      <td>83</td>\n",
       "      <td>189</td>\n",
       "      <td>189</td>\n",
       "      <td>189</td>\n",
       "      <td>189</td>\n",
       "      <td>189</td>\n",
       "      <td>...</td>\n",
       "      <td>171</td>\n",
       "      <td>171</td>\n",
       "      <td>171</td>\n",
       "      <td>296</td>\n",
       "      <td>296</td>\n",
       "      <td>296</td>\n",
       "      <td>296</td>\n",
       "      <td>296</td>\n",
       "      <td>161</td>\n",
       "      <td>161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2498</th>\n",
       "      <td>172</td>\n",
       "      <td>172</td>\n",
       "      <td>348</td>\n",
       "      <td>348</td>\n",
       "      <td>348</td>\n",
       "      <td>348</td>\n",
       "      <td>348</td>\n",
       "      <td>348</td>\n",
       "      <td>348</td>\n",
       "      <td>348</td>\n",
       "      <td>...</td>\n",
       "      <td>291</td>\n",
       "      <td>291</td>\n",
       "      <td>279</td>\n",
       "      <td>279</td>\n",
       "      <td>279</td>\n",
       "      <td>279</td>\n",
       "      <td>279</td>\n",
       "      <td>121</td>\n",
       "      <td>121</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2499</th>\n",
       "      <td>298</td>\n",
       "      <td>334</td>\n",
       "      <td>334</td>\n",
       "      <td>153</td>\n",
       "      <td>153</td>\n",
       "      <td>153</td>\n",
       "      <td>289</td>\n",
       "      <td>289</td>\n",
       "      <td>289</td>\n",
       "      <td>289</td>\n",
       "      <td>...</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2500 rows × 120 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      0    1    2    3    4    5    6    7    8    9    ...  110  111  112  \\\n",
       "0     330  290  290  290  290  290  333  333  333  333  ...  255  255  255   \n",
       "1     257  257  257  257  240  240  240   78   78   78  ...  149  149  149   \n",
       "2     241  241  241  123  272  272  213  104  104  284  ...  259  259  305   \n",
       "3     319  343  343  343  343  343  343  343  188  188  ...  218  218  218   \n",
       "4     284  284   80   80   80   80   80   80   80   80  ...  354  354  354   \n",
       "...   ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
       "2495   61   61   61   61   61   61   61   61  170  182  ...  214  214  214   \n",
       "2496  229  229  229  229  229  229  229  229  229  229  ...  185  185  185   \n",
       "2497  104  104  104  104   83  189  189  189  189  189  ...  171  171  171   \n",
       "2498  172  172  348  348  348  348  348  348  348  348  ...  291  291  279   \n",
       "2499  298  334  334  153  153  153  289  289  289  289  ...   39   39   39   \n",
       "\n",
       "      113  114  115  116  117  118  119  \n",
       "0     255  255  255  255  255  255   97  \n",
       "1     149  242   52   52  347  347  347  \n",
       "2     305  305  305  305  305  305  305  \n",
       "3     218  218  218  218  246  246  246  \n",
       "4     354  354  354  354  354  312  312  \n",
       "...   ...  ...  ...  ...  ...  ...  ...  \n",
       "2495  214  276  276  276  312  147  147  \n",
       "2496  185  185  286  182  182  268  268  \n",
       "2497  296  296  296  296  296  161  161  \n",
       "2498  279  279  279  279  121  121  121  \n",
       "2499   39   39   39   39   39   39   39  \n",
       "\n",
       "[2500 rows x 120 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "LE = LabelEncoder()\n",
    "LE.fit(np.array([val for col in df.columns for val in df[col]])) # considering all unique values\n",
    "\n",
    "for col in df.columns:\n",
    "    df[col] = LE.transform(df[col])\n",
    "\n",
    "df = df.sample(frac=frac) # to decrease execution time, we'll use frac% of the dataset\n",
    "df.reset_index(inplace=True, drop=True)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4246ca21",
   "metadata": {},
   "source": [
    "## Static Parameteres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "48e8a5f2",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Users = 2500\n",
      "\n",
      "Attribute's domain size = 360\n",
      "\n",
      "dBitFlipPM parameters\n",
      "Number of bukects b: 360\n",
      "Bucket size: 1.0\n",
      "\n",
      "Privacy guarantees:\n",
      "List of epsilon_perm = [0.5 1.  1.5 2.  2.5 3.  3.5 4.  4.5 5. ]\n",
      "alpha = 0.4\n"
     ]
    }
   ],
   "source": [
    "# number of users (n)\n",
    "n = df.shape[0]\n",
    "print('Number of Users =',n)\n",
    "\n",
    "# number of data collections (tau)\n",
    "tau = df.shape[1]\n",
    "\n",
    "# attribute's domain size\n",
    "k = len(LE.classes_)\n",
    "print(\"\\nAttribute's domain size =\", k)\n",
    "\n",
    "print('\\ndBitFlipPM parameters')\n",
    "b = k\n",
    "print(\"Number of bukects b:\", b)\n",
    "\n",
    "bulk_size = k / b\n",
    "print(\"Bucket size:\", bulk_size)\n",
    "\n",
    "print(\"\\nPrivacy guarantees:\")\n",
    "\n",
    "# upper bound (infinity reports)\n",
    "lst_eps_perm = np.arange(0.5, 5.1, 0.5)\n",
    "print(\"List of epsilon_perm =\", lst_eps_perm)\n",
    "\n",
    "# alpha value\n",
    "alpha = 0.4\n",
    "print(\"alpha =\", alpha)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "709d61cd",
   "metadata": {},
   "source": [
    "## Real frequency for each data collection $t \\in [\\tau]$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f40b5087",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 1: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 2: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 3: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 4: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 5: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 6: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 7: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 8: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 9: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 10: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 11: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 12: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 13: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 14: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 15: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 16: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 17: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 18: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 19: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 20: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 21: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 22: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 23: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 24: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 25: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 26: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 27: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 28: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 29: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
