From 9797de5c683684ae00d868ec5396852c9affedd0 Mon Sep 17 00:00:00 2001
From: David Bikard <dbikard@gmail.com>
Date: Sun, 13 May 2018 22:01:39 +0200
Subject: [PATCH] renamed files

---
 ...as9 binding position and orientation.ipynb | 279 ++++++++----------
 bad-seed analysis.ipynb                       |   2 +-
 off-target analysis.ipynb                     |  10 +-
 3 files changed, 130 insertions(+), 161 deletions(-)

diff --git a/Effect of dCas9 binding position and orientation.ipynb b/Effect of dCas9 binding position and orientation.ipynb
index 6f886cc..d4a946e 100644
--- a/Effect of dCas9 binding position and orientation.ipynb	
+++ b/Effect of dCas9 binding position and orientation.ipynb	
@@ -171,7 +171,7 @@
     "import crUtils\n",
     "%matplotlib inline\n",
     "\n",
-    "data=pd.read_csv(\"Supplementary_table_6-screen_data.csv\",sep=\",\")\n",
+    "data=pd.read_csv(\"screen_data.csv\",sep=\",\")\n",
     "data.index=data.guide.values\n",
     "print(data.shape)\n",
     "data.head()"
@@ -186,7 +186,7 @@
      "data": {
       "image/png": 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StIjkeUg+6lyQcjPwKDDSU/J4g6CgIGrVqsUvv/wCwOeff57/r10cM2bMIDY2lu+++46a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\nnomJF/h/npu0vohVnVkAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xaafd588>"
+       "<matplotlib.figure.Figure at 0x15cd3bdd860>"
       ]
      },
      "metadata": {},
@@ -316,7 +316,7 @@
     }
    ],
    "source": [
-    "plusone=pd.read_csv(\"Supplementary_Table_1-essentialTU.csv\",sep=\"\\t\")\n",
+    "plusone=pd.read_csv(\"essentialTU.csv\",sep=\"\\t\")\n",
     "plusone.head()"
    ]
   },
@@ -329,7 +329,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {
     "scrolled": true
    },
@@ -378,7 +378,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -467,6 +467,22 @@
        "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
+       "      <th>AAAAATGCCGGATGACACGA</th>\n",
+       "      <td>AAAAATGCCGGATGACACGA</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>496234</td>\n",
+       "      <td>-</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>-0.221898</td>\n",
+       "      <td>-0.324135</td>\n",
+       "      <td>1</td>\n",
+       "      <td>AAAGTGCAGATGATGAAAAGAAAAATGCCGGATGACACGAAGGTCA...</td>\n",
+       "      <td>-129.0</td>\n",
+       "      <td>-809.0</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>AAAACATTGCGCCTTATTTT</th>\n",
        "      <td>AAAACATTGCGCCTTATTTT</td>\n",
        "      <td>cdsA</td>\n",
@@ -482,22 +498,6 @@
        "      <td>-1852.0</td>\n",
        "      <td>True</td>\n",
        "    </tr>\n",
-       "    <tr>\n",
-       "      <th>AAACCTGGCACTGGCGCTGG</th>\n",
-       "      <td>AAACCTGGCACTGGCGCTGG</td>\n",
-       "      <td>mrp</td>\n",
-       "      <td>False</td>\n",
-       "      <td>2191791</td>\n",
-       "      <td>-</td>\n",
-       "      <td>False</td>\n",
-       "      <td>0.216386</td>\n",
-       "      <td>-0.053236</td>\n",
-       "      <td>1</td>\n",
-       "      <td>GGTAAATCGTCCACGGCGGTAAACCTGGCACTGGCGCTGGCGGCAG...</td>\n",
-       "      <td>-500.0</td>\n",
-       "      <td>-2564.0</td>\n",
-       "      <td>False</td>\n",
-       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
@@ -507,32 +507,32 @@
        "AAAAAATCTGCCCGTGTCGT  AAAAAATCTGCCCGTGTCGT  gyrA      True  2337231   -   \n",
        "AAAAACGCCACGTGTTTACG  AAAAACGCCACGTGTTTACG   NaN       NaN  3965735   +   \n",
        "AAAAATCCGTGCCACCATAC  AAAAATCCGTGCCACCATAC   rfe     False  3966250   +   \n",
+       "AAAAATGCCGGATGACACGA  AAAAATGCCGGATGACACGA   NaN       NaN   496234   -   \n",
        "AAAACATTGCGCCTTATTTT  AAAACATTGCGCCTTATTTