diff --git a/LM/auswertung/Untitled.ipynb b/LM/auswertung/Untitled.ipynb
index 62abd0e..38fb24a 100644
--- a/LM/auswertung/Untitled.ipynb
+++ b/LM/auswertung/Untitled.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 214,
+   "execution_count": 172,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -38,7 +38,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 177,
+   "execution_count": 173,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -55,7 +55,7 @@
        "131.75230566534913"
       ]
      },
-     "execution_count": 177,
+     "execution_count": 173,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -69,7 +69,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 178,
+   "execution_count": 174,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -86,7 +86,7 @@
        "0.029514066805047763"
       ]
      },
-     "execution_count": 178,
+     "execution_count": 174,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -112,7 +112,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 179,
+   "execution_count": 175,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -126,7 +126,7 @@
     {
      "data": {
       "image/png": [
-       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\n"
+       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\n"
       ],
       "text/plain": [
        "<Figure size 360x288 with 1 Axes>"
@@ -144,7 +144,7 @@
     "calib = pd.read_excel('../messungen/vorversuch_kennlinnien.xlsx',\n",
     "                      sheet_name='Kennl')\n",
     "ax.set_xlabel('Spannung $U_{3,HV}$ [V]')\n",
-    "ax.set_ylabel('Zaehlrate PM3 [$s^{-1}$]')\n",
+    "ax.set_ylabel('Zaehlrate 123 [$s^{-1}$]')\n",
     "ax.errorbar(calib['U/V'], calib[\"N123\"]/T, yerr=np.sqrt(calib[\"N123\"])/T,\n",
     "            marker='.', label='Koinzidenzrate 123')\n",
     "ax.axvline(2300, linestyle='dotted', color='gray', label='Gewaehlte Spannung')\n",
@@ -156,7 +156,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 180,
+   "execution_count": 176,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -208,7 +208,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 180,
+   "execution_count": 176,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -223,7 +223,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 181,
+   "execution_count": 177,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -243,7 +243,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 182,
+   "execution_count": 178,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -275,7 +275,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 183,
+   "execution_count": 179,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -344,7 +344,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 289,
+   "execution_count": 180,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -362,7 +362,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 290,
+   "execution_count": 181,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -395,7 +395,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 291,
+   "execution_count": 182,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -426,7 +426,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 292,
+   "execution_count": 183,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -440,21 +440,50 @@
     {
      "data": {
       "text/plain": [
-       "128"
+       "52791"
       ]
      },
-     "execution_count": 292,
+     "execution_count": 183,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "len(counts[interval[0]:interval[1]])"
+    "len(counts[interval[0]:interval[1]])\n",
+    "counts.sum()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 293,
+   "execution_count": 184,
+   "metadata": {
+    "autoscroll": false,
+    "collapsed": false,
+    "ein.hycell": false,
+    "ein.tags": "worksheet-0",
+    "slideshow": {
+     "slide_type": "-"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "41.666666666666664"
+      ]
+     },
+     "execution_count": 184,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "chan_to_time(1, center=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 185,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -466,12 +495,12 @@
    },
    "outputs": [],
    "source": [
-    "tau, d_tau, N, T, taus = continous(counts, interval)"
+    "tau, d_tau, N, T, taus, correction = continous(counts, interval)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 294,
+   "execution_count": 186,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -485,21 +514,21 @@
     {
      "data": {
       "text/plain": [
-       "(15565, 2234.665844277896, 17.53447277616079, 5291.666666666666)"
+       "(15565,\n 2215.858394798602,\n 47.44264196328607,\n 5333.333333333334,\n 2.7056782698244173)"
       ]
      },
-     "execution_count": 294,
+     "execution_count": 186,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "N, tau, d_tau, T"
+    "N, tau, d_tau, T, correction"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 295,
+   "execution_count": 187,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -513,7 +542,7 @@
     {
      "data": {
       "image/png": [
-       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\n"
+       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\n"
       ],
       "text/plain": [
        "<Figure size 360x288 with 1 Axes>"
@@ -537,7 +566,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 296,
+   "execution_count": 188,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -551,10 +580,10 @@
     {
      "data": {
       "text/plain": [
-       "(1.1539638319551854e-05, 4.527331782071513e-08)"
+       "(1.1588507098277857e-05, 1.2405788078581655e-07)"
       ]
      },
-     "execution_count": 296,
+     "execution_count": 188,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -565,7 +594,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 297,
+   "execution_count": 189,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -582,7 +611,7 @@
        "(105.6583745, 'MeV', 2.4e-06)"
       ]
      },
-     "execution_count": 297,
+     "execution_count": 189,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -593,24 +622,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 298,
-   "metadata": {
-    "autoscroll": false,
-    "collapsed": false,
-    "ein.hycell": false,
-    "ein.tags": "worksheet-0",
-    "slideshow": {
-     "slide_type": "-"
-    }
-   },
-   "outputs": [],
-   "source": [
-    "poisson, gauss, N = binned_likelihood(counts, interval)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 299,
+   "execution_count": 190,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -624,10 +636,55 @@
     {
      "data": {
       "text/plain": [
-       "((<Figure size 360x288 with 1 Axes>,\n  <matplotlib.axes._subplots.AxesSubplot at 0x7f3b1f2e2dd8>),\n 2215.8597355099128,\n (28.865576102124123, 29.573147134458395),\n -156017.98604455253,\n (1.1588503592450155e-05, 7.733082476479676e-08))"
+       "916.6666666666666"
       ]
      },
-     "execution_count": 299,
+     "execution_count": 190,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "chan_to_time(22)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 191,
+   "metadata": {
+    "autoscroll": false,
+    "collapsed": false,
+    "ein.hycell": false,
+    "ein.tags": "worksheet-0",
+    "slideshow": {
+     "slide_type": "-"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "poisson, gauss, exp, N, N_0 = binned_likelihood(counts, interval)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 194,
+   "metadata": {
+    "autoscroll": false,
+    "collapsed": false,
+    "ein.hycell": false,
+    "ein.tags": "worksheet-0",
+    "slideshow": {
+     "slide_type": "-"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "((<Figure size 360x288 with 1 Axes>,\n  <matplotlib.axes._subplots.AxesSubplot at 0x7f8f99721e50>),\n 2215.8597355099128,\n (28.865576102124123, 29.573147134458395),\n -156017.98604455253,\n (1.1588503592450155e-05, 7.733082476479676e-08))"
+      ]
+     },
+     "execution_count": 194,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -650,7 +707,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 300,
+   "execution_count": 195,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -664,10 +721,50 @@
     {
      "data": {
       "text/plain": [
-       "((<Figure size 360x288 with 1 Axes>,\n  <matplotlib.axes._subplots.AxesSubplot at 0x7f3b1f033ba8>),\n 2220.8202879077535,\n (27.77746601227318, 28.497619166224922),\n 242.6365765998969,\n (1.1575553981857487e-05, 7.42688930802203e-08))"
+       "((<Figure size 360x288 with 1 Axes>,\n  <matplotlib.axes._subplots.AxesSubplot at 0x7f8f9a81c4f0>),\n 2215.8597355718744,\n (28.86557616398568, 29.573147072302618),\n 260578.66403135064,\n (1.1588503592288131e-05, 7.733082459902203e-08))"
       ]
      },
-     "execution_count": 300,
+     "execution_count": 195,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": [
+       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\n"
+      ],
+      "text/plain": [
+       "<Figure size 360x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "maximize_and_plot_likelihood(exp, (1000, 3000), save=('exp', 'haupt'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 196,
+   "metadata": {
+    "autoscroll": false,
+    "collapsed": false,
+    "ein.hycell": false,
+    "ein.tags": "worksheet-0",
+    "slideshow": {
+     "slide_type": "-"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "((<Figure size 360x288 with 1 Axes>,\n  <matplotlib.axes._subplots.AxesSubplot at 0x7f8f9a5f7bb0>),\n 2220.8202879077535,\n (27.77746601227318, 28.497619166224922),\n 242.6365765998969,\n (1.1575553981857487e-05, 7.42688930802203e-08))"
+      ]
+     },
+     "execution_count": 196,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -690,7 +787,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 301,
+   "execution_count": 197,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -704,21 +801,21 @@
     {
      "data": {
       "text/plain": [
-       "128"
+       "array([2.82678971])"
       ]
      },
-     "execution_count": 301,
+     "execution_count": 197,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "interval[1]-interval[0]"
+    "exp(2216+50)-exp(2216)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 302,
+   "execution_count": 198,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -735,7 +832,7 @@
        "41.666666666666664"
       ]
      },
-     "execution_count": 302,
+     "execution_count": 198,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -746,7 +843,91 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 302,
+   "execution_count": 199,
+   "metadata": {
+    "autoscroll": false,
+    "collapsed": false,
+    "ein.hycell": false,
+    "ein.tags": "worksheet-0",
+    "slideshow": {
+     "slide_type": "-"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([0.00149841])"
+      ]
+     },
+     "execution_count": 199,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "exp(2216 + 1) - exp(2216)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 200,
+   "metadata": {
+    "autoscroll": false,
+    "collapsed": false,
+    "ein.hycell": false,
+    "ein.tags": "worksheet-0",
+    "slideshow": {
+     "slide_type": "-"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<function util.binned_likelihood.<locals>.ln_poisson_likelihood(tau)>"
+      ]
+     },
+     "execution_count": 200,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "poisson"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 201,
+   "metadata": {
+    "autoscroll": false,
+    "collapsed": false,
+    "ein.hycell": false,
+    "ein.tags": "worksheet-0",
+    "slideshow": {
+     "slide_type": "-"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<function util.binned_likelihood.<locals>.ln_exp_likelihood(tau)>"
+      ]
+     },
+     "execution_count": 201,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "exp"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 201,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -761,7 +942,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 302,
+   "execution_count": 201,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -776,7 +957,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 302,
+   "execution_count": 201,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -791,7 +972,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 302,
+   "execution_count": 201,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -806,7 +987,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 302,
+   "execution_count": 201,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -821,7 +1002,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 302,
+   "execution_count": 201,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -836,7 +1017,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 302,
+   "execution_count": 201,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -851,67 +1032,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 302,
-   "metadata": {
-    "autoscroll": false,
-    "collapsed": false,
-    "ein.hycell": false,
-    "ein.tags": "worksheet-0",
-    "slideshow": {
-     "slide_type": "-"
-    }
-   },
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 302,
-   "metadata": {
-    "autoscroll": false,
-    "collapsed": false,
-    "ein.hycell": false,
-    "ein.tags": "worksheet-0",
-    "slideshow": {
-     "slide_type": "-"
-    }
-   },
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 302,
-   "metadata": {
-    "autoscroll": false,
-    "collapsed": false,
-    "ein.hycell": false,
-    "ein.tags": "worksheet-0",
-    "slideshow": {
-     "slide_type": "-"
-    }
-   },
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 302,
-   "metadata": {
-    "autoscroll": false,
-    "collapsed": false,
-    "ein.hycell": false,
-    "ein.tags": "worksheet-0",
-    "slideshow": {
-     "slide_type": "-"
-    }
-   },
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 201,
    "metadata": {
     "autoscroll": false,
     "collapsed": false,
@@ -928,7 +1049,7 @@
  "metadata": {
   "kernelspec": {
    "argv": [
-    "python",
+    "/usr/bin/python3",
     "-m",
     "ipykernel_launcher",
     "-f",
diff --git a/LM/auswertung/figs/haupt/continous.pdf b/LM/auswertung/figs/haupt/continous.pdf
index 9afa7a1..ca21ec4 100644
Binary files a/LM/auswertung/figs/haupt/continous.pdf and b/LM/auswertung/figs/haupt/continous.pdf differ
diff --git a/LM/auswertung/figs/haupt/continous.pgf b/LM/auswertung/figs/haupt/continous.pgf
index 1b85756..a61c27b 100644
--- a/LM/auswertung/figs/haupt/continous.pgf
+++ b/LM/auswertung/figs/haupt/continous.pgf
@@ -122,8 +122,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{1.526383in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{1.526383in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{1.411772in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{1.411772in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -141,7 +141,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.526383in}{0.552778in}%
+\pgfsys@transformshift{1.411772in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -160,7 +160,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.526383in}{3.801389in}%
+\pgfsys@transformshift{1.411772in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -168,7 +168,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=1.526383in,y=0.455556in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 4}%
+\pgftext[x=1.411772in,y=0.455556in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 3}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
@@ -180,8 +180,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{2.042132in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{2.042132in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{1.812910in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{1.812910in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -199,7 +199,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.042132in}{0.552778in}%
+\pgfsys@transformshift{1.812910in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -218,7 +218,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.042132in}{3.801389in}%
+\pgfsys@transformshift{1.812910in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -226,7 +226,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.042132in,y=0.455556in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 8}%
+\pgftext[x=1.812910in,y=0.455556in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 6}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
@@ -238,8 +238,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{2.557881in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{2.557881in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{2.214048in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{2.214048in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -257,7 +257,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.557881in}{0.552778in}%
+\pgfsys@transformshift{2.214048in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -276,7 +276,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.557881in}{3.801389in}%
+\pgfsys@transformshift{2.214048in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -284,7 +284,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=2.557881in,y=0.455556in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 12}%
+\pgftext[x=2.214048in,y=0.455556in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 9}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
@@ -296,8 +296,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.073630in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{3.073630in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{2.615186in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{2.615186in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -315,7 +315,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.073630in}{0.552778in}%
+\pgfsys@transformshift{2.615186in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -334,7 +334,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.073630in}{3.801389in}%
+\pgfsys@transformshift{2.615186in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -342,7 +342,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.073630in,y=0.455556in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 16}%
+\pgftext[x=2.615186in,y=0.455556in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 12}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
@@ -354,8 +354,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.589379in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{3.589379in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{3.016324in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{3.016324in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -373,7 +373,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.589379in}{0.552778in}%
+\pgfsys@transformshift{3.016324in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -392,7 +392,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.589379in}{3.801389in}%
+\pgfsys@transformshift{3.016324in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -400,7 +400,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=3.589379in,y=0.455556in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 20}%
+\pgftext[x=3.016324in,y=0.455556in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 15}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
@@ -412,8 +412,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{4.105128in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{4.105128in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{3.417462in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{3.417462in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -431,7 +431,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.105128in}{0.552778in}%
+\pgfsys@transformshift{3.417462in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -450,7 +450,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.105128in}{3.801389in}%
+\pgfsys@transformshift{3.417462in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -458,7 +458,123 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.105128in,y=0.455556in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 24}%
+\pgftext[x=3.417462in,y=0.455556in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 18}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
+\pgfusepath{clip}%
+\pgfsetrectcap%
+\pgfsetroundjoin%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetstrokeopacity{0.800000}%
+\pgfsetdash{}{0pt}%
+\pgfpathmoveto{\pgfqpoint{3.818601in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{3.818601in}{3.801389in}}%
+\pgfusepath{stroke}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.048611in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{-0.048611in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{3.818601in}{0.552778in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{0.000000in}}{\pgfqpoint{0.000000in}{0.048611in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{0.048611in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{3.818601in}{3.801389in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=3.818601in,y=0.455556in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 21}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
+\pgfusepath{clip}%
+\pgfsetrectcap%
+\pgfsetroundjoin%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetstrokeopacity{0.800000}%
+\pgfsetdash{}{0pt}%
+\pgfpathmoveto{\pgfqpoint{4.219739in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{4.219739in}{3.801389in}}%
+\pgfusepath{stroke}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.048611in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{-0.048611in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{4.219739in}{0.552778in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{0.000000in}}{\pgfqpoint{0.000000in}{0.048611in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{0.048611in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{4.219739in}{3.801389in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=4.219739in,y=0.455556in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 24}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
@@ -516,7 +632,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=4.620877in,y=0.455556in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 28}%
+\pgftext[x=4.620877in,y=0.455556in,,top]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 27}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
@@ -528,8 +644,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.855909in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{0.855909in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{0.850178in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{0.850178in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -547,7 +663,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.855909in}{0.552778in}%
+\pgfsys@transformshift{0.850178in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -566,7 +682,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.855909in}{3.801389in}%
+\pgfsys@transformshift{0.850178in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -580,8 +696,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.907484in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{0.907484in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{0.890292in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{0.890292in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -599,7 +715,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.907484in}{0.552778in}%
+\pgfsys@transformshift{0.890292in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -618,7 +734,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.907484in}{3.801389in}%
+\pgfsys@transformshift{0.890292in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -632,8 +748,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.959059in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{0.959059in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{0.930406in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{0.930406in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -651,7 +767,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.959059in}{0.552778in}%
+\pgfsys@transformshift{0.930406in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -670,7 +786,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.959059in}{3.801389in}%
+\pgfsys@transformshift{0.930406in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -684,8 +800,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{1.062209in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{1.062209in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{0.970520in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{0.970520in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -703,7 +819,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.062209in}{0.552778in}%
+\pgfsys@transformshift{0.970520in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -722,7 +838,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.062209in}{3.801389in}%
+\pgfsys@transformshift{0.970520in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -736,8 +852,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{1.113783in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{1.113783in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{1.050747in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{1.050747in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -755,7 +871,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.113783in}{0.552778in}%
+\pgfsys@transformshift{1.050747in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -774,7 +890,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.113783in}{3.801389in}%
+\pgfsys@transformshift{1.050747in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -788,8 +904,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{1.165358in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{1.165358in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{1.090861in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{1.090861in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -807,7 +923,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.165358in}{0.552778in}%
+\pgfsys@transformshift{1.090861in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -826,7 +942,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.165358in}{3.801389in}%
+\pgfsys@transformshift{1.090861in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -840,8 +956,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{1.216933in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{1.216933in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{1.130975in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{1.130975in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -859,7 +975,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.216933in}{0.552778in}%
+\pgfsys@transformshift{1.130975in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -878,7 +994,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.216933in}{3.801389in}%
+\pgfsys@transformshift{1.130975in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -892,8 +1008,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{1.268508in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{1.268508in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{1.171089in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{1.171089in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -911,7 +1027,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268508in}{0.552778in}%
+\pgfsys@transformshift{1.171089in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -930,7 +1046,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.268508in}{3.801389in}%
+\pgfsys@transformshift{1.171089in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -944,8 +1060,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{1.320083in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{1.320083in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{1.211203in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{1.211203in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -963,7 +1079,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.320083in}{0.552778in}%
+\pgfsys@transformshift{1.211203in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -982,7 +1098,163 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.320083in}{3.801389in}%
+\pgfsys@transformshift{1.211203in}{3.801389in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
+\pgfusepath{clip}%
+\pgfsetrectcap%
+\pgfsetroundjoin%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetstrokeopacity{0.300000}%
+\pgfsetdash{}{0pt}%
+\pgfpathmoveto{\pgfqpoint{1.251317in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{1.251317in}{3.801389in}}%
+\pgfusepath{stroke}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.027778in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{-0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{1.251317in}{0.552778in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{0.000000in}}{\pgfqpoint{0.000000in}{0.027778in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{1.251317in}{3.801389in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
+\pgfusepath{clip}%
+\pgfsetrectcap%
+\pgfsetroundjoin%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetstrokeopacity{0.300000}%
+\pgfsetdash{}{0pt}%
+\pgfpathmoveto{\pgfqpoint{1.291430in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{1.291430in}{3.801389in}}%
+\pgfusepath{stroke}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.027778in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{-0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{1.291430in}{0.552778in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{0.000000in}}{\pgfqpoint{0.000000in}{0.027778in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{1.291430in}{3.801389in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
+\pgfusepath{clip}%
+\pgfsetrectcap%
+\pgfsetroundjoin%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetstrokeopacity{0.300000}%
+\pgfsetdash{}{0pt}%
+\pgfpathmoveto{\pgfqpoint{1.331544in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{1.331544in}{3.801389in}}%
+\pgfusepath{stroke}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.027778in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{-0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{1.331544in}{0.552778in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{0.000000in}}{\pgfqpoint{0.000000in}{0.027778in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{1.331544in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1048,8 +1320,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{1.423233in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{1.423233in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{1.451886in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{1.451886in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -1067,7 +1339,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.423233in}{0.552778in}%
+\pgfsys@transformshift{1.451886in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1086,7 +1358,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.423233in}{3.801389in}%
+\pgfsys@transformshift{1.451886in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1100,8 +1372,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{1.474808in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{1.474808in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{1.491999in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{1.491999in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -1119,7 +1391,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.474808in}{0.552778in}%
+\pgfsys@transformshift{1.491999in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1138,7 +1410,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.474808in}{3.801389in}%
+\pgfsys@transformshift{1.491999in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1152,8 +1424,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{1.577958in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{1.577958in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{1.532113in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{1.532113in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -1171,7 +1443,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.577958in}{0.552778in}%
+\pgfsys@transformshift{1.532113in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1190,7 +1462,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.577958in}{3.801389in}%
+\pgfsys@transformshift{1.532113in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1204,8 +1476,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{1.629532in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{1.629532in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{1.572227in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{1.572227in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -1223,7 +1495,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.629532in}{0.552778in}%
+\pgfsys@transformshift{1.572227in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1242,7 +1514,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.629532in}{3.801389in}%
+\pgfsys@transformshift{1.572227in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1256,8 +1528,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{1.681107in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{1.681107in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{1.612341in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{1.612341in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -1275,7 +1547,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.681107in}{0.552778in}%
+\pgfsys@transformshift{1.612341in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1294,7 +1566,111 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.681107in}{3.801389in}%
+\pgfsys@transformshift{1.612341in}{3.801389in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
+\pgfusepath{clip}%
+\pgfsetrectcap%
+\pgfsetroundjoin%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetstrokeopacity{0.300000}%
+\pgfsetdash{}{0pt}%
+\pgfpathmoveto{\pgfqpoint{1.652455in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{1.652455in}{3.801389in}}%
+\pgfusepath{stroke}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.027778in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{-0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{1.652455in}{0.552778in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{0.000000in}}{\pgfqpoint{0.000000in}{0.027778in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{1.652455in}{3.801389in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
+\pgfusepath{clip}%
+\pgfsetrectcap%
+\pgfsetroundjoin%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetstrokeopacity{0.300000}%
+\pgfsetdash{}{0pt}%
+\pgfpathmoveto{\pgfqpoint{1.692568in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{1.692568in}{3.801389in}}%
+\pgfusepath{stroke}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.027778in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{-0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{1.692568in}{0.552778in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{0.000000in}}{\pgfqpoint{0.000000in}{0.027778in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{1.692568in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1360,8 +1736,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{1.784257in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{1.784257in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{1.772796in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{1.772796in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -1379,7 +1755,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.784257in}{0.552778in}%
+\pgfsys@transformshift{1.772796in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1398,7 +1774,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.784257in}{3.801389in}%
+\pgfsys@transformshift{1.772796in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1412,8 +1788,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{1.835832in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{1.835832in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{1.853024in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{1.853024in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -1431,7 +1807,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.835832in}{0.552778in}%
+\pgfsys@transformshift{1.853024in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1450,7 +1826,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.835832in}{3.801389in}%
+\pgfsys@transformshift{1.853024in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1464,8 +1840,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{1.887407in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{1.887407in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{1.893138in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{1.893138in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -1483,7 +1859,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.887407in}{0.552778in}%
+\pgfsys@transformshift{1.893138in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1502,7 +1878,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.887407in}{3.801389in}%
+\pgfsys@transformshift{1.893138in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1516,8 +1892,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{1.938982in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{1.938982in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{1.933251in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{1.933251in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -1535,7 +1911,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.938982in}{0.552778in}%
+\pgfsys@transformshift{1.933251in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1554,7 +1930,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.938982in}{3.801389in}%
+\pgfsys@transformshift{1.933251in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1568,8 +1944,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{1.990557in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{1.990557in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{1.973365in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{1.973365in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -1587,7 +1963,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.990557in}{0.552778in}%
+\pgfsys@transformshift{1.973365in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1606,7 +1982,111 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{1.990557in}{3.801389in}%
+\pgfsys@transformshift{1.973365in}{3.801389in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
+\pgfusepath{clip}%
+\pgfsetrectcap%
+\pgfsetroundjoin%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetstrokeopacity{0.300000}%
+\pgfsetdash{}{0pt}%
+\pgfpathmoveto{\pgfqpoint{2.013479in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{2.013479in}{3.801389in}}%
+\pgfusepath{stroke}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.027778in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{-0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{2.013479in}{0.552778in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{0.000000in}}{\pgfqpoint{0.000000in}{0.027778in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{2.013479in}{3.801389in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
+\pgfusepath{clip}%
+\pgfsetrectcap%
+\pgfsetroundjoin%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetstrokeopacity{0.300000}%
+\pgfsetdash{}{0pt}%
+\pgfpathmoveto{\pgfqpoint{2.053593in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{2.053593in}{3.801389in}}%
+\pgfusepath{stroke}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.027778in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{-0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{2.053593in}{0.552778in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{0.000000in}}{\pgfqpoint{0.000000in}{0.027778in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{2.053593in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1672,8 +2152,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{2.145281in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{2.145281in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{2.133820in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{2.133820in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -1691,7 +2171,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.145281in}{0.552778in}%
+\pgfsys@transformshift{2.133820in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1710,7 +2190,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.145281in}{3.801389in}%
+\pgfsys@transformshift{2.133820in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1724,8 +2204,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{2.196856in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{2.196856in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{2.173934in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{2.173934in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -1743,7 +2223,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.196856in}{0.552778in}%
+\pgfsys@transformshift{2.173934in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1762,7 +2242,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.196856in}{3.801389in}%
+\pgfsys@transformshift{2.173934in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1776,8 +2256,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{2.248431in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{2.248431in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{2.254162in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{2.254162in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -1795,7 +2275,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.248431in}{0.552778in}%
+\pgfsys@transformshift{2.254162in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1814,7 +2294,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.248431in}{3.801389in}%
+\pgfsys@transformshift{2.254162in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1828,8 +2308,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{2.300006in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{2.300006in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{2.294276in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{2.294276in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -1847,7 +2327,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.300006in}{0.552778in}%
+\pgfsys@transformshift{2.294276in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1866,7 +2346,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.300006in}{3.801389in}%
+\pgfsys@transformshift{2.294276in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1880,8 +2360,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{2.351581in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{2.351581in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{2.334389in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{2.334389in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -1899,7 +2379,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.351581in}{0.552778in}%
+\pgfsys@transformshift{2.334389in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1918,7 +2398,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.351581in}{3.801389in}%
+\pgfsys@transformshift{2.334389in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1932,8 +2412,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{2.403156in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{2.403156in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{2.374503in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{2.374503in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -1951,7 +2431,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.403156in}{0.552778in}%
+\pgfsys@transformshift{2.374503in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -1970,7 +2450,59 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.403156in}{3.801389in}%
+\pgfsys@transformshift{2.374503in}{3.801389in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
+\pgfusepath{clip}%
+\pgfsetrectcap%
+\pgfsetroundjoin%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetstrokeopacity{0.300000}%
+\pgfsetdash{}{0pt}%
+\pgfpathmoveto{\pgfqpoint{2.414617in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{2.414617in}{3.801389in}}%
+\pgfusepath{stroke}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.027778in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{-0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{2.414617in}{0.552778in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{0.000000in}}{\pgfqpoint{0.000000in}{0.027778in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{2.414617in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2036,8 +2568,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{2.506306in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{2.506306in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{2.494845in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{2.494845in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -2055,7 +2587,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.506306in}{0.552778in}%
+\pgfsys@transformshift{2.494845in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2074,7 +2606,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.506306in}{3.801389in}%
+\pgfsys@transformshift{2.494845in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2088,8 +2620,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{2.609456in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{2.609456in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{2.534959in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{2.534959in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -2107,7 +2639,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.609456in}{0.552778in}%
+\pgfsys@transformshift{2.534959in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2126,7 +2658,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.609456in}{3.801389in}%
+\pgfsys@transformshift{2.534959in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2140,8 +2672,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{2.661031in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{2.661031in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{2.575072in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{2.575072in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -2159,7 +2691,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.661031in}{0.552778in}%
+\pgfsys@transformshift{2.575072in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2178,7 +2710,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.661031in}{3.801389in}%
+\pgfsys@transformshift{2.575072in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2192,8 +2724,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{2.712605in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{2.712605in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{2.655300in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{2.655300in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -2211,7 +2743,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.712605in}{0.552778in}%
+\pgfsys@transformshift{2.655300in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2230,7 +2762,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.712605in}{3.801389in}%
+\pgfsys@transformshift{2.655300in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2244,8 +2776,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{2.764180in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{2.764180in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{2.695414in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{2.695414in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -2263,7 +2795,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.764180in}{0.552778in}%
+\pgfsys@transformshift{2.695414in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2282,7 +2814,111 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.764180in}{3.801389in}%
+\pgfsys@transformshift{2.695414in}{3.801389in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
+\pgfusepath{clip}%
+\pgfsetrectcap%
+\pgfsetroundjoin%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetstrokeopacity{0.300000}%
+\pgfsetdash{}{0pt}%
+\pgfpathmoveto{\pgfqpoint{2.735528in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{2.735528in}{3.801389in}}%
+\pgfusepath{stroke}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.027778in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{-0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{2.735528in}{0.552778in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{0.000000in}}{\pgfqpoint{0.000000in}{0.027778in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{2.735528in}{3.801389in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
+\pgfusepath{clip}%
+\pgfsetrectcap%
+\pgfsetroundjoin%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetstrokeopacity{0.300000}%
+\pgfsetdash{}{0pt}%
+\pgfpathmoveto{\pgfqpoint{2.775641in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{2.775641in}{3.801389in}}%
+\pgfusepath{stroke}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.027778in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{-0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{2.775641in}{0.552778in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{0.000000in}}{\pgfqpoint{0.000000in}{0.027778in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{2.775641in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2348,8 +2984,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{2.867330in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{2.867330in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{2.855869in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{2.855869in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -2367,7 +3003,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.867330in}{0.552778in}%
+\pgfsys@transformshift{2.855869in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2386,7 +3022,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.867330in}{3.801389in}%
+\pgfsys@transformshift{2.855869in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2400,8 +3036,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{2.918905in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{2.918905in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{2.895983in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{2.895983in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -2419,7 +3055,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.918905in}{0.552778in}%
+\pgfsys@transformshift{2.895983in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2438,7 +3074,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.918905in}{3.801389in}%
+\pgfsys@transformshift{2.895983in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2452,8 +3088,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{2.970480in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{2.970480in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{2.936097in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{2.936097in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -2471,7 +3107,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.970480in}{0.552778in}%
+\pgfsys@transformshift{2.936097in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2490,7 +3126,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{2.970480in}{3.801389in}%
+\pgfsys@transformshift{2.936097in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2504,8 +3140,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.022055in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{3.022055in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{2.976210in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{2.976210in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -2523,7 +3159,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.022055in}{0.552778in}%
+\pgfsys@transformshift{2.976210in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2542,7 +3178,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.022055in}{3.801389in}%
+\pgfsys@transformshift{2.976210in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2556,8 +3192,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.125205in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{3.125205in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{3.056438in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{3.056438in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -2575,7 +3211,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.125205in}{0.552778in}%
+\pgfsys@transformshift{3.056438in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2594,7 +3230,111 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.125205in}{3.801389in}%
+\pgfsys@transformshift{3.056438in}{3.801389in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
+\pgfusepath{clip}%
+\pgfsetrectcap%
+\pgfsetroundjoin%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetstrokeopacity{0.300000}%
+\pgfsetdash{}{0pt}%
+\pgfpathmoveto{\pgfqpoint{3.096552in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{3.096552in}{3.801389in}}%
+\pgfusepath{stroke}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.027778in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{-0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{3.096552in}{0.552778in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{0.000000in}}{\pgfqpoint{0.000000in}{0.027778in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{3.096552in}{3.801389in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
+\pgfusepath{clip}%
+\pgfsetrectcap%
+\pgfsetroundjoin%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetstrokeopacity{0.300000}%
+\pgfsetdash{}{0pt}%
+\pgfpathmoveto{\pgfqpoint{3.136666in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{3.136666in}{3.801389in}}%
+\pgfusepath{stroke}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.027778in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{-0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{3.136666in}{0.552778in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{0.000000in}}{\pgfqpoint{0.000000in}{0.027778in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{3.136666in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2660,8 +3400,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.228354in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{3.228354in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{3.216893in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{3.216893in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -2679,7 +3419,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.228354in}{0.552778in}%
+\pgfsys@transformshift{3.216893in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2698,7 +3438,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.228354in}{3.801389in}%
+\pgfsys@transformshift{3.216893in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2712,8 +3452,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.279929in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{3.279929in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{3.257007in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{3.257007in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -2731,7 +3471,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.279929in}{0.552778in}%
+\pgfsys@transformshift{3.257007in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2750,7 +3490,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.279929in}{3.801389in}%
+\pgfsys@transformshift{3.257007in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2764,8 +3504,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.331504in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{3.331504in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{3.297121in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{3.297121in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -2783,7 +3523,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.331504in}{0.552778in}%
+\pgfsys@transformshift{3.297121in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2802,7 +3542,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.331504in}{3.801389in}%
+\pgfsys@transformshift{3.297121in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2816,8 +3556,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.383079in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{3.383079in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{3.337235in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{3.337235in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -2835,7 +3575,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.383079in}{0.552778in}%
+\pgfsys@transformshift{3.337235in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2854,7 +3594,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.383079in}{3.801389in}%
+\pgfsys@transformshift{3.337235in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2868,8 +3608,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.434654in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{3.434654in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{3.377349in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{3.377349in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -2887,7 +3627,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.434654in}{0.552778in}%
+\pgfsys@transformshift{3.377349in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2906,7 +3646,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.434654in}{3.801389in}%
+\pgfsys@transformshift{3.377349in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2920,8 +3660,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.486229in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{3.486229in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{3.457576in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{3.457576in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -2939,7 +3679,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.486229in}{0.552778in}%
+\pgfsys@transformshift{3.457576in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -2958,7 +3698,59 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.486229in}{3.801389in}%
+\pgfsys@transformshift{3.457576in}{3.801389in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
+\pgfusepath{clip}%
+\pgfsetrectcap%
+\pgfsetroundjoin%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetstrokeopacity{0.300000}%
+\pgfsetdash{}{0pt}%
+\pgfpathmoveto{\pgfqpoint{3.497690in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{3.497690in}{3.801389in}}%
+\pgfusepath{stroke}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.027778in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{-0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{3.497690in}{0.552778in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{0.000000in}}{\pgfqpoint{0.000000in}{0.027778in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{3.497690in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3024,8 +3816,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.640954in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{3.640954in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{3.577918in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{3.577918in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -3043,7 +3835,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.640954in}{0.552778in}%
+\pgfsys@transformshift{3.577918in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3062,7 +3854,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.640954in}{3.801389in}%
+\pgfsys@transformshift{3.577918in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3076,8 +3868,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.692529in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{3.692529in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{3.618031in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{3.618031in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -3095,7 +3887,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.692529in}{0.552778in}%
+\pgfsys@transformshift{3.618031in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3114,7 +3906,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.692529in}{3.801389in}%
+\pgfsys@transformshift{3.618031in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3128,8 +3920,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.744103in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{3.744103in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{3.658145in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{3.658145in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -3147,7 +3939,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.744103in}{0.552778in}%
+\pgfsys@transformshift{3.658145in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3166,7 +3958,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.744103in}{3.801389in}%
+\pgfsys@transformshift{3.658145in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3180,8 +3972,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.795678in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{3.795678in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{3.698259in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{3.698259in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -3199,7 +3991,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.795678in}{0.552778in}%
+\pgfsys@transformshift{3.698259in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3218,7 +4010,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.795678in}{3.801389in}%
+\pgfsys@transformshift{3.698259in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3232,8 +4024,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.847253in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{3.847253in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{3.738373in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{3.738373in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -3251,7 +4043,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.847253in}{0.552778in}%
+\pgfsys@transformshift{3.738373in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3270,7 +4062,111 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.847253in}{3.801389in}%
+\pgfsys@transformshift{3.738373in}{3.801389in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
+\pgfusepath{clip}%
+\pgfsetrectcap%
+\pgfsetroundjoin%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetstrokeopacity{0.300000}%
+\pgfsetdash{}{0pt}%
+\pgfpathmoveto{\pgfqpoint{3.778487in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{3.778487in}{3.801389in}}%
+\pgfusepath{stroke}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.027778in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{-0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{3.778487in}{0.552778in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{0.000000in}}{\pgfqpoint{0.000000in}{0.027778in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{3.778487in}{3.801389in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
+\pgfusepath{clip}%
+\pgfsetrectcap%
+\pgfsetroundjoin%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetstrokeopacity{0.300000}%
+\pgfsetdash{}{0pt}%
+\pgfpathmoveto{\pgfqpoint{3.858714in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{3.858714in}{3.801389in}}%
+\pgfusepath{stroke}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.027778in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{-0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{3.858714in}{0.552778in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{0.000000in}}{\pgfqpoint{0.000000in}{0.027778in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{3.858714in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3336,8 +4232,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{3.950403in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{3.950403in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{3.938942in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{3.938942in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -3355,7 +4251,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.950403in}{0.552778in}%
+\pgfsys@transformshift{3.938942in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3374,7 +4270,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{3.950403in}{3.801389in}%
+\pgfsys@transformshift{3.938942in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3388,8 +4284,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{4.001978in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{4.001978in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{3.979056in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{3.979056in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -3407,7 +4303,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.001978in}{0.552778in}%
+\pgfsys@transformshift{3.979056in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3426,7 +4322,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.001978in}{3.801389in}%
+\pgfsys@transformshift{3.979056in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3440,8 +4336,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{4.053553in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{4.053553in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{4.019170in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{4.019170in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -3459,7 +4355,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.053553in}{0.552778in}%
+\pgfsys@transformshift{4.019170in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3478,7 +4374,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.053553in}{3.801389in}%
+\pgfsys@transformshift{4.019170in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3492,8 +4388,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{4.156703in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{4.156703in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{4.059283in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{4.059283in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -3511,7 +4407,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.156703in}{0.552778in}%
+\pgfsys@transformshift{4.059283in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3530,7 +4426,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.156703in}{3.801389in}%
+\pgfsys@transformshift{4.059283in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3544,8 +4440,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{4.208278in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{4.208278in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{4.099397in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{4.099397in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -3563,7 +4459,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.208278in}{0.552778in}%
+\pgfsys@transformshift{4.099397in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3582,7 +4478,111 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.208278in}{3.801389in}%
+\pgfsys@transformshift{4.099397in}{3.801389in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
+\pgfusepath{clip}%
+\pgfsetrectcap%
+\pgfsetroundjoin%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetstrokeopacity{0.300000}%
+\pgfsetdash{}{0pt}%
+\pgfpathmoveto{\pgfqpoint{4.139511in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{4.139511in}{3.801389in}}%
+\pgfusepath{stroke}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.027778in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{-0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{4.139511in}{0.552778in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{0.000000in}}{\pgfqpoint{0.000000in}{0.027778in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{4.139511in}{3.801389in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
+\pgfusepath{clip}%
+\pgfsetrectcap%
+\pgfsetroundjoin%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetstrokeopacity{0.300000}%
+\pgfsetdash{}{0pt}%
+\pgfpathmoveto{\pgfqpoint{4.179625in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{4.179625in}{3.801389in}}%
+\pgfusepath{stroke}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.027778in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{-0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{4.179625in}{0.552778in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{0.000000in}}{\pgfqpoint{0.000000in}{0.027778in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{4.179625in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3648,8 +4648,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{4.311427in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{4.311427in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{4.299966in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{4.299966in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -3667,7 +4667,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.311427in}{0.552778in}%
+\pgfsys@transformshift{4.299966in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3686,7 +4686,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.311427in}{3.801389in}%
+\pgfsys@transformshift{4.299966in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3700,8 +4700,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{4.363002in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{4.363002in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{4.340080in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{4.340080in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -3719,7 +4719,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.363002in}{0.552778in}%
+\pgfsys@transformshift{4.340080in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3738,7 +4738,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.363002in}{3.801389in}%
+\pgfsys@transformshift{4.340080in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3752,8 +4752,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{4.414577in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{4.414577in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{4.380194in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{4.380194in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -3771,7 +4771,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.414577in}{0.552778in}%
+\pgfsys@transformshift{4.380194in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3790,7 +4790,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.414577in}{3.801389in}%
+\pgfsys@transformshift{4.380194in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3804,8 +4804,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{4.466152in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{4.466152in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{4.420308in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{4.420308in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -3823,7 +4823,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.466152in}{0.552778in}%
+\pgfsys@transformshift{4.420308in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3842,7 +4842,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.466152in}{3.801389in}%
+\pgfsys@transformshift{4.420308in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3856,8 +4856,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{4.517727in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{4.517727in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{4.460421in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{4.460421in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -3875,7 +4875,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.517727in}{0.552778in}%
+\pgfsys@transformshift{4.460421in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3894,7 +4894,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.517727in}{3.801389in}%
+\pgfsys@transformshift{4.460421in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3908,8 +4908,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{4.569302in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{4.569302in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{4.500535in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{4.500535in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -3927,7 +4927,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.569302in}{0.552778in}%
+\pgfsys@transformshift{4.500535in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3946,7 +4946,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.569302in}{3.801389in}%
+\pgfsys@transformshift{4.500535in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3960,8 +4960,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{4.672452in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{4.672452in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{4.540649in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{4.540649in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -3979,7 +4979,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.672452in}{0.552778in}%
+\pgfsys@transformshift{4.540649in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -3998,7 +4998,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.672452in}{3.801389in}%
+\pgfsys@transformshift{4.540649in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4012,8 +5012,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{4.724027in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{4.724027in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{4.580763in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{4.580763in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -4031,7 +5031,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.724027in}{0.552778in}%
+\pgfsys@transformshift{4.580763in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4050,7 +5050,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.724027in}{3.801389in}%
+\pgfsys@transformshift{4.580763in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4064,8 +5064,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{4.775601in}{0.552778in}}%
-\pgfpathlineto{\pgfqpoint{4.775601in}{3.801389in}}%
+\pgfpathmoveto{\pgfqpoint{4.660991in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{4.660991in}{3.801389in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -4083,7 +5083,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.775601in}{0.552778in}%
+\pgfsys@transformshift{4.660991in}{0.552778in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4102,7 +5102,163 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.775601in}{3.801389in}%
+\pgfsys@transformshift{4.660991in}{3.801389in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
+\pgfusepath{clip}%
+\pgfsetrectcap%
+\pgfsetroundjoin%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetstrokeopacity{0.300000}%
+\pgfsetdash{}{0pt}%
+\pgfpathmoveto{\pgfqpoint{4.701104in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{4.701104in}{3.801389in}}%
+\pgfusepath{stroke}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.027778in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{-0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{4.701104in}{0.552778in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{0.000000in}}{\pgfqpoint{0.000000in}{0.027778in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{4.701104in}{3.801389in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
+\pgfusepath{clip}%
+\pgfsetrectcap%
+\pgfsetroundjoin%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetstrokeopacity{0.300000}%
+\pgfsetdash{}{0pt}%
+\pgfpathmoveto{\pgfqpoint{4.741218in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{4.741218in}{3.801389in}}%
+\pgfusepath{stroke}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.027778in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{-0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{4.741218in}{0.552778in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{0.000000in}}{\pgfqpoint{0.000000in}{0.027778in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{4.741218in}{3.801389in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
+\pgfusepath{clip}%
+\pgfsetrectcap%
+\pgfsetroundjoin%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetstrokeopacity{0.300000}%
+\pgfsetdash{}{0pt}%
+\pgfpathmoveto{\pgfqpoint{4.781332in}{0.552778in}}%
+\pgfpathlineto{\pgfqpoint{4.781332in}{3.801389in}}%
+\pgfusepath{stroke}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.027778in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{-0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{4.781332in}{0.552778in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.602250pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{0.000000in}}{\pgfqpoint{0.000000in}{0.027778in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.000000in}{0.027778in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{4.781332in}{3.801389in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4122,8 +5278,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{0.658452in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{0.658452in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{0.656956in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{0.656956in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -4141,7 +5297,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{0.658452in}%
+\pgfsys@transformshift{0.830122in}{0.656956in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4160,7 +5316,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{0.658452in}%
+\pgfsys@transformshift{4.801389in}{0.656956in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4168,7 +5324,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.455122in,y=0.610257in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 1680}%
+\pgftext[x=0.455122in,y=0.608762in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 1680}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
@@ -4180,8 +5336,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{1.090463in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{1.090463in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{0.992504in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{0.992504in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -4199,7 +5355,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{1.090463in}%
+\pgfsys@transformshift{0.830122in}{0.992504in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4218,7 +5374,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{1.090463in}%
+\pgfsys@transformshift{4.801389in}{0.992504in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4226,7 +5382,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.455122in,y=1.042269in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 1760}%
+\pgftext[x=0.455122in,y=0.944310in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 1740}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
@@ -4238,8 +5394,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{1.522474in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{1.522474in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{1.328052in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{1.328052in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -4257,7 +5413,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{1.522474in}%
+\pgfsys@transformshift{0.830122in}{1.328052in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4276,7 +5432,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{1.522474in}%
+\pgfsys@transformshift{4.801389in}{1.328052in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4284,7 +5440,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.455122in,y=1.474280in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 1840}%
+\pgftext[x=0.455122in,y=1.279858in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 1800}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
@@ -4296,8 +5452,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{1.954485in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{1.954485in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{1.663600in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{1.663600in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -4315,7 +5471,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{1.954485in}%
+\pgfsys@transformshift{0.830122in}{1.663600in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4334,7 +5490,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{1.954485in}%
+\pgfsys@transformshift{4.801389in}{1.663600in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4342,7 +5498,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.455122in,y=1.906291in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 1920}%
+\pgftext[x=0.455122in,y=1.615405in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 1860}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
@@ -4354,8 +5510,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{2.386496in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{2.386496in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{1.999148in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{1.999148in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -4373,7 +5529,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{2.386496in}%
+\pgfsys@transformshift{0.830122in}{1.999148in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4392,7 +5548,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{2.386496in}%
+\pgfsys@transformshift{4.801389in}{1.999148in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4400,7 +5556,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.455122in,y=2.338302in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 2000}%
+\pgftext[x=0.455122in,y=1.950953in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 1920}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
@@ -4412,8 +5568,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{2.818508in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{2.818508in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.334695in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.334695in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -4431,7 +5587,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{2.818508in}%
+\pgfsys@transformshift{0.830122in}{2.334695in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4450,7 +5606,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{2.818508in}%
+\pgfsys@transformshift{4.801389in}{2.334695in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4458,7 +5614,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.455122in,y=2.770313in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 2080}%
+\pgftext[x=0.455122in,y=2.286501in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 1980}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
@@ -4470,8 +5626,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{3.250519in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{3.250519in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.670243in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.670243in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -4489,7 +5645,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{3.250519in}%
+\pgfsys@transformshift{0.830122in}{2.670243in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4508,7 +5664,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{3.250519in}%
+\pgfsys@transformshift{4.801389in}{2.670243in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4516,7 +5672,7 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.455122in,y=3.202324in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 2160}%
+\pgftext[x=0.455122in,y=2.622049in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 2040}%
 \end{pgfscope}%
 \begin{pgfscope}%
 \pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
@@ -4528,8 +5684,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.800000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{3.682530in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{3.682530in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{3.005791in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{3.005791in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -4547,7 +5703,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{3.682530in}%
+\pgfsys@transformshift{0.830122in}{3.005791in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4566,7 +5722,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{3.682530in}%
+\pgfsys@transformshift{4.801389in}{3.005791in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4574,7 +5730,1163 @@
 \definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
 \pgfsetstrokecolor{textcolor}%
 \pgfsetfillcolor{textcolor}%
-\pgftext[x=0.455122in,y=3.634335in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 2240}%
+\pgftext[x=0.455122in,y=2.957597in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 2100}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
+\pgfusepath{clip}%
+\pgfsetrectcap%
+\pgfsetroundjoin%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetstrokeopacity{0.800000}%
+\pgfsetdash{}{0pt}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{3.341339in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{3.341339in}}%
+\pgfusepath{stroke}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.830122in}{3.341339in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{0.000000in}}{\pgfqpoint{0.048611in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{4.801389in}{3.341339in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{textcolor}%
+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.455122in,y=3.293144in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 2160}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
+\pgfusepath{clip}%
+\pgfsetrectcap%
+\pgfsetroundjoin%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetstrokeopacity{0.800000}%
+\pgfsetdash{}{0pt}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{3.676887in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{3.676887in}}%
+\pgfusepath{stroke}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfsetbuttcap%
+\pgfsetroundjoin%
+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
+\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{%
+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.830122in}{3.676887in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
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+\begin{pgfscope}%
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+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetfillcolor{currentfill}%
+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}%
+\pgfsetstrokecolor{currentstroke}%
+\pgfsetdash{}{0pt}%
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+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
+\pgfpathlineto{\pgfqpoint{0.048611in}{0.000000in}}%
+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{4.801389in}{3.676887in}%
+\pgfsys@useobject{currentmarker}{}%
+\end{pgfscope}%
+\end{pgfscope}%
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+\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}%
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+\pgfsetfillcolor{textcolor}%
+\pgftext[x=0.455122in,y=3.628692in,left,base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont 2220}%
+\end{pgfscope}%
+\begin{pgfscope}%
+\pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
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+\pgfsetrectcap%
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+\pgfsetlinewidth{0.803000pt}%
+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}%
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+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
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+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}%
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+\pgfusepath{stroke,fill}%
+}%
+\begin{pgfscope}%
+\pgfsys@transformshift{0.830122in}{0.556292in}%
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+\end{pgfscope}%
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+\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}%
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+}%
+\begin{pgfscope}%
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+\end{pgfscope}%
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+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}%
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+}%
+\begin{pgfscope}%
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+}%
+\begin{pgfscope}%
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+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}%
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+}%
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 \begin{pgfscope}%
 \pgfpathrectangle{\pgfqpoint{0.830122in}{0.552778in}}{\pgfqpoint{3.971267in}{3.248611in}}%
@@ -4586,8 +6898,8 @@
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 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -4605,7 +6917,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{0.572050in}%
+\pgfsys@transformshift{0.830122in}{1.294497in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4624,7 +6936,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
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+\pgfsys@transformshift{4.801389in}{1.294497in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4638,8 +6950,8 @@
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 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -4657,7 +6969,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
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+\pgfsys@transformshift{0.830122in}{1.361607in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4676,7 +6988,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
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+\pgfsys@transformshift{4.801389in}{1.361607in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4690,8 +7002,8 @@
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 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -4709,7 +7021,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{0.701653in}%
+\pgfsys@transformshift{0.830122in}{1.395162in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4728,7 +7040,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{0.701653in}%
+\pgfsys@transformshift{4.801389in}{1.395162in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4742,8 +7054,8 @@
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+\pgfpathmoveto{\pgfqpoint{0.830122in}{1.428716in}}%
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 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -4761,7 +7073,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{0.744854in}%
+\pgfsys@transformshift{0.830122in}{1.428716in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4780,7 +7092,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{0.744854in}%
+\pgfsys@transformshift{4.801389in}{1.428716in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4794,8 +7106,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{0.788055in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{0.788055in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{1.462271in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{1.462271in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -4813,7 +7125,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{0.788055in}%
+\pgfsys@transformshift{0.830122in}{1.462271in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4832,7 +7144,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{0.788055in}%
+\pgfsys@transformshift{4.801389in}{1.462271in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4846,8 +7158,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{0.831256in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{0.831256in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{1.495826in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{1.495826in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -4865,7 +7177,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{0.831256in}%
+\pgfsys@transformshift{0.830122in}{1.495826in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4884,7 +7196,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{0.831256in}%
+\pgfsys@transformshift{4.801389in}{1.495826in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4898,8 +7210,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{0.874457in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{0.874457in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{1.529381in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{1.529381in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -4917,7 +7229,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{0.874457in}%
+\pgfsys@transformshift{0.830122in}{1.529381in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4936,7 +7248,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{0.874457in}%
+\pgfsys@transformshift{4.801389in}{1.529381in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4950,8 +7262,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{0.917659in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{0.917659in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{1.562935in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{1.562935in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -4969,7 +7281,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{0.917659in}%
+\pgfsys@transformshift{0.830122in}{1.562935in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -4988,7 +7300,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{0.917659in}%
+\pgfsys@transformshift{4.801389in}{1.562935in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5002,8 +7314,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{0.960860in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{0.960860in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{1.596490in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{1.596490in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -5021,7 +7333,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{0.960860in}%
+\pgfsys@transformshift{0.830122in}{1.596490in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5040,7 +7352,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{0.960860in}%
+\pgfsys@transformshift{4.801389in}{1.596490in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5054,8 +7366,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{1.004061in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{1.004061in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{1.630045in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{1.630045in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -5073,7 +7385,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{1.004061in}%
+\pgfsys@transformshift{0.830122in}{1.630045in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5092,7 +7404,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{1.004061in}%
+\pgfsys@transformshift{4.801389in}{1.630045in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5106,8 +7418,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{1.047262in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{1.047262in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{1.697155in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{1.697155in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -5125,7 +7437,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{1.047262in}%
+\pgfsys@transformshift{0.830122in}{1.697155in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5144,7 +7456,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{1.047262in}%
+\pgfsys@transformshift{4.801389in}{1.697155in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5158,8 +7470,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{1.133664in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{1.133664in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{1.730709in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{1.730709in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -5177,7 +7489,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{1.133664in}%
+\pgfsys@transformshift{0.830122in}{1.730709in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5196,7 +7508,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{1.133664in}%
+\pgfsys@transformshift{4.801389in}{1.730709in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5210,8 +7522,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{1.176865in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{1.176865in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{1.764264in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{1.764264in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -5229,7 +7541,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{1.176865in}%
+\pgfsys@transformshift{0.830122in}{1.764264in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5248,7 +7560,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{1.176865in}%
+\pgfsys@transformshift{4.801389in}{1.764264in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5262,8 +7574,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{1.220066in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{1.220066in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{1.797819in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{1.797819in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -5281,7 +7593,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{1.220066in}%
+\pgfsys@transformshift{0.830122in}{1.797819in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5300,7 +7612,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{1.220066in}%
+\pgfsys@transformshift{4.801389in}{1.797819in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5314,8 +7626,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{1.263268in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{1.263268in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{1.831374in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{1.831374in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -5333,7 +7645,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{1.263268in}%
+\pgfsys@transformshift{0.830122in}{1.831374in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5352,7 +7664,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{1.263268in}%
+\pgfsys@transformshift{4.801389in}{1.831374in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5366,8 +7678,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{1.306469in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{1.306469in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{1.864928in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{1.864928in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -5385,7 +7697,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{1.306469in}%
+\pgfsys@transformshift{0.830122in}{1.864928in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5404,7 +7716,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{1.306469in}%
+\pgfsys@transformshift{4.801389in}{1.864928in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5418,8 +7730,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{1.349670in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{1.349670in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{1.898483in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{1.898483in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -5437,7 +7749,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{1.349670in}%
+\pgfsys@transformshift{0.830122in}{1.898483in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5456,7 +7768,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{1.349670in}%
+\pgfsys@transformshift{4.801389in}{1.898483in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5470,8 +7782,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{1.392871in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{1.392871in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{1.932038in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{1.932038in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -5489,7 +7801,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{1.392871in}%
+\pgfsys@transformshift{0.830122in}{1.932038in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5508,7 +7820,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{1.392871in}%
+\pgfsys@transformshift{4.801389in}{1.932038in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5522,8 +7834,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{1.436072in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{1.436072in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{1.965593in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{1.965593in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -5541,7 +7853,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{1.436072in}%
+\pgfsys@transformshift{0.830122in}{1.965593in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5560,7 +7872,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{1.436072in}%
+\pgfsys@transformshift{4.801389in}{1.965593in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5574,8 +7886,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{1.479273in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{1.479273in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.032702in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.032702in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -5593,7 +7905,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{1.479273in}%
+\pgfsys@transformshift{0.830122in}{2.032702in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5612,7 +7924,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{1.479273in}%
+\pgfsys@transformshift{4.801389in}{2.032702in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5626,8 +7938,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{1.565675in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{1.565675in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.066257in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.066257in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -5645,7 +7957,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{1.565675in}%
+\pgfsys@transformshift{0.830122in}{2.066257in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5664,7 +7976,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{1.565675in}%
+\pgfsys@transformshift{4.801389in}{2.066257in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5678,8 +7990,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{1.608876in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{1.608876in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.099812in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.099812in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -5697,7 +8009,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{1.608876in}%
+\pgfsys@transformshift{0.830122in}{2.099812in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5716,7 +8028,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{1.608876in}%
+\pgfsys@transformshift{4.801389in}{2.099812in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5730,8 +8042,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{1.652078in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{1.652078in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.133367in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.133367in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -5749,7 +8061,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{1.652078in}%
+\pgfsys@transformshift{0.830122in}{2.133367in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5768,7 +8080,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{1.652078in}%
+\pgfsys@transformshift{4.801389in}{2.133367in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5782,8 +8094,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{1.695279in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{1.695279in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.166921in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.166921in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -5801,7 +8113,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{1.695279in}%
+\pgfsys@transformshift{0.830122in}{2.166921in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5820,7 +8132,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{1.695279in}%
+\pgfsys@transformshift{4.801389in}{2.166921in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5834,8 +8146,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{1.738480in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{1.738480in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.200476in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.200476in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -5853,7 +8165,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{1.738480in}%
+\pgfsys@transformshift{0.830122in}{2.200476in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5872,7 +8184,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{1.738480in}%
+\pgfsys@transformshift{4.801389in}{2.200476in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5886,8 +8198,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{1.781681in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{1.781681in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.234031in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.234031in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -5905,7 +8217,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{1.781681in}%
+\pgfsys@transformshift{0.830122in}{2.234031in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5924,7 +8236,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{1.781681in}%
+\pgfsys@transformshift{4.801389in}{2.234031in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5938,8 +8250,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{1.824882in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{1.824882in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.267586in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.267586in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -5957,7 +8269,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{1.824882in}%
+\pgfsys@transformshift{0.830122in}{2.267586in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5976,7 +8288,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{1.824882in}%
+\pgfsys@transformshift{4.801389in}{2.267586in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -5990,8 +8302,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{1.868083in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{1.868083in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.301141in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.301141in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -6009,7 +8321,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{1.868083in}%
+\pgfsys@transformshift{0.830122in}{2.301141in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6028,7 +8340,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{1.868083in}%