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       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
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       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 30: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 31: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 32: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 33: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 34: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 35: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 36: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 37: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 38: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 39: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 40: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 41: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 42: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 43: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 44: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 45: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 46: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 47: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 48: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 49: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 50: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 51: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 52: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 53: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 54: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 55: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 56: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 57: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 58: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 59: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 60: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 61: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 62: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 63: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 64: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 65: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 66: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
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       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
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       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
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       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
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       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
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       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
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       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
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       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 67: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
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       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
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       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
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       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
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       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
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       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
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       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
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       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 68: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
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       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
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       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
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       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
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       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
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       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
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       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 69: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
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       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 70: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
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       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 71: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 72: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 73: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 74: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
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       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 75: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 76: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 77: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 78: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 79: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 80: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 81: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 82: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 83: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 84: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 85: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 86: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 87: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 88: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
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       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
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       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
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       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 89: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 90: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 91: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
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       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
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       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
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       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
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       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 92: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
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       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
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       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
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       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
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       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
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       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
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       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
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       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 93: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
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       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
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       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
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       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 94: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 95: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 96: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 97: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 98: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 99: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 100: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 101: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
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       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
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       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
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       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 102: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
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       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
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       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
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       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
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       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 103: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
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       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
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       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
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       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
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       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
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       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
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       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
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       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
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       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 104: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
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       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
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       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
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       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
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       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
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       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
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       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
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       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
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       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
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       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
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       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 105: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
