Plotting a raster from a flat file

flat_file2raster.ipynb

{
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  {
   "cell_type": "code",
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   "metadata": {
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   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from IPython.display import HTML"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load the data and show the top rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id1</th>\n",
       "      <th>id2</th>\n",
       "      <th>k</th>\n",
       "      <th>y</th>\n",
       "      <th>x</th>\n",
       "      <th>elev</th>\n",
       "      <th>active</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
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       "      <td>1</td>\n",
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       "      <td>-999</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
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       "      <td>0</td>\n",
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       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>-999</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>-999</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
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      "text/plain": [
       "   id1  id2  k  y  x  elev  active\n",
       "0    1    1  1  1  1  -999       0\n",
       "1    2    2  1  1  2  -999       0\n",
       "2    3    3  1  1  3  -999       0\n",
       "3    4    4  1  1  4  -999       0\n",
       "4    5    5  1  1  5  -999       0"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "# columns labels = i, j, f, active + other junk\n",
    "gwe = pd.read_csv('../Modified Data/inital_head.txt') \n",
    "\n",
    "# rename some columns to something more meaningful\n",
    "gwe.rename(columns={'i':'y', 'j':'x', 'f':'elev'}, inplace=True)\n",
    "gwe.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set x & y as the labels of the rows, select the active cells "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
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   "outputs": [
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     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>elev</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>y</th>\n",
       "      <th>x</th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">5</th>\n",
       "      <th>68</th>\n",
       "      <td>0.038698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>0.025308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">6</th>\n",
       "      <th>58</th>\n",
       "      <td>0.041107</td>\n",
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       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>0.230383</td>\n",
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       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>2.229199</td>\n",
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       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>3.380377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>3.845931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>4.086876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>4.206318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>4.239803</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "          elev\n",
       "y x           \n",
       "5 68  0.038698\n",
       "  69  0.025308\n",
       "6 58  0.041107\n",
       "  59  0.230383\n",
       "  60  2.229199\n",
       "  61  3.380377\n",
       "  62  3.845931\n",
       "  63  4.086876\n",
       "  64  4.206318\n",
       "  65  4.239803"
      ]
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     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# set x, y as the index (i.e. primary key)\n",
    "gwe.set_index(['y','x'], inplace=True)\n",
    "\n",
    "# True/False array of active/inactive cells\n",
    "active_cells = gwe['active'] == 1\n",
    "\n",
    "# select the active cells only (where active=True)\n",
    "gwe = gwe[active_cells]\n",
    "\n",
    "# drop all columns except the elevation (i, j hang around as the index)\n",
    "# pandas tries to make data with 1 column into a series,\n",
    "# so I force it to a DataFrame\n",
    "gwe = pd.DataFrame(gwe['elev'])\n",
    "\n",
    "# show top 10 rows as an HTML Table\n",