+\pgfsys@transformshift{4.801389in}{2.301141in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6042,8 +8354,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{1.911284in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{1.911284in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.368250in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.368250in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -6061,7 +8373,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{1.911284in}%
+\pgfsys@transformshift{0.830122in}{2.368250in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6080,7 +8392,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{1.911284in}%
+\pgfsys@transformshift{4.801389in}{2.368250in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6094,8 +8406,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{1.997686in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{1.997686in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.401805in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.401805in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -6113,7 +8425,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{1.997686in}%
+\pgfsys@transformshift{0.830122in}{2.401805in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6132,7 +8444,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{1.997686in}%
+\pgfsys@transformshift{4.801389in}{2.401805in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6146,8 +8458,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{2.040888in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{2.040888in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.435360in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.435360in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -6165,7 +8477,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{2.040888in}%
+\pgfsys@transformshift{0.830122in}{2.435360in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6184,7 +8496,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{2.040888in}%
+\pgfsys@transformshift{4.801389in}{2.435360in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6198,8 +8510,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{2.084089in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{2.084089in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.468914in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.468914in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -6217,7 +8529,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{2.084089in}%
+\pgfsys@transformshift{0.830122in}{2.468914in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6236,7 +8548,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{2.084089in}%
+\pgfsys@transformshift{4.801389in}{2.468914in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6250,8 +8562,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{2.127290in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{2.127290in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.502469in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.502469in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -6269,7 +8581,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{2.127290in}%
+\pgfsys@transformshift{0.830122in}{2.502469in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6288,7 +8600,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{2.127290in}%
+\pgfsys@transformshift{4.801389in}{2.502469in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6302,8 +8614,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{2.170491in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{2.170491in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.536024in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.536024in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -6321,7 +8633,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{2.170491in}%
+\pgfsys@transformshift{0.830122in}{2.536024in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6340,7 +8652,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{2.170491in}%
+\pgfsys@transformshift{4.801389in}{2.536024in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6354,8 +8666,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{2.213692in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{2.213692in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.569579in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.569579in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -6373,7 +8685,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{2.213692in}%
+\pgfsys@transformshift{0.830122in}{2.569579in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6392,7 +8704,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{2.213692in}%
+\pgfsys@transformshift{4.801389in}{2.569579in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6406,8 +8718,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{2.256893in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{2.256893in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.603134in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.603134in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -6425,7 +8737,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{2.256893in}%
+\pgfsys@transformshift{0.830122in}{2.603134in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6444,7 +8756,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{2.256893in}%
+\pgfsys@transformshift{4.801389in}{2.603134in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6458,8 +8770,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{2.300094in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{2.300094in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.636688in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.636688in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -6477,7 +8789,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{2.300094in}%
+\pgfsys@transformshift{0.830122in}{2.636688in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6496,7 +8808,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{2.300094in}%
+\pgfsys@transformshift{4.801389in}{2.636688in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6510,8 +8822,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{2.343295in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{2.343295in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.703798in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.703798in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -6529,7 +8841,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{2.343295in}%
+\pgfsys@transformshift{0.830122in}{2.703798in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6548,7 +8860,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{2.343295in}%
+\pgfsys@transformshift{4.801389in}{2.703798in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6562,8 +8874,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{2.429698in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{2.429698in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.737353in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.737353in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -6581,7 +8893,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{2.429698in}%
+\pgfsys@transformshift{0.830122in}{2.737353in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6600,7 +8912,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{2.429698in}%
+\pgfsys@transformshift{4.801389in}{2.737353in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6614,8 +8926,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{2.472899in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{2.472899in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.770908in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.770908in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -6633,7 +8945,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{2.472899in}%
+\pgfsys@transformshift{0.830122in}{2.770908in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6652,7 +8964,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{2.472899in}%
+\pgfsys@transformshift{4.801389in}{2.770908in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6666,8 +8978,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{2.516100in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{2.516100in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.804462in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.804462in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -6685,7 +8997,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{2.516100in}%
+\pgfsys@transformshift{0.830122in}{2.804462in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6704,7 +9016,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{2.516100in}%
+\pgfsys@transformshift{4.801389in}{2.804462in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6718,8 +9030,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{2.559301in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{2.559301in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.838017in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.838017in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -6737,7 +9049,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{2.559301in}%
+\pgfsys@transformshift{0.830122in}{2.838017in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6756,7 +9068,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{2.559301in}%
+\pgfsys@transformshift{4.801389in}{2.838017in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6770,8 +9082,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{2.602502in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{2.602502in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.871572in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.871572in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -6789,7 +9101,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{2.602502in}%
+\pgfsys@transformshift{0.830122in}{2.871572in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6808,7 +9120,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{2.602502in}%
+\pgfsys@transformshift{4.801389in}{2.871572in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6822,8 +9134,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{2.645703in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{2.645703in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.905127in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.905127in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -6841,7 +9153,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{2.645703in}%
+\pgfsys@transformshift{0.830122in}{2.905127in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6860,7 +9172,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{2.645703in}%
+\pgfsys@transformshift{4.801389in}{2.905127in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6874,8 +9186,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{2.688904in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{2.688904in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.938681in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.938681in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -6893,7 +9205,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{2.688904in}%
+\pgfsys@transformshift{0.830122in}{2.938681in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6912,7 +9224,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{2.688904in}%
+\pgfsys@transformshift{4.801389in}{2.938681in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6926,8 +9238,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{2.732105in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{2.732105in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{2.972236in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{2.972236in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -6945,7 +9257,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{2.732105in}%
+\pgfsys@transformshift{0.830122in}{2.972236in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6964,7 +9276,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{2.732105in}%
+\pgfsys@transformshift{4.801389in}{2.972236in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -6978,8 +9290,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{2.775307in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{2.775307in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{3.039346in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{3.039346in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -6997,7 +9309,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{2.775307in}%
+\pgfsys@transformshift{0.830122in}{3.039346in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7016,7 +9328,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{2.775307in}%
+\pgfsys@transformshift{4.801389in}{3.039346in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7030,8 +9342,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{2.861709in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{2.861709in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{3.072901in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{3.072901in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -7049,7 +9361,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{2.861709in}%
+\pgfsys@transformshift{0.830122in}{3.072901in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7068,7 +9380,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{2.861709in}%
+\pgfsys@transformshift{4.801389in}{3.072901in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7082,8 +9394,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{2.904910in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{2.904910in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{3.106455in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{3.106455in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -7101,7 +9413,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{2.904910in}%
+\pgfsys@transformshift{0.830122in}{3.106455in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7120,7 +9432,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{2.904910in}%
+\pgfsys@transformshift{4.801389in}{3.106455in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7134,8 +9446,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{2.948111in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{2.948111in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{3.140010in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{3.140010in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -7153,7 +9465,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{2.948111in}%
+\pgfsys@transformshift{0.830122in}{3.140010in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7172,7 +9484,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{2.948111in}%
+\pgfsys@transformshift{4.801389in}{3.140010in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7186,8 +9498,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{2.991312in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{2.991312in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{3.173565in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{3.173565in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -7205,7 +9517,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{2.991312in}%
+\pgfsys@transformshift{0.830122in}{3.173565in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7224,7 +9536,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{2.991312in}%
+\pgfsys@transformshift{4.801389in}{3.173565in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7238,8 +9550,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{3.034513in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{3.034513in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{3.207120in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{3.207120in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -7257,7 +9569,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{3.034513in}%
+\pgfsys@transformshift{0.830122in}{3.207120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7276,7 +9588,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{3.034513in}%
+\pgfsys@transformshift{4.801389in}{3.207120in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7290,8 +9602,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{3.077714in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{3.077714in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{3.240674in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{3.240674in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -7309,7 +9621,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{3.077714in}%
+\pgfsys@transformshift{0.830122in}{3.240674in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7328,7 +9640,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{3.077714in}%
+\pgfsys@transformshift{4.801389in}{3.240674in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7342,8 +9654,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{3.120915in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{3.120915in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{3.274229in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{3.274229in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -7361,7 +9673,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{3.120915in}%
+\pgfsys@transformshift{0.830122in}{3.274229in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7380,7 +9692,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{3.120915in}%
+\pgfsys@transformshift{4.801389in}{3.274229in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7394,8 +9706,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{3.164117in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{3.164117in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{3.307784in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{3.307784in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -7413,7 +9725,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{3.164117in}%
+\pgfsys@transformshift{0.830122in}{3.307784in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7432,7 +9744,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{3.164117in}%
+\pgfsys@transformshift{4.801389in}{3.307784in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7446,8 +9758,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{3.207318in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{3.207318in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{3.374894in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{3.374894in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -7465,7 +9777,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{3.207318in}%
+\pgfsys@transformshift{0.830122in}{3.374894in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7484,7 +9796,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{3.207318in}%
+\pgfsys@transformshift{4.801389in}{3.374894in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7498,8 +9810,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{3.293720in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{3.293720in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{3.408448in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{3.408448in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -7517,7 +9829,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{3.293720in}%
+\pgfsys@transformshift{0.830122in}{3.408448in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7536,7 +9848,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{3.293720in}%
+\pgfsys@transformshift{4.801389in}{3.408448in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7550,8 +9862,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{3.336921in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{3.336921in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{3.442003in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{3.442003in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -7569,7 +9881,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{3.336921in}%
+\pgfsys@transformshift{0.830122in}{3.442003in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7588,7 +9900,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{3.336921in}%
+\pgfsys@transformshift{4.801389in}{3.442003in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7602,8 +9914,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{3.380122in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{3.380122in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{3.475558in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{3.475558in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -7621,7 +9933,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{3.380122in}%
+\pgfsys@transformshift{0.830122in}{3.475558in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7640,7 +9952,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{3.380122in}%
+\pgfsys@transformshift{4.801389in}{3.475558in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7654,8 +9966,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{3.423323in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{3.423323in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{3.509113in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{3.509113in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -7673,7 +9985,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{3.423323in}%
+\pgfsys@transformshift{0.830122in}{3.509113in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7692,7 +10004,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{3.423323in}%
+\pgfsys@transformshift{4.801389in}{3.509113in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7706,8 +10018,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{3.466524in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{3.466524in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{3.542667in}}%
+\pgfpathlineto{\pgfqpoint{4.801389in}{3.542667in}}%
 \pgfusepath{stroke}%
 \end{pgfscope}%
 \begin{pgfscope}%
@@ -7725,7 +10037,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{0.830122in}{3.466524in}%
+\pgfsys@transformshift{0.830122in}{3.542667in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7744,7 +10056,7 @@
 \pgfusepath{stroke,fill}%
 }%
 \begin{pgfscope}%
-\pgfsys@transformshift{4.801389in}{3.466524in}%
+\pgfsys@transformshift{4.801389in}{3.542667in}%
 \pgfsys@useobject{currentmarker}{}%
 \end{pgfscope}%
 \end{pgfscope}%
@@ -7758,8 +10070,8 @@
 \pgfsetstrokecolor{currentstroke}%
 \pgfsetstrokeopacity{0.300000}%
 \pgfsetdash{}{0pt}%
-\pgfpathmoveto{\pgfqpoint{0.830122in}{3.509725in}}%
-\pgfpathlineto{\pgfqpoint{4.801389in}{3.509725in}}%
+\pgfpathmoveto{\pgfqpoint{0.830122in}{3.576222in}}%
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diff --git a/LM/auswertung/figs/haupt/exp.pdf b/LM/auswertung/figs/haupt/exp.pdf
new file mode 100644
index 0000000..5c268b6
Binary files /dev/null and b/LM/auswertung/figs/haupt/exp.pdf differ
diff --git a/LM/auswertung/figs/haupt/exp.pgf b/LM/auswertung/figs/haupt/exp.pgf
new file mode 100644
index 0000000..0e62401
--- /dev/null
+++ b/LM/auswertung/figs/haupt/exp.pgf
@@ -0,0 +1,8971 @@
+%% Creator: Matplotlib, PGF backend
+%%
+%% To include the figure in your LaTeX document, write
+%%   \input{<filename>.pgf}
+%%
+%% Make sure the required packages are loaded in your preamble
+%%   \usepackage{pgf}
+%%
+%% Figures using additional raster images can only be included by \input if
+%% they are in the same directory as the main LaTeX file. For loading figures
+%% from other directories you can use the `import` package
+%%   \usepackage{import}
+%% and then include the figures with
+%%   \import{<path to file>}{<filename>.pgf}
+%%
+%% Matplotlib used the following preamble
+%%   \usepackage{fontspec}
+%%
+\begingroup%
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diff --git a/LM/auswertung/figs/haupt/gauss.pdf b/LM/auswertung/figs/haupt/gauss.pdf
index ac33118..2a290f0 100644
Binary files a/LM/auswertung/figs/haupt/gauss.pdf and b/LM/auswertung/figs/haupt/gauss.pdf differ
diff --git a/LM/auswertung/figs/haupt/poisson.pdf b/LM/auswertung/figs/haupt/poisson.pdf
index 07c5d79..e3b9359 100644
Binary files a/LM/auswertung/figs/haupt/poisson.pdf and b/LM/auswertung/figs/haupt/poisson.pdf differ
diff --git a/LM/auswertung/figs/haupt/spectrum_detail.pdf b/LM/auswertung/figs/haupt/spectrum_detail.pdf
index 06bc3e3..f139554 100644
Binary files a/LM/auswertung/figs/haupt/spectrum_detail.pdf and b/LM/auswertung/figs/haupt/spectrum_detail.pdf differ
diff --git a/LM/auswertung/figs/haupt/spectrum_overview.pdf b/LM/auswertung/figs/haupt/spectrum_overview.pdf
index 9186f11..6ef7402 100644
Binary files a/LM/auswertung/figs/haupt/spectrum_overview.pdf and b/LM/auswertung/figs/haupt/spectrum_overview.pdf differ
diff --git a/LM/auswertung/figs/vorversuch/kennlinie_123.pdf b/LM/auswertung/figs/vorversuch/kennlinie_123.pdf
index 4886209..8642e9a 100644
Binary files a/LM/auswertung/figs/vorversuch/kennlinie_123.pdf and b/LM/auswertung/figs/vorversuch/kennlinie_123.pdf differ
diff --git a/LM/auswertung/figs/vorversuch/kennlinie_123.pgf b/LM/auswertung/figs/vorversuch/kennlinie_123.pgf
index 9e4323b..94a824e 100644
--- a/LM/auswertung/figs/vorversuch/kennlinie_123.pgf
+++ b/LM/auswertung/figs/vorversuch/kennlinie_123.pgf
@@ -9382,7 +9382,7 @@
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+\pgftext[x=0.424149in,y=2.219444in,,bottom,rotate=90.000000]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont Zaehlrate 123 [\(\displaystyle s^{-1}\)]}%
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diff --git a/LM/auswertung/figs/vorversuch/kennlinie_pm3.pdf b/LM/auswertung/figs/vorversuch/kennlinie_pm3.pdf
index 619c12b..786e4f4 100644
Binary files a/LM/auswertung/figs/vorversuch/kennlinie_pm3.pdf and b/LM/auswertung/figs/vorversuch/kennlinie_pm3.pdf differ
diff --git a/LM/auswertung/figs/vorversuch/muon_P1_spec.pdf b/LM/auswertung/figs/vorversuch/muon_P1_spec.pdf
index 1d7492c..a12d672 100644
Binary files a/LM/auswertung/figs/vorversuch/muon_P1_spec.pdf and b/LM/auswertung/figs/vorversuch/muon_P1_spec.pdf differ
diff --git a/LM/auswertung/figs/vorversuch/muon_P2_spec.pdf b/LM/auswertung/figs/vorversuch/muon_P2_spec.pdf
index ae7d783..37d400f 100644
Binary files a/LM/auswertung/figs/vorversuch/muon_P2_spec.pdf and b/LM/auswertung/figs/vorversuch/muon_P2_spec.pdf differ
diff --git a/LM/auswertung/figs/vorversuch/muon_P3_spec.pdf b/LM/auswertung/figs/vorversuch/muon_P3_spec.pdf
index 8247f82..a46499e 100644
Binary files a/LM/auswertung/figs/vorversuch/muon_P3_spec.pdf and b/LM/auswertung/figs/vorversuch/muon_P3_spec.pdf differ
diff --git a/LM/auswertung/util.py b/LM/auswertung/util.py
index 1a4b005..75e7061 100644
--- a/LM/auswertung/util.py
+++ b/LM/auswertung/util.py
@@ -199,10 +199,9 @@ def continous(counts: np.ndarray, interval: Tuple[float, float], epsilon: float=
     channels = np.arange(0, interval[1] - interval[0])  # channel indices
     times = chan_to_time(channels, center=True)  # mean time of channels
 
-    T = times[-1] - times[0]  # time interval
+    T = (times[1] - times[0])*len(cts)  # time interval
     N = cts.sum()  # total count
     tau_0 = np.sum(cts*times)/N  # initial guess
-    delta_tau = np.sqrt(np.sum(cts*times**2))/N
 
     def model(tau):
         return tau_0 + T/(np.exp(T/tau) - 1)
@@ -216,7 +215,12 @@ def continous(counts: np.ndarray, interval: Tuple[float, float], epsilon: float=
             return next_tau
         return optimize(next_tau)
 
-    return optimize(tau_0), delta_tau, N, T, taus
+    tau = optimize(tau_0)
+
+    correction_factor = 1/(1-(T/((np.exp(T/tau)-1)*tau))**2*np.exp(T/tau))
+    delta_tau = np.sqrt(np.sum(cts*times**2))/N*correction_factor
+
+    return tau, delta_tau, N, T, taus, correction_factor
 
 
 def binned_likelihood(counts, interval):
@@ -255,7 +259,14 @@ def binned_likelihood(counts, interval):
         fi = f(tau)
         return np.sum((cts-fi)**2/fi, axis=0)
 
-    return ln_poisson_likelihood, ln_gauss_likelihood, N
+    # for cross checking
+    def ln_exp_likelihood(tau):
+        tau = convert_tau(tau)
+        mod_times = times - times[0][0] + tick/2
+        T = tick * len(cts)
+        return 2*np.sum(cts*(mod_times/tau+np.log(tau)+np.log(1-np.exp(-T/tau))), axis=0)
+
+    return ln_poisson_likelihood, ln_gauss_likelihood, ln_exp_likelihood, N, N_0
 