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       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
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       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 106: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
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       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 107: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
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       " 108: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
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       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 112: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
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       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
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       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
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       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
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       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
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       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
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       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
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       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 113: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
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       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
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       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
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       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
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       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
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       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
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       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
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       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
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       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
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       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 114: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
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       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
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       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
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       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
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       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
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       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
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       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
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       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
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       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
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       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 115: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
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       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
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       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
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       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
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       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
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       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
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       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 116: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
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       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 117: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 118: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036]),\n",
       " 119: array([0.002 , 0.0036, 0.002 , 0.0032, 0.0024, 0.0016, 0.0028, 0.0024,\n",
       "        0.0036, 0.0048, 0.0012, 0.0012, 0.0024, 0.002 , 0.0028, 0.0052,\n",
       "        0.0036, 0.002 , 0.0024, 0.0024, 0.0012, 0.004 , 0.0032, 0.0028,\n",
       "        0.0016, 0.0032, 0.002 , 0.0032, 0.002 , 0.0016, 0.0036, 0.0036,\n",
       "        0.0016, 0.0036, 0.002 , 0.0008, 0.0032, 0.0016, 0.0008, 0.0036,\n",
       "        0.004 , 0.0028, 0.0044, 0.0024, 0.0008, 0.0036, 0.0024, 0.0012,\n",
       "        0.0032, 0.002 , 0.0032, 0.0016, 0.0024, 0.0028, 0.004 , 0.0032,\n",
       "        0.0012, 0.0028, 0.0016, 0.0032, 0.0036, 0.0036, 0.0052, 0.002 ,\n",
       "        0.0024, 0.0028, 0.0024, 0.0044, 0.006 , 0.002 , 0.002 , 0.0004,\n",
       "        0.0044, 0.0016, 0.002 , 0.0024, 0.002 , 0.0024, 0.0016, 0.0028,\n",
       "        0.0036, 0.0036, 0.004 , 0.0024, 0.0028, 0.0004, 0.0024, 0.0012,\n",
       "        0.0056, 0.002 , 0.0016, 0.002 , 0.0028, 0.0016, 0.0024, 0.0036,\n",
       "        0.0052, 0.0032, 0.0048, 0.0036, 0.0032, 0.0024, 0.0012, 0.0032,\n",
       "        0.0036, 0.0028, 0.0028, 0.0036, 0.0048, 0.0036, 0.0012, 0.0032,\n",
       "        0.004 , 0.002 , 0.0032, 0.0032, 0.0016, 0.0028, 0.0044, 0.0016,\n",
       "        0.0032, 0.0048, 0.0032, 0.0016, 0.0024, 0.0044, 0.0024, 0.004 ,\n",
       "        0.0028, 0.002 , 0.0028, 0.0032, 0.0048, 0.004 , 0.002 , 0.0016,\n",
       "        0.0016, 0.004 , 0.002 , 0.0016, 0.0024, 0.0028, 0.0004, 0.0036,\n",