    "gwe.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Unstack (pivot) the data so that rows are y-coords and cols are x-coords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
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   "outputs": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"352\" halign=\"left\">elev</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "      <th>16</th>\n",
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       "      <th>189</th>\n",
       "      <th>190</th>\n",
       "      <th>191</th>\n",
       "      <th>192</th>\n",
       "      <th>193</th>\n",
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       "      <th>195</th>\n",
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       "      <th>197</th>\n",
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       "      <th>199</th>\n",
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       "      <th>268</th>\n",
       "      <th>269</th>\n",
       "      <th>270</th>\n",
       "      <th>271</th>\n",
       "      <th>272</th>\n",
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       "      <th>274</th>\n",
       "      <th>275</th>\n",
       "      <th>276</th>\n",
       "      <th>277</th>\n",
       "      <th>278</th>\n",
       "      <th>279</th>\n",
       "      <th>280</th>\n",
       "      <th>281</th>\n",
       "      <th>282</th>\n",
       "      <th>283</th>\n",
       "      <th>284</th>\n",
       "      <th>285</th>\n",
       "      <th>286</th>\n",
       "      <th>287</th>\n",
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       "      <th>289</th>\n",
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       "      <th>297</th>\n",
       "      <th>298</th>\n",
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       "      <th>300</th>\n",
       "      <th>301</th>\n",
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       "      <th>306</th>\n",
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       "      <th>315</th>\n",
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       "      <th>317</th>\n",
       "      <th>318</th>\n",
       "      <th>319</th>\n",
       "      <th>320</th>\n",
       "      <th>321</th>\n",
       "      <th>322</th>\n",
       "      <th>323</th>\n",
       "      <th>324</th>\n",
       "      <th>325</th>\n",
       "      <th>326</th>\n",
       "      <th>327</th>\n",
       "      <th>328</th>\n",
       "      <th>329</th>\n",
       "      <th>330</th>\n",
       "      <th>331</th>\n",
       "      <th>332</th>\n",
       "      <th>333</th>\n",
       "      <th>334</th>\n",
       "      <th>335</th>\n",
       "      <th>336</th>\n",
       "      <th>337</th>\n",
       "      <th>338</th>\n",
       "      <th>339</th>\n",
       "      <th>340</th>\n",
       "      <th>341</th>\n",
       "      <th>342</th>\n",
       "      <th>343</th>\n",
       "      <th>344</th>\n",
       "      <th>345</th>\n",
       "      <th>346</th>\n",
       "      <th>347</th>\n",
       "      <th>348</th>\n",
       "      <th>349</th>\n",
       "      <th>350</th>\n",
       "      <th>351</th>\n",
       "      <th>352</th>\n",
       "      <th>353</th>\n",
       "      <th>354</th>\n",
       "      <th>355</th>\n",
       "      <th>356</th>\n",
       "      <th>357</th>\n",
       "      <th>358</th>\n",
       "      <th>359</th>\n",
       "      <th>360</th>\n",
       "      <th>361</th>\n",
       "      <th>362</th>\n",
       "      <th>363</th>\n",
       "      <th>364</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>y</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</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",
       "      <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",
       "      <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>0.04</td>\n",
       "      <td>0.03</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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <td>--</td>\n",
       "      <td>--</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</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",
       "      <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",
       "      <td>--</td>\n",
       "      <td>--</td>\n",
       "      <td>--</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.23</td>\n",
       "      <td>2.23</td>\n",
       "      <td>3.38</td>\n",
       "      <td>3.85</td>\n",
       "      <td>4.09</td>\n",
       "      <td>4.21</td>\n",
       "      <td>4.24</td>\n",
       "      <td>4.20</td>\n",
       "      <td>4.08</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.55</td>\n",
       "      <td>3.02</td>\n",
       "      <td>1.56</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.01</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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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>7</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",
       "      <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>0.03</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.58</td>\n",
       "      <td>3.29</td>\n",
       "      <td>3.67</td>\n",
       "      <td>3.82</td>\n",
       "      <td>3.80</td>\n",
       "      <td>3.63</td>\n",
       "      <td>3.49</td>\n",
       "      <td>3.76</td>\n",
       "      <td>4.01</td>\n",
       "      <td>4.18</td>\n",
       "      <td>4.28</td>\n",
       "      <td>4.30</td>\n",
       "      <td>4.26</td>\n",
       "      <td>4.16</td>\n",
       "      <td>3.98</td>\n",
       "      <td>3.74</td>\n",
       "      <td>3.41</td>\n",
       "      <td>3.04</td>\n",
       "      <td>3.10</td>\n",
       "      <td>2.95</td>\n",
       "      <td>2.51</td>\n",
       "      <td>0.05</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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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>8</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",
       "      <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>0.02</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.94</td>\n",
       "      <td>2.90</td>\n",
       "      <td>3.36</td>\n",
       "      <td>3.55</td>\n",
       "      <td>3.58</td>\n",
       "      <td>3.44</td>\n",
       "      <td>3.65</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.97</td>\n",
       "      <td>4.00</td>\n",
       "      <td>3.98</td>\n",
       "      <td>3.98</td>\n",
       "      <td>4.09</td>\n",
       "      <td>4.23</td>\n",
       "      <td>4.33</td>\n",
       "      <td>4.39</td>\n",
       "      <td>4.41</td>\n",
       "      <td>4.37</td>\n",
       "      <td>4.28</td>\n",
       "      <td>4.15</td>\n",
       "      <td>3.96</td>\n",
       "      <td>3.75</td>\n",
       "      <td>3.53</td>\n",
       "      <td>3.39</td>\n",
       "      <td>3.20</td>\n",
       "      <td>2.89</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1.17</td>\n",
       "      <td>0.02</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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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>9</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",
       "      <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>0.16</td>\n",
       "      <td>3.07</td>\n",
       "      <td>3.21</td>\n",
       "      <td>3.22</td>\n",
       "      <td>3.04</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.57</td>\n",
       "      <td>3.73</td>\n",
       "      <td>3.81</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.97</td>\n",
       "      <td>4.09</td>\n",
       "      <td>4.18</td>\n",
       "      <td>4.23</td>\n",
       "      <td>4.26</td>\n",
       "      <td>4.30</td>\n",
       "      <td>4.37</td>\n",
       "      <td>4.45</td>\n",
       "      <td>4.51</td>\n",
       "      <td>4.54</td>\n",
       "      <td>4.55</td>\n",
       "      <td>4.51</td>\n",
       "      <td>4.44</td>\n",
       "      <td>4.33</td>\n",
       "      <td>4.19</td>\n",
       "      <td>4.03</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.69</td>\n",
       "      <td>3.50</td>\n",
       "      <td>3.25</td>\n",
       "      <td>2.95</td>\n",
       "      <td>2.56</td>\n",
       "      <td>2.41</td>\n",
       "      <td>0.54</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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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>10</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",
       "      <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>0.16</td>\n",
       "      <td>2.90</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.36</td>\n",
       "      <td>3.46</td>\n",
       "      <td>3.51</td>\n",
       "      <td>3.66</td>\n",
       "      <td>3.82</td>\n",
       "      <td>3.96</td>\n",
       "      <td>4.06</td>\n",
       "      <td>4.14</td>\n",
       "      <td>4.23</td>\n",
       "      <td>4.33</td>\n",
       "      <td>4.40</td>\n",
       "      <td>4.46</td>\n",
       "      <td>4.51</td>\n",
       "      <td>4.55</td>\n",
       "      <td>4.60</td>\n",
       "      <td>4.65</td>\n",
       "      <td>4.69</td>\n",
       "      <td>4.71</td>\n",
       "      <td>4.70</td>\n",
       "      <td>4.67</td>\n",
       "      <td>4.61</td>\n",
       "      <td>4.52</td>\n",
       "      <td>4.41</td>\n",
       "      <td>4.27</td>\n",
       "      <td>4.13</td>\n",
       "      <td>3.97</td>\n",
       "      <td>3.79</td>\n",
       "      <td>3.59</td>\n",
       "      <td>3.35</td>\n",
       "      <td>3.10</td>\n",
       "      <td>2.89</td>\n",
       "      <td>2.65</td>\n",
       "      <td>2.63</td>\n",
       "      <td>0.17</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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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>11</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",
       "      <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>0.18</td>\n",
       "      <td>2.85</td>\n",
       "      <td>3.14</td>\n",
       "      <td>3.38</td>\n",
       "      <td>3.56</td>\n",
       "      <td>3.70</td>\n",
       "      <td>3.81</td>\n",
       "      <td>3.94</td>\n",
       "      <td>4.07</td>\n",
       "      <td>4.19</td>\n",
       "      <td>4.29</td>\n",
       "      <td>4.38</td>\n",
       "      <td>4.47</td>\n",
       "      <td>4.55</td>\n",
       "      <td>4.62</td>\n",
       "      <td>4.68</td>\n",
       "      <td>4.73</td>\n",
       "      <td>4.77</td>\n",
       "      <td>4.81</td>\n",
       "      <td>4.85</td>\n",
       "      <td>4.87</td>\n",
       "      <td>4.88</td>\n",
       "      <td>4.87</td>\n",
       "      <td>4.84</td>\n",
       "      <td>4.78</td>\n",
       "      <td>4.71</td>\n",
       "      <td>4.61</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.37</td>\n",
       "      <td>4.23</td>\n",
       "      <td>4.07</td>\n",
       "      <td>3.89</td>\n",
       "      <td>3.70</td>\n",
       "      <td>3.49</td>\n",
       "      <td>3.28</td>\n",
       "      <td>3.07</td>\n",
       "      <td>2.88</td>\n",
       "      <td>2.59</td>\n",
       "      <td>0.20</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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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>12</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",
       "      <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>0.19</td>\n",
       "      <td>2.79</td>\n",
       "      <td>3.11</td>\n",
       "      <td>3.37</td>\n",
       "      <td>3.59</td>\n",
       "      <td>3.77</td>\n",
       "      <td>3.92</td>\n",
       "      <td>4.05</td>\n",
       "      <td>4.18</td>\n",
       "      <td>4.30</td>\n",
       "      <td>4.41</td>\n",
       "      <td>4.51</td>\n",
       "      <td>4.60</td>\n",
       "      <td>4.68</td>\n",
       "      <td>4.76</td>\n",
       "      <td>4.82</td>\n",
       "      <td>4.88</td>\n",
       "      <td>4.93</td>\n",
       "      <td>4.97</td>\n",
       "      <td>5.01</td>\n",
       "      <td>5.03</td>\n",
       "      <td>5.05</td>\n",
       "      <td>5.05</td>\n",
       "      <td>5.04</td>\n",
       "      <td>5.01</td>\n",
       "      <td>4.96</td>\n",
       "      <td>4.90</td>\n",
       "      <td>4.81</td>\n",
       "      <td>4.71</td>\n",
       "      <td>4.60</td>\n",
       "      <td>4.47</td>\n",
       "      <td>4.33</td>\n",
       "      <td>4.17</td>\n",
       "      <td>4.00</td>\n",
       "      <td>3.81</td>\n",
       "      <td>3.61</td>\n",
       "      <td>3.40</td>\n",
       "      <td>3.17</td>\n",
       "      <td>2.89</td>\n",
       "      <td>2.62</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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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>13</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",
       "      <td>--</td>\n",
       "      <td>--</td>\n",
       "      <td>--</td>\n",
       "      <td>--</td>\n",
       "      <td>--</td>\n",
       "      <td>--</td>\n",
       "      <td>--</td>\n",
       "      <td>0.21</td>\n",
       "      <td>2.74</td>\n",
       "      <td>3.07</td>\n",
       "      <td>3.36</td>\n",
       "      <td>3.60</td>\n",
       "      <td>3.81</td>\n",
       "      <td>3.98</td>\n",
       "      <td>4.13</td>\n",
       "      <td>4.27</td>\n",
       "      <td>4.39</td>\n",
       "      <td>4.51</td>\n",
       "      <td>4.62</td>\n",
       "      <td>4.71</td>\n",
       "      <td>4.80</td>\n",
       "      <td>4.88</td>\n",
       "      <td>4.95</td>\n",
       "      <td>5.02</td>\n",
       "      <td>5.07</td>\n",
       "      <td>5.12</td>\n",
       "      <td>5.16</td>\n",
       "      <td>5.19</td>\n",
       "      <td>5.21</td>\n",
       "      <td>5.22</td>\n",
       "      <td>5.22</td>\n",
       "      <td>5.21</td>\n",
       "      <td>5.18</td>\n",
       "      <td>5.14</td>\n",
       "      <td>5.08</td>\n",
       "      <td>5.01</td>\n",
       "      <td>4.92</td>\n",
       "      <td>4.82</td>\n",
       "      <td>4.70</td>\n",
       "      <td>4.57</td>\n",
       "      <td>4.43</td>\n",
       "      <td>4.27</td>\n",
       "      <td>4.09</td>\n",
       "      <td>3.90</td>\n",
       "      <td>3.69</td>\n",
       "      <td>3.44</td>\n",
       "      <td>3.12</td>\n",
       "      <td>2.65</td>\n",
       "      <td>1.28</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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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>14</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",
       "      <td>--</td>\n",
       "      <td>--</td>\n",
       "      <td>--</td>\n",
       "      <td>--</td>\n",
       "      <td>--</td>\n",
       "      <td>--</td>\n",
       "      <td>0.22</td>\n",
       "      <td>2.68</td>\n",
       "      <td>3.03</td>\n",
       "      <td>3.34</td>\n",
       "      <td>3.59</td>\n",
       "      <td>3.82</td>\n",
       "      <td>4.01</td>\n",
       "      <td>4.18</td>\n",
       "      <td>4.33</td>\n",
       "      <td>4.47</td>\n",
       "      <td>4.59</td>\n",
       "      <td>4.71</td>\n",
       "      <td>4.81</td>\n",
       "      <td>4.90</td>\n",
       "      <td>4.99</td>\n",
       "      <td>5.07</td>\n",
       "      <td>5.13</td>\n",
       "      <td>5.20</td>\n",
       "      <td>5.25</td>\n",
       "      <td>5.29</td>\n",
       "      <td>5.33</td>\n",
       "      <td>5.36</td>\n",
       "      <td>5.38</td>\n",
       "      <td>5.39</td>\n",
       "      <td>5.39</td>\n",
       "      <td>5.38</td>\n",
       "      <td>5.35</td>\n",
       "      <td>5.31</td>\n",
       "      <td>5.26</td>\n",
       "      <td>5.20</td>\n",
       "      <td>5.12</td>\n",
       "      <td>5.02</td>\n",
       "      <td>4.92</td>\n",
       "      <td>4.80</td>\n",
       "      <td>4.66</td>\n",
       "      <td>4.51</td>\n",
       "      <td>4.35</td>\n",
       "      <td>4.16</td>\n",
       "      <td>3.95</td>\n",
       "      <td>3.71</td>\n",
       "      <td>3.41</td>\n",
       "      <td>3.02</td>\n",
       "      <td>2.51</td>\n",
       "      <td>0.18</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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gw_grid = gwe.unstack(level='x')\n",
    "raster = gw_grid.values # underlying values are just a numpy array\n",
    "\n",
    "rounded_grid = np.round(gw_grid, 2)\n",
    "HTML(rounded_grid.head(10).to_html(na_rep='--'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Raster meta data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "origin_x = 6397295.0\n",
    "width = 3800.0\n",
    "\n",
    "origin_y = 1820907.0\n",
    "height = 5800\n",
    "\n",
    "extent_rectangle = [origin_x, origin_x + width, origin_y, origin_y + height]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot the raster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x118554ef0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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1fw8350sya2U6PhE1mf17d7p6GGNJ34XHqlUF1ZoJyrVrueqze3jba97DoUOH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c7FckmzhA5w7rkJPhC0O6KAI3h4tvM16hULW+7qVjn8KL8EGoB1KCZUD+9JtpL64X0z/xhoiu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\nARMS8U9f2LjPAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x118419c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "fig, ax = plt.subplots(figsize=(8, 8))\n",
    "img = ax.imshow(raster, extent=extent_rectangle, cmap='viridis')\n",
    "fig.colorbar(img)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
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