 def maximize_likelihood(likelihood, tau_range, epsilon=1e-3):
     """Minizizes the -2ln(likelihood) function thus maximizing the
diff --git a/LM/protokoll/protokoll.bib b/LM/protokoll/protokoll.bib
index 6f5dfcc..26834de 100644
--- a/LM/protokoll/protokoll.bib
+++ b/LM/protokoll/protokoll.bib
@@ -48,7 +48,7 @@ year = {2012}}
         YEAR = {2013},
         TITLE = {Statistics - A Guide to the Use of Statistical Methods in the Physical Sciences},
         ISBN = {111-8-723-236-},
-        PUBLISHER = {John Wiley & Sons},
+        PUBLISHER = {John Wiley \& Sons},
         ADDRESS = {New York},
 }
 
diff --git a/LM/protokoll/protokoll.tex b/LM/protokoll/protokoll.tex
index 40b1b15..a919715 100644
--- a/LM/protokoll/protokoll.tex
+++ b/LM/protokoll/protokoll.tex
@@ -157,7 +157,7 @@ einem Warscheinlichkeitsmodell. Der Sch\"atzer ist der Wert des
 Paramaters, für den
 es am wahrscheinlichsten ist, die zuvor gemessenen Daten zu
 messen. Diese Methode ist \emph{Plausibel}, muss aber nicht immer den
-besten Sch\"atzer liefern\cite{Barlow}.\\
+besten Sch\"atzer liefern\cite[89]{Barlow}.\\
 
 Um diese Methode anwenden zu können, muss die Wahrscheinlichkeitsdichteverteilung \(P(\vec{x},\tau)\)
 der gemessenen Werte in Abhängigkeit der unbekannten, also gesuchten Größe
@@ -218,10 +218,12 @@ und
  \hat\tau = \frac{1}{N} \sum t_i + \frac{T e^{-\frac{T}{\tau}}}{1-e^{-\frac{T}{\tau}}}
 \end{equation}
 
-Bei dieser Methode muss in diesem Experiment allerdings beachtet werden, dass keine \(N\)
-unterschiedliche Zeiten, sondern \(K\) Kanäle mit \(N_i\) Counts im \(i\)-ten Kanal gemessen
-werden. Jeder Messwert ist mit einer statistischen Messungenauigkeit \(\sqrt{N_i}\) behaftet.
-Unter Berücksichtigung dieser Besonderheiten folgt für \(\hat\tau\):
+Bei dieser Methode muss in diesem Experiment allerdings beachtet
+werden, dass keine \(N\) unterschiedliche Zeiten, sondern \(K\) Kanäle
+mit \(N_i\) Counts im \(i\)-ten Kanal gemessen werden. Jeder Messwert
+ist mit einer statistischen Messungenauigkeit \(\sqrt{N_i}\) behaftet
+(Poissonverteilt).  Unter Berücksichtigung dieser Besonderheiten folgt
+für \(\hat\tau\):
 
 \begin{equation}\label{eq:tau1}
  \hat\tau = \frac{1}{N} \sum_{k=1}^{K}N_k\cdot t_k + \text{Korrektur}
@@ -229,8 +231,17 @@ Unter Berücksichtigung dieser Besonderheiten folgt für \(\hat\tau\):
 
 Für die Standardabweichung ergibt sich aus der Fehlerfortpflanzung:
 
-\begin{equation}\label{key}
- \sigma_{\hat\tau} = \frac{1}{N} \sqrt{\sum N_k \cdot t_k^2}
+\begin{gather}
+  \pdv{\tau}{N_k} = \frac{t_k}{N} + \qty[\frac{T}{\qty(e^{\frac{T}{\tau}} -
+    1)\cdot \tau}]^2e^{\frac{T}{\tau}}\pdv{\tau}{N_k} \\
+  \implies \pdv{\tau}{N_k} = \frac{t_k}{N\cdot\qty[1 - \qty(\frac{T}{\qty(e^{\frac{T}{\tau}} -
+    1)\cdot \tau})^2e^{\frac{T}{\tau}}]}
+\end{gather}
+
+Und damit:
+\begin{equation}\label{eq:delta-tau-exp}
+  \Delta \hat\tau = \frac{\sqrt{\sum N_k \cdot t_k^2}}{N\cdot\underbrace{\qty[1 - \qty(\frac{T}{\qty(e^{\frac{T}{\tau}} -
+      1)\cdot \tau})^2e^{\frac{T}{\tau}}]}_{\kappa^{-1}}}
 \end{equation}
 
 Durch wiederholtes Einsetzen von~\ref{eq:tau1} in~\ref{eq:tau2} wird durch Iteration \(\hat\tau\)
@@ -322,7 +333,7 @@ von \(\tau\) abhängt, kann dieser bei der Bestimmung von \(\hat{\tau}\) vernach
 der zweite Term betrachtet werden, der eine \(\chi^2\)-Verteilung beschreibt.
 
 \begin{equation}\label{eq:chi}
- \chi^2 = \sum_{i} \frac{(N_i - f_i)^2}{\sigma_i^2}
+ \chi^2 = \sum_{i} \frac{\qty(N_i - f_i)^2}{\sigma_i^2}
 \end{equation}
 
 Die \(\chi^2\)-Funktion beschreibt wie stark eine gemessene Häufigkeit von der erwarteten abweicht.
@@ -333,7 +344,7 @@ Ungenauigkeiten überschätzt zu haben.\\
 
 Entsprechend wird bei dieser Methode der wahrscheinlichste oder beste Wert für \(\hat\tau\) durch
 Minimierung der \(\chi^2\)-Funktion bestimmt. Der Wert des Minimus
-folgt wiederum einer Warcheinlichkeitsverteilung (\(\Chi^2\)
+folgt wiederum einer Warcheinlichkeitsverteilung (\(\chi^2\))
 Verteilung) mit der Varianz \(n-r\) wobei \(n\) gleich der Anzahl der
 Summanden in~\ref{eq:chi} ist und \(r\) gleich der Anzahl der freihen
 Parameter im Modell.
@@ -603,10 +614,11 @@ Insgesamt wurden
 Ereignisse in den zur Auswertung genutzten Kan\"alen 23 bis 150
 gemessen.
 
-Das entspricht einem Zeitintervall der Breite (center to center):
+Das entspricht einem Zeitintervall der Breite (left edge to right
+edge):
 \begin{equation}
   \label{eq:totalwidth}
-  T = \SI{5292.09}{\nano\second}
+  T = \SI{5333.3}{\nano\second}
 \end{equation}
 
 Das gemessene Spektrum ist
@@ -664,14 +676,56 @@ ist in~\ref{fig:haupt-continous} dargestellt und ben\"otigte \(28\)
 Iterationen. Die Abweichungen der mit dieser Methode gewonnenen
 Lebensdauer wird dominiert durch die Unsicherheit der Eingangsdaten
 gegeben durch die Poissonstatistik und berechnet
-nach~\ref{eq:delta-tau}.
+nach~\ref{eq:delta-tau-exp}. Der gegen\"uber der Versuchanleitung
+hinzugekommene Faktor ist dabei ma\ss{}geblich.
 
 Es ergibt sich f\"ur die Lebensdauer:
 \begin{equation}
   \label{eq:result-exponential}
-  \tau = \SI{2235\pm 18}{\nano\second}
+  \tau = \SI{2220\pm 50}{\nano\second}
 \end{equation}
 
+Falls man den Faktor \(\kappa^{-1} \approx 2.7\)
+aus~\ref{eq:delta-tau-exp} gleich \(1\) setzt (wie in der
+Versuchsanleitung), so erh\"alt man eine Abweichung von
+\(\Delta\tau = \SI{18}{\nano\second}\), eine Untersch\"atzung der
+Abweichung. Sch\"atzt man die Abweichung aus der Likelihoodfunktion ab
+(siehe~\ref{fig:haupt-exp}) so ergibt sich eine Abweichung von
+\(\Delta\tau = \SI{30}{\nano\second}\). Diese drei werte liegen
+jeweils um mehr als \SI{10}{\nano\second} auseinander und es stellt
+sich die Frage welcher sch\"atzer hier der Richtige ist.
+
+Da das Ergebnis analytisch erhalten wurde, kann man die Gaussche
+Fehlerfortpflanzung guten gewissens anwenden. Dennoch gillt die hier
+angewendete Formel eigentlich nur f\"ur kleine Abweichungen (und keine
+Korellation) und es treten hier Abweichungen von
+\SIrange{10}{20}{\percent} auf. Die Absch\"atzung der Abweichungen aus
+der Likelihoodfunktion beruht auf dem zentralen Grenzwertsatz. Durch
+die invarianz des Maximums der Likelihoodfunktion unter
+Parametertransformationen gilt die Absch\"atzung auch f\"ur kleinere
+Werte. Es wird hier an der Fehlerabsch\"atzung
+nach~\ref{eq:delta-tau-exp} festgehalten, da diese einen direkteren
+Zugang darstellt.
+
+
+\begin{figure}[h]\centering
+  \input{../auswertung/figs/haupt/exp.pgf}
+  \caption{Das Mininum der \(-2\ln{L}\)-Funktion des Modells des
+    exponentiellen Zerfalls. Aufgetragen ist auch eine Horizontale
+    eine Einheit \"uber dem Minimum.}
+  \label{fig:haupt-exp}
+\end{figure}
+
+\begin{itshape}
+  Durch einen Fehler in der Auswertung (Messung von \(T\)
+  center-to-center statt left-to-right-edge) unterschied sich der
+  Exp. Zerfall zuerst deutlich von den Ergebnissen der anderen
+  Methoden. Da aber \(T\) die Normierung des unterliegen Modells ist
+  und nich von der Wahl der Bins abh\"angen sollte ist die Messung
+  center-to-center falsch.
+\end{itshape}
+
+
 \subsubsection{Auswertung mit der Poissonverteilung}
 \label{sec:auw-poisson}
 