       "        0.0032, 0.004 , 0.0024, 0.0036, 0.0032, 0.0032, 0.004 , 0.0052,\n",
       "        0.0012, 0.0032, 0.0028, 0.0036, 0.0044, 0.002 , 0.0044, 0.0008,\n",
       "        0.0016, 0.0024, 0.0028, 0.0024, 0.0024, 0.0036, 0.0036, 0.002 ,\n",
       "        0.0024, 0.0036, 0.004 , 0.0048, 0.0008, 0.0024, 0.0012, 0.0016,\n",
       "        0.002 , 0.002 , 0.002 , 0.0028, 0.0024, 0.0028, 0.002 , 0.0032,\n",
       "        0.002 , 0.0036, 0.0016, 0.0032, 0.0028, 0.0028, 0.0016, 0.0024,\n",
       "        0.004 , 0.004 , 0.0016, 0.0032, 0.0028, 0.004 , 0.0012, 0.0032,\n",
       "        0.0016, 0.0024, 0.002 , 0.0044, 0.0028, 0.0028, 0.002 , 0.0024,\n",
       "        0.002 , 0.0048, 0.0036, 0.0016, 0.0032, 0.0028, 0.0032, 0.0024,\n",
       "        0.0024, 0.002 , 0.0024, 0.004 , 0.0016, 0.0032, 0.002 , 0.0048,\n",
       "        0.002 , 0.004 , 0.0024, 0.0028, 0.004 , 0.0008, 0.0032, 0.0024,\n",
       "        0.0028, 0.0032, 0.0028, 0.0052, 0.0028, 0.0036, 0.002 , 0.0048,\n",
       "        0.0032, 0.004 , 0.004 , 0.0032, 0.0036, 0.0044, 0.0024, 0.0032,\n",
       "        0.0024, 0.0028, 0.002 , 0.0024, 0.004 , 0.002 , 0.0036, 0.0024,\n",
       "        0.0024, 0.0024, 0.0024, 0.0024, 0.0028, 0.002 , 0.0024, 0.0028,\n",
       "        0.002 , 0.0028, 0.0032, 0.0044, 0.0032, 0.004 , 0.0032, 0.002 ,\n",
       "        0.0012, 0.0008, 0.0016, 0.002 , 0.0044, 0.0032, 0.002 , 0.002 ,\n",
       "        0.0028, 0.002 , 0.0036, 0.0028, 0.0032, 0.002 , 0.0016, 0.0036,\n",
       "        0.002 , 0.0016, 0.0032, 0.0016, 0.0036, 0.0024, 0.0036, 0.0028,\n",
       "        0.004 , 0.0044, 0.0032, 0.0024, 0.0024, 0.0016, 0.0016, 0.004 ,\n",
       "        0.0012, 0.002 , 0.002 , 0.0024, 0.0024, 0.0032, 0.002 , 0.0016,\n",
       "        0.006 , 0.0008, 0.0024, 0.0028, 0.004 , 0.002 , 0.0044, 0.0012,\n",
       "        0.004 , 0.002 , 0.0024, 0.0036, 0.0024, 0.0056, 0.0008, 0.0052,\n",
       "        0.0028, 0.0024, 0.004 , 0.0036, 0.0028, 0.0048, 0.0024, 0.0044,\n",
       "        0.0056, 0.0032, 0.0028, 0.0012, 0.0028, 0.0016, 0.002 , 0.0032,\n",
       "        0.0012, 0.002 , 0.0032, 0.0028, 0.0032, 0.0028, 0.0008, 0.0032,\n",
       "        0.0028, 0.0036, 0.002 , 0.0036, 0.0028, 0.0016, 0.    , 0.0036])}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dic_real = {t:0 for t in range(tau)}\n",
    "for t in range(tau):\n",
    "    real_freq = np.zeros(k)\n",
    "    for val in df[col].values:\n",
    "        real_freq[val]+=1\n",
    "    real_freq = real_freq / sum(real_freq)\n",
    "    dic_real[t] = real_freq\n",
    "dic_real"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "68cfec53",
   "metadata": {},
   "source": [
    "## Take average results due to randomness"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ded5a6ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save MSE per seed\n",
    "dic_mse = {seed: \n",
    "               {\"OLOLOHA\": [],\n",
    "                \"BiLOLOHA\": [],\n",
    "                \"L_OSUE\": [],\n",
    "                \"RAPPOR\": [],\n",
    "                \"L_GRR\": [],\n",
    "                \"1BitFlipPM\": [],\n",
    "                \"bBitFlipPM\": []\n",
    "               } \n",
    "               for seed in range(nb_seed)\n",
    "          }\n",
    "# Save budget consumption per seed\n",
    "dic_bdg = {seed: \n",
    "               {\"OLOLOHA\": -1,\n",
    "                \"BiLOLOHA\": -1,\n",
    "                \"L_OSUE\": -1,\n",
    "                \"RAPPOR\": -1,\n",
    "                \"L_GRR\": -1,\n",
    "                \"1BitFlipPM\": -1,\n",
    "                \"bBitFlipPM\": -1\n",
    "               } \n",
    "               for seed in range(nb_seed)\n",
    "          }\n",
    "\n",
    "# Save data change detection per seed\n",
    "dic_chg = {seed: \n",
    "               {\n",
    "                \"1BitFlipPM\": -1,\n",
    "                \"bBitFlipPM\": -1\n",
    "               } \n",
    "               for seed in range(nb_seed)\n",
    "          }"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27d6178e",
   "metadata": {},
   "source": [
    "## OLOLOLHA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "322719b1",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "That took 21039.00879740715 seconds\n"
     ]
    }
   ],
   "source": [
    "starttime = time.time()\n",
    "\n",
    "for seed in range(nb_seed):\n",
    "    print(seed)\n",
    "    setting_seed(seed) # Ensure reproducibility\n",
    "    np.random.seed(seed) # Ensure reproducibility\n",
    "    \n",
    "    lst_mse_avg = [] # List of averaged MSE per eps_perm\n",
    "    lst_bdg_avg = [] # List of averaged budget consumption per eps_perm\n",
    "    \n",
    "    for eps_perm in lst_eps_perm: # Longitudinal privacy guarantee (upper bound)\n",
    "        eps_1 = alpha * eps_perm # First report privacy guarantee (lower bound)\n",
    "        \n",
    "        # Client-Side\n",
    "        reports = [] # List of reports of all n users\n",
    "        budget_tracking = [] # List of consumed privacy budget of all n users\n",
    "        for ind, row in df.iterrows():\n",
    "            \n",
    "            sanitized_reports, final_budget = LOLOHA_Client(row.values, k, eps_perm, eps_1, alpha, optimal=True)\n",
    "            reports.append(sanitized_reports)\n",
    "            budget_tracking.append(final_budget)\n",
    "        \n",
    "        reports = np.array(reports)\n",
    "        \n",
    "        # Server-Side\n",
    "        lst_mse = [] # List of all MSE per data collection\n",
    "        for t in range(tau): # For each data collection\n",
    "            \n",
    "            real_freq = dic_real[t] # for Adult dataset, the real frequency is the same for all t \\in [\\tau]\n",
    "            est_freq = LOLOHA_Aggregator(reports[:, t], k, eps_perm, eps_1, alpha, optimal=True)\n",
    "            lst_mse.append(mean_squared_error(real_freq, est_freq))\n",
    "        \n",
    "        lst_mse_avg.append(np.mean(lst_mse)) # Averaged MSE\n",
    "        lst_bdg_avg.append(np.mean(budget_tracking)) # Averaged privacy budget consumption\n",
    "    \n",
    "    dic_mse[seed][\"OLOLOHA\"] = lst_mse_avg\n",
    "    dic_bdg[seed][\"OLOLOHA\"] = lst_bdg_avg\n",
    "    \n",
    "print('That took {} seconds'.format(time.time() - starttime))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c4c12702",
   "metadata": {},
   "source": [
    "## BiLOLOHA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e774569e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "That took 8072.432545661926 seconds\n"
     ]
    }
   ],
   "source": [
    "starttime = time.time()\n",
    "\n",
    "for seed in range(nb_seed):\n",
    "    print(seed)\n",
    "    setting_seed(seed) # Ensure reproducibility\n",
    "    np.random.seed(seed) # Ensure reproducibility\n",
    "    \n",
    "    lst_mse_avg = [] # List of averaged MSE per eps_perm\n",
    "    lst_bdg_avg = [] # List of averaged budget consumption per eps_perm\n",
    "    \n",
    "    for eps_perm in lst_eps_perm: # Longitudinal privacy guarantee (upper bound)\n",
    "        eps_1 = alpha * eps_perm # First report privacy guarantee (lower bound)\n",
    "        \n",
    "        # Client-Side\n",
    "        reports = [] # List of reports of all n users\n",
    "        budget_tracking = [] # List of consumed privacy budget of all n users\n",
    "        for ind, row in df.iterrows():\n",
    "            \n",
    "            sanitized_reports, final_budget = LOLOHA_Client(row.values, k, eps_perm, eps_1, alpha, optimal=False)\n",
    "            reports.append(sanitized_reports)\n",
    "            budget_tracking.append(final_budget)\n",
    "        \n",
    "        reports = np.array(reports)\n",
    "        \n",
    "        # Server-Side\n",
    "        lst_mse = [] # List of all MSE per data collection\n",
    "        for t in range(tau): # For each data collection\n",
    "            \n",
    "            real_freq = dic_real[t] # for Adult dataset, the real frequency is the same for all t \\in [\\tau]\n",
    "            est_freq = LOLOHA_Aggregator(reports[:, t], k, eps_perm, eps_1, alpha, optimal=False)\n",
    "            lst_mse.append(mean_squared_error(real_freq, est_freq))\n",
    "        \n",
    "        lst_mse_avg.append(np.mean(lst_mse)) # Averaged MSE\n",
    "        lst_bdg_avg.append(np.mean(budget_tracking)) # Averaged privacy budget consumption\n",
    "        \n",
    "    dic_mse[seed][\"BiLOLOHA\"] = lst_mse_avg\n",
    "    dic_bdg[seed][\"BiLOLOHA\"] = lst_bdg_avg\n",
    "    \n",
    "print('That took {} seconds'.format(time.time() - starttime))    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b1dc3dd",
   "metadata": {},
   "source": [
    "## L-OSUE [2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "2628f17d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "That took 276.76085782051086 seconds\n"
     ]
    }
   ],
   "source": [
    "starttime = time.time()\n",
    "\n",
    "for seed in range(nb_seed):\n",
    "    print(seed)\n",
    "    setting_seed(seed) # Ensure reproducibility\n",
    "    np.random.seed(seed) # Ensure reproducibility\n",
    "    \n",
    "    lst_mse_avg = [] # List of averaged MSE per eps_perm\n",
    "    lst_bdg_avg = [] # List of averaged budget consumption per eps_perm\n",
    "    \n",
    "    for eps_perm in lst_eps_perm: # Longitudinal privacy guarantee (upper bound)\n",
    "        eps_1 = alpha * eps_perm # First report privacy guarantee (lower bound)\n",
    "        \n",
    "        # Client-Side\n",
    "        reports = [] # List of reports of all n users\n",
    "        budget_tracking = [] # List of consumed privacy budget of all n users\n",
    "        for ind, row in df.iterrows():\n",
    "            \n",
    "            sanitized_reports, final_budget = L_OSUE_Client(row.values, k, eps_perm, eps_1)\n",
    "            reports.append(sanitized_reports)\n",
    "            budget_tracking.append(final_budget)\n",
    "        \n",
    "        reports = np.array(reports)\n",
    "        \n",
    "        # Server-Side\n",
    "        lst_mse = [] # List of all MSE per data collection\n",
    "        for t in range(tau): # For each data collection\n",
    "            \n",
    "            real_freq = dic_real[t] # for Adult dataset, the real frequency is the same for all t \\in [\\tau]\n",
    "            est_freq = L_OSUE_Aggregator(reports[:, t], eps_perm, eps_1)\n",
    "            lst_mse.append(mean_squared_error(real_freq, est_freq))\n",
    "        \n",
    "        lst_mse_avg.append(np.mean(lst_mse)) # Averaged MSE\n",
    "        lst_bdg_avg.append(np.mean(budget_tracking)) # Averaged privacy budget consumption\n",
    "        \n",
    "    dic_mse[seed][\"L_OSUE\"] = lst_mse_avg\n",
    "    dic_bdg[seed][\"L_OSUE\"] = lst_bdg_avg\n",
    "    \n",
    "print('That took {} seconds'.format(time.time() - starttime))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e2c7fe1",
   "metadata": {},
   "source": [
    "## RAPPOR [1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f2ffe554",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "That took 298.1017861366272 seconds\n"
     ]
    }
   ],
   "source": [
    "starttime = time.time()\n",
    "\n",
    "for seed in range(nb_seed):\n",
    "    print(seed)\n",
    "    setting_seed(seed) # Ensure reproducibility\n",
    "    np.random.seed(seed) # Ensure reproducibility\n",
    "    \n",
    "    lst_mse_avg = [] # List of averaged MSE per eps_perm\n",
    "    lst_bdg_avg = [] # List of averaged budget consumption per eps_perm\n",
    "    \n",
    "    for eps_perm in lst_eps_perm: # Longitudinal privacy guarantee (upper bound)\n",
    "        eps_1 = alpha * eps_perm # First report privacy guarantee (lower bound)\n",
    "        \n",
    "        # Client-Side\n",
    "        reports = [] # List of reports of all n users\n",
    "        budget_tracking = [] # List of consumed privacy budget of all n users\n",
    "        for ind, row in df.iterrows():\n",
    "            \n",
    "            sanitized_reports, final_budget = RAPPOR_Client(row.values, k, eps_perm, eps_1)\n",
    "            reports.append(sanitized_reports)\n",
    "            budget_tracking.append(final_budget)\n",
    "        \n",
    "        reports = np.array(reports)\n",
    "        \n",
    "        # Server-Side\n",
    "        lst_mse = [] # List of all MSE per data collection\n",
    "        for t in range(tau): # For each data collection\n",
    "            \n",
    "            real_freq = dic_real[t] # for Adult dataset, the real frequency is the same for all t \\in [\\tau]\n",