@@ -706,6 +760,32 @@ in~\ref{fig:haupt-poisson} dargestellt.
   \label{fig:haupt-poisson}
 \end{figure}
 
+Das hier gewonnene ergebniss stimmt vor der Rundung mit dem
+aus~\ref{sec:auswertung-mit-dem-1} auf mehrer nachkommastellen
+\"uberein. Die Likelihood funktionen unterscheiden sich nur um eine
+Konstante. 
+\begin{align*}
+  \ln(f_i) &= \ln(N_0) - \ln(\tau) + \ln(\Delta t) - \frac{(t_i  + \Delta t/2)}{\tau}
+  \\
+  &= \ln(N) - \ln(\exp[-\frac{t_1}{\tau}]-\exp[-\frac{t_K+\Delta
+    t}{\tau}]) - \ln(\tau) + \ln(\Delta t) - \frac{(t_i  + \Delta t/2)}{\tau} \\
+  &= \ln(N) + \ln(\Delta t) - \ln(\exp(-\frac{t_1}{\tau})\qty(1-\exp[-\frac{t_K-t_1+\Delta
+    t}{\tau}])) - \ln(\tau) - \frac{(t_i  + \Delta t/2)}{\tau} \\
+  &= \ln(N) + \ln(\Delta t) + \frac{t_1}{\tau} - \ln(1-\exp[-\frac{t_K-t_1+\Delta
+    t}{\tau}]) - \ln(\tau) - \frac{(t_i  + \Delta t/2)}{\tau} \\
+  &= \ln(N) + \ln(\Delta t) - \ln(1-\exp[-\frac{t_K-t_1+\Delta
+    t}{\tau}]) - \ln(\tau) - \frac{(t_i - t_1  + \Delta t/2)}{\tau} \\
+  &= \text{const.} - \ln(1-\exp[-\frac{T}{\tau}]) - \ln(\tau) -
+  \frac{\overbrace{(t_i - t_1  + \Delta t/2)}^{\text{Kanalmitten von 0
+      an}}}{\tau} \\
+\end{align*}
+
+Wenn man dies mit~\ref{eq:finalpoisson} und~\ref{eq:delta-tau}
+vergleicht so kann man die Gleichheit erkennen. Die \"aquivalenz ist
+aus der N\"aherung des Integrals in~\ref{eq:fipoisson}
+entstanden. Die beiden methoden sind mit dieser N\"aherung also
+\"aquivalent.
+
 \subsubsection{Auswertung mit der Gaussverteilung}
 \label{sec:auw-gauss}
 
@@ -768,7 +848,7 @@ in~\ref{tab:summary} aufgelistet.
 
     \\
     \midrule
-    Exp. Zerf. & 2235 & 18 & 1.154 & 5 \\
+    Exp. Zerf. & 2220 & 50 & 1.159 & 12 \\
     Poissonvert. & 2216 & 30 & 1.159 & 8 \\
     Normalvert. & 2221 & 28 & 1.158 & 8 \\
     Literatur\cite{codata}\cite{pdg} & 2196.9811 & 0.0022 &
@@ -781,48 +861,86 @@ in~\ref{tab:summary} aufgelistet.
   \label{tab:summary}
 \end{table}
 
-Die in diesem Experiment gewonnen Werte stimmen innerhalb einer oder
-zwei Standardabweichungen miteinander \"uberein. Die durch die
-Poisson- und Gaußverteilung gewonnen Werte f\"ur Lebensdauer und
-\(G_F\) stimmen innerhalb der Abweichungsgrenzen mit der Literatur
-\"uberein. Die Werte aus der Poissonverteilung und der
-Gaußverteilung liegen dicht beieinander, wobei der Wert aus der
-Poissonverteilung dichter an der Literatur liegt.
+Die in diesem Experiment gewonnen Werte stimmen innerhalb der
+Abweichungsgrenzen miteinander und mit der Literatur\"uberein,
+wenngleich die Zentralwerte einen bias nach oben zu haben
+scheinen. Ein bias ist nach~\cite[84]{Barlow} aber bei der Maximum
+Likelihood Methode inh\"arent, verschwindet aber bei gro\ss{}en
+Stichproben. (Siehe z.B. auch die asymetrische \(\chi^2\) Verteilung.)
 
+Die durch die Poisson- und Gaußverteilung gewonnen Werte f\"ur
+Lebensdauer und \(G_F\) stimmen innerhalb der Abweichungsgrenzen mit
+der Literatur \"uberein.
 
-Die Rundung der Zeitwerte zu den Kanalmitten hin entstandenen
-Abweichungen in der Gr\"o\ss{}enordnung von \SI{20}{\nano\second}
-wurden in der Diskussion der Abweichung vernachlässigt, da sich bei
-gro\ss{}en Ereigniszahlen herausmitteln sollten. Rechnet man naiv mit
-der Gauß'schen Fehlerfortpflanzung ohne Korrelation mit einer
-pauschalen Zeitunsicherheit von \SI{20}{\nano\second} so ergibt sich
-nur ein zu vernachlässigende zus\"atzliche Abweichung
-\(<\SI{1}{\nano\second}\).  Auch der diskreten Natur der Ereignisse
-wird im exponentiellen Zerfallsgesetz nicht Rechnung getragen, welche
-aber bei vielen Ereignissen in den Hintergrund treten sollten. Zudem
-ist die direkte Auswertung nach dem exponentiellen Zerfallsgesetz
-anf\"alliger f\"ur Verzerrungen der Zerfallskurve durch andere
-Prozesse, da hier Abweichungen von dieser bei kleinen Zeiten st\"arker
-ins Gewicht fallen (kurve steiler).
+Da die Methoden der Poissonverteilung und des Exp. Zerfalls hier
+\"ubereinstimmen, sollten demnach auch die Abweichungen gleich
+sein. Die wahre Abweichung wird Warscheinlich zwischen den beiden
+angegeben Werten liegen, wobei gegen\"uber der Gausschen
+Fehlerfortpflanzung die bereits erw\"ahnten Reservierungen
+gelten. Die Angabe von zwei getrennten Ergebnissen mit
+unterschiedlicher Rundung ist hier also strenggenommen falsch, wird
+aber zur Illustration des Einflusses der Abweichung auf die Rundung so
+belassen. Als Folge ist hier warscheinlich auch die Abweichung des
+Wertes aus der Gaussverteilung untersch\"atzt.
+
+%% Obsolete
+% Die Werte aus der Poissonverteilung und dem
+% Exp. Zerfall w\"urden \"ubereinstimmen, wenn nicht die gro\ss{}e
+% Abweichung des Ergebnisses aus dem Exp. Zerfall eine andere
+% Rundungsgenauigkeit bedingen w\"urde. So aber sind die Werte nicht
+% direkt vergleichbar, da sich ihre Abweichungen ma\ss{}geblich
+% unterscheiden. Es kann aber generell der Schluss gezogen werden, dass
+% die Genauigkeit der beiden anderen Methoden eine ma\ss{}gebliche
+% Verbesserung gegen\"uber der Methode nach dem Exp.  Zerfallsgesetz
+% darstellen. Die eingebaute Diskretisierung scheint dort
+% ausschlaggebend zu sein.
+
+%% OBSOLETE
+% Die Rundung der Zeitwerte zu den Kanalmitten hin entstandenen
+% Abweichungen in der Gr\"o\ss{}enordnung von \SI{20}{\nano\second}
+% wurden in der Diskussion der Abweichung vernachlässigt, da sich bei
+% gro\ss{}en Ereigniszahlen herausmitteln sollten. Rechnet man naiv mit
+% der Gauß'schen Fehlerfortpflanzung ohne Korrelation mit einer
+% pauschalen Zeitunsicherheit von \SI{20}{\nano\second} so ergibt sich
+% nur ein zu vernachlässigende zus\"atzliche Abweichung
+% \(<\SI{1}{\nano\second}\).  Auch der diskreten Natur der Ereignisse
+% wird im exponentiellen Zerfallsgesetz nicht Rechnung getragen, welche
+% aber bei vielen Ereignissen in den Hintergrund treten sollten. Zudem
+% ist die direkte Auswertung nach dem exponentiellen Zerfallsgesetz
+% anf\"alliger f\"ur Verzerrungen der Zerfallskurve durch andere
+% Prozesse, da hier Abweichungen von dieser bei kleinen Zeiten st\"arker
+% ins Gewicht fallen (kurve steiler).
 
 Die Ergebnisse aus der Gaußverteilung liegen nahe denen aus der
 Poissonverteilung, so wie auch deren Unsicherheiten. Dies ist zu
 erwarten, da die Gaußverteilung ein Grenzfall der Poissonverteilung
-f\"ur gro\ss{}e Erwartungswerte ist. Unter Vernachl\"assigung
-systematischer Faktoren ist zu vermuten, dass sich durch l\"angere
-Messung kleinere Unsicherheiten und weitere Ann\"aherung an den
-Literaturwert m\"oglich ist. Die Modellierung in diesen F\"allen ist
-also der ersten Methode \"uberlegen.
+f\"ur gro\ss{}e Erwartungswerte, die hier vorliegen, ist. Unter
+Vernachl\"assigung systematischer Faktoren ist zu vermuten, dass sich
+durch l\"angere Messung kleinere Unsicherheiten und weitere
+Ann\"aherung an den Literaturwert m\"oglich ist.
 
 Da nach testweiser Modifikation des betrachteten Kanalintervalls alle
-drei Auswertungsmethoden starke Abweichung zeigen, liegt es nahe, zu
-vermuten, dass die Beeinflussung anderer Zerfallsprozesse (besonders
+drei Auswertungsmethoden starke Abweichung zeigen, scheint die
+Beeinflussung duch andere Prozesse als den Myonenzerfall (besonders
 bei kleinen Zeiten) außerhalb des f\"ur den Myonenzerfall typischen
-Zeitraums sehr gro\ss{} wird. Um eine hohe Pr\"azision wie in den
+Zeitraums sehr gro\ss{} zu werden (besondes bei kleinen Zeiten, da das
+Myon relativ langlebig ist).  Um eine hohe Pr\"azision wie in den
 Literaturwerten zu gew\"ahrleisten, m\"ussen diese auch betrachtet
 werden. Auch werden in modernen Experimenten mehrere Myonenzerf\"alle
-pro Koinzidenzinterval Analysiert um mehr Daten zu erhalten. Der dabei
-entstehende \"Uberlapp muss dann ber\"ucksichtigt werden. \cite{fast}
+pro Koinzidenzinterval Analysiert um die gewonnene Datenmenge zu
+vergr\"o\ss{}ern. Der dabei entstehende \"Uberlapp von Ereignissen
+muss dann ber\"ucksichtigt werden.~\cite{fast} Bei der in diesem
+Experiment vorliegenden mittleren Ereignisrate von
+\(\SI{52791/502051}{\per\second} \approx \SI{.1}{\per\second}\ll\tau\)
+ist aber die Warscheinlichkeit f\"ur Gleichzeitige Koinzidenzen sehr
+gering. Da PM3 bei der gew\"ahlten Spannung bereits \"uber \(100\)
+Ereignisse pro Minute z\"ahlt (und damit PM1 und PM2 \"ahnliche
+Z\"ahlraten aufweisen sollten) kann es eventuell vorkommen, dass eine
+Koinzidenz genau in der Totzeit eines Detektors ertrinkt. Es wurde
+w\"ahrend des Versuch leider vers\"aumt die Totzeiten oder Pulsbreiten
+der Photomultiplier zu ermitteln und somit kann dieser Effekt nicht
+abgesch\"atzt werden, es wird aber vermutet, dass auch dieser effekt
+eine kleinere Rolle spielt.
 
 \newpage
 \section{Verzeichnisse}
diff --git a/Lab_Report_LaTeX b/Lab_Report_LaTeX
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--- a/Lab_Report_LaTeX
+++ b/Lab_Report_LaTeX
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-Subproject commit 6f7da8668c507f74760217c2e4c5f944f0d10b0d
+Subproject commit 281dcb4bd8e30be72c3fa5eacaa9c516343acfaa