    "            est_freq = RAPPOR_Aggregator(reports[:, t], eps_perm, eps_1)\n",
    "            lst_mse.append(mean_squared_error(real_freq, est_freq))\n",
    "        \n",
    "        lst_mse_avg.append(np.mean(lst_mse)) # Averaged MSE\n",
    "        lst_bdg_avg.append(np.mean(budget_tracking)) # Averaged privacy budget consumption\n",
    "        \n",
    "    dic_mse[seed][\"RAPPOR\"] = lst_mse_avg\n",
    "    dic_bdg[seed][\"RAPPOR\"] = lst_bdg_avg\n",
    "    \n",
    "print('That took {} seconds'.format(time.time() - starttime))    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3a74382",
   "metadata": {},
   "source": [
    "## L-GRR [2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "2a25202a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "That took 72.84386467933655 seconds\n"
     ]
    }
   ],
   "source": [
    "starttime = time.time()\n",
    "\n",
    "for seed in range(nb_seed):\n",
    "    print(seed)\n",
    "    setting_seed(seed) # Ensure reproducibility\n",
    "    np.random.seed(seed) # Ensure reproducibility\n",
    "    \n",
    "    lst_mse_avg = [] # List of averaged MSE per eps_perm\n",
    "    lst_bdg_avg = [] # List of averaged budget consumption per eps_perm\n",
    "    \n",
    "    for eps_perm in lst_eps_perm: # Longitudinal privacy guarantee (upper bound)\n",
    "        eps_1 = alpha * eps_perm # First report privacy guarantee (lower bound)\n",
    "        \n",
    "        # Client-Side\n",
    "        reports = [] # List of reports of all n users\n",
    "        budget_tracking = [] # List of consumed privacy budget of all n users\n",
    "        for ind, row in df.iterrows():\n",
    "            \n",
    "            sanitized_reports, final_budget = L_GRR_Client(row.values, k, eps_perm, eps_1)\n",
    "            reports.append(sanitized_reports)\n",
    "            budget_tracking.append(final_budget)\n",
    "        \n",
    "        reports = np.array(reports)\n",
    "        \n",
    "        # Server-Side\n",
    "        lst_mse = [] # List of all MSE per data collection\n",
    "        for t in range(tau): # For each data collection\n",
    "            \n",
    "            real_freq = dic_real[t] # for Adult dataset, the real frequency is the same for all t \\in [\\tau]\n",
    "            est_freq = L_GRR_Aggregator(reports[:, t], k, eps_perm, eps_1)\n",
    "            lst_mse.append(mean_squared_error(real_freq, est_freq))\n",
    "        \n",
    "        lst_mse_avg.append(np.mean(lst_mse)) # Averaged MSE\n",
    "        lst_bdg_avg.append(np.mean(budget_tracking)) # Averaged privacy budget consumption\n",
    "        \n",
    "    dic_mse[seed][\"L_GRR\"] = lst_mse_avg\n",
    "    dic_bdg[seed][\"L_GRR\"] = lst_bdg_avg\n",
    "    \n",
    "print('That took {} seconds'.format(time.time() - starttime))    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db482602",
   "metadata": {},
   "source": [
    "## 1BitFlipPM [3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "49c27858",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "That took 3682.9231164455414 seconds\n"
     ]
    }
   ],
   "source": [
    "starttime = time.time()\n",
    "\n",
    "# Number of bits each user sample/report\n",
    "d = 1\n",
    "\n",
    "for seed in range(nb_seed):\n",
    "    print(seed)\n",
    "    np.random.seed(seed) # Ensure reproducibility\n",
    "    \n",
    "    lst_mse_avg = [] # List of averaged MSE per eps_perm\n",
    "    lst_bdg_avg = [] # List of averaged budget consumption per eps_perm\n",
    "    lst_detect_change = [] # List of 100% detected change\n",
    "    \n",
    "    for eps_perm in lst_eps_perm: # Longitudinal privacy guarantee (upper bound)\n",
    "        \n",
    "        # Client-Side\n",
    "        reports = [] # List of reports of all n users\n",
    "        budget_tracking = [] # List of consumed privacy budget of all n users\n",
    "        change_tracking = [] # List of Boolean value indicating data change detection for all values\n",
    "        for ind, row in df.iterrows():\n",
    "            \n",
    "            sanitized_reports, final_budget, detect_change = dBitFlipPM_Client(row.values, k, b, d, eps_perm)\n",
    "            reports.append(sanitized_reports)\n",
    "            budget_tracking.append(final_budget)\n",
    "            change_tracking.append(detect_change)\n",
    "        \n",
    "        reports = np.array(reports)\n",
    "        \n",
    "        # Server-Side\n",
    "        lst_mse = [] # List of all MSE per data collection\n",
    "        for t in range(tau): # For each data collection\n",
    "            \n",
    "            real_freq = np.zeros(b)\n",
    "            for val in df[t].values:\n",
    "                real_freq[int(val / bulk_size)]+=1\n",
    "            real_freq = real_freq/sum(real_freq)\n",
    "            \n",
    "            est_freq = dBitFlipPM_Aggregator(reports[:, t], b, d, eps_perm)\n",
    "            lst_mse.append(mean_squared_error(real_freq, est_freq))\n",
    "        \n",
    "        lst_mse_avg.append(np.mean(lst_mse)) # Averaged MSE\n",
    "        lst_bdg_avg.append(np.mean(budget_tracking)) # Averaged privacy budget consumption\n",
    "        lst_detect_change.append(100 * sum(change_tracking) / n) # Averaged data change detection in %\n",
    "        \n",
    "    dic_mse[seed][\"1BitFlipPM\"] = lst_mse_avg\n",
    "    dic_bdg[seed][\"1BitFlipPM\"] = lst_bdg_avg\n",
    "    dic_chg[seed][\"1BitFlipPM\"] = lst_detect_change\n",
    "    \n",
    "print('That took {} seconds'.format(time.time() - starttime))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c145d937",
   "metadata": {},
   "source": [
    "## bBitFlipPM [3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b2fbf5e0",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "That took 85297.70413303375 seconds\n"
     ]
    }
   ],
   "source": [
    "starttime = time.time()\n",
    "\n",
    "# Number of bits each user sample/report\n",
    "d = b\n",
    "\n",
    "for seed in range(nb_seed):\n",
    "    print(seed)\n",
    "    np.random.seed(seed) # Ensure reproducibility\n",
    "    \n",
    "    lst_mse_avg = [] # List of averaged MSE per eps_perm\n",
    "    lst_bdg_avg = [] # List of averaged budget consumption per eps_perm\n",
    "    lst_detect_change = [] # List of 100% detected change\n",
    "    \n",
    "    for eps_perm in lst_eps_perm: # Longitudinal privacy guarantee (upper bound)\n",
    "        \n",
    "        # Client-Side\n",
    "        reports = [] # List of reports of all n users\n",
    "        budget_tracking = [] # List of consumed privacy budget of all n users\n",
    "        change_tracking = [] # List of Boolean value indicating data change detection for all values\n",
    "        for ind, row in df.iterrows():\n",
    "            \n",
    "            sanitized_reports, final_budget, detect_change = dBitFlipPM_Client(row.values, k, b, d, eps_perm)\n",
    "            reports.append(sanitized_reports)\n",
    "            budget_tracking.append(final_budget)\n",
    "            change_tracking.append(detect_change)\n",
    "        \n",
    "        reports = np.array(reports)\n",
    "        \n",
    "        # Server-Side\n",
    "        lst_mse = [] # List of all MSE per data collection\n",
    "        for t in range(tau): # For each data collection\n",
    "            \n",
    "            real_freq = np.zeros(b)\n",
    "            for val in df[t].values:\n",
    "                real_freq[int(val / bulk_size)]+=1\n",
    "            real_freq = real_freq/sum(real_freq)\n",
    "            \n",
    "            est_freq = dBitFlipPM_Aggregator(reports[:, t], b, d, eps_perm)\n",
    "            lst_mse.append(mean_squared_error(real_freq, est_freq))\n",
    "        \n",
    "        lst_mse_avg.append(np.mean(lst_mse)) # Averaged MSE\n",
    "        lst_bdg_avg.append(np.mean(budget_tracking)) # Averaged privacy budget consumption\n",
    "        lst_detect_change.append(100 * sum(change_tracking) / n) # Averaged data change detection in %\n",
    "        \n",
    "    dic_mse[seed][\"bBitFlipPM\"] = lst_mse_avg\n",
    "    dic_bdg[seed][\"bBitFlipPM\"] = lst_bdg_avg\n",
    "    dic_chg[seed][\"bBitFlipPM\"] = lst_detect_change\n",
    "    \n",
    "print('That took {} seconds'.format(time.time() - starttime))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c7e5b32",
   "metadata": {},
   "source": [
    "## Plotting MSE_avg metric results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c38f3905",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "plt.grid(color='grey', linestyle='dashdot', linewidth=0.5)\n",
    "plt.plot(np.mean([dic_mse[seed][\"bBitFlipPM\"] for seed in range(nb_seed)], axis=0), label='bBitFlipPM', marker='*')\n",
    "plt.plot(np.mean([dic_mse[seed][\"L_OSUE\"] for seed in range(nb_seed)], axis=0), label='L-OSUE',marker='s')\n",
    "plt.plot(np.mean([dic_mse[seed][\"OLOLOHA\"] for seed in range(nb_seed)], axis=0), label='OLOLOHA', marker='o')\n",
    "plt.plot(np.mean([dic_mse[seed][\"RAPPOR\"] for seed in range(nb_seed)], axis=0), label='RAPPOR',marker='X')\n",
    "plt.plot(np.mean([dic_mse[seed][\"BiLOLOHA\"] for seed in range(nb_seed)], axis=0), label='BiLOLOHA',marker='>')\n",
    "plt.plot(np.mean([dic_mse[seed][\"1BitFlipPM\"] for seed in range(nb_seed)], axis=0), label='1BitFlipPM', marker='P')\n",
    "plt.plot(np.mean([dic_mse[seed][\"L_GRR\"] for seed in range(nb_seed)], axis=0), label='L-GRR', marker='D')\n",
    "\n",
    "plt.yscale('log')\n",
    "plt.xlabel('$\\epsilon_{\\infty}$')\n",
    "plt.ylabel('$MSE_{avg}$')\n",
    "plt.xticks(range(len(lst_eps_perm)), lst_eps_perm)\n",
    "plt.title('$\\epsilon_1$ $=$' +f'${alpha}$'+ '$\\epsilon_{\\infty}$', loc='center')\n",
    "plt.legend(ncol=4, loc='upper center', bbox_to_anchor=(0.5, 1.35))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2033826",
   "metadata": {},
   "source": [
    "## Plotting privacy budget consumption metric results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "979f3515",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "plt.grid(color='grey', linestyle='dashdot', linewidth=0.5)\n",
    "plt.plot(np.mean([dic_bdg[seed][\"bBitFlipPM\"] for seed in range(nb_seed)], axis=0)*lst_eps_perm, label='bBitFlipPM', marker='P')\n",
    "plt.plot(np.mean([dic_bdg[seed][\"L_OSUE\"] for seed in range(nb_seed)], axis=0)*lst_eps_perm, label='L-OSUE',marker='s')\n",
    "plt.plot(np.mean([dic_bdg[seed][\"OLOLOHA\"] for seed in range(nb_seed)], axis=0)*lst_eps_perm, label='OLOLOHA', marker='o')\n",
    "plt.plot(np.mean([dic_bdg[seed][\"RAPPOR\"] for seed in range(nb_seed)], axis=0)*lst_eps_perm, label='RAPPOR',marker='X')\n",
    "plt.plot(np.mean([dic_bdg[seed][\"BiLOLOHA\"] for seed in range(nb_seed)], axis=0)*lst_eps_perm, label='BiLOLOHA',marker='>')\n",
    "plt.plot(np.mean([dic_bdg[seed][\"1BitFlipPM\"] for seed in range(nb_seed)], axis=0)*lst_eps_perm, label='1BitFlipPM', marker='P')\n",
    "plt.plot(np.mean([dic_bdg[seed][\"L_GRR\"] for seed in range(nb_seed)], axis=0)*lst_eps_perm, label='L-GRR', marker='D', color='tab:pink')\n",
    "\n",
    "\n",
    "ticks = np.arange(0,151,50)\n",
    "plt.yticks(ticks,ticks)\n",
    "# plt.set_yticklabels()\n",
    "plt.xlabel('$\\epsilon_{\\infty}$')\n",
    "plt.ylabel('$\\check{\\epsilon}_{avg}$')\n",
    "plt.xticks(range(len(lst_eps_perm)), lst_eps_perm)\n",
    "plt.title('$\\epsilon_1$ $=$' +f'${alpha}$'+ '$\\epsilon_{\\infty}$', loc='center')\n",
    "plt.legend(ncol=4, loc='upper center', bbox_to_anchor=(0.5, 1.35))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e0e1ff4",
   "metadata": {},
   "source": [
    "## Plotting data change detection for dBitFlipPM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "1e08b84c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "plt.grid(color='grey', linestyle='dashdot', linewidth=0.5)\n",
    "plt.plot(np.mean([dic_chg[seed][\"bBitFlipPM\"] for seed in range(nb_seed)], axis=0), label='bBitFlipPM', marker='*')\n",
    "plt.plot(np.mean([dic_chg[seed][\"1BitFlipPM\"] for seed in range(nb_seed)], axis=0), label='1BitFlipPM', marker='P')\n",
    "# plt.yscale('log')\n",
    "plt.xlabel('$\\epsilon_{\\infty}$')\n",
    "plt.ylabel('\\% of Users')\n",
    "plt.xticks(range(len(lst_eps_perm)), lst_eps_perm)\n",
    "plt.legend(ncol=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6d19bb02",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:root] *",
   "language": "python",
   "name": "conda-root-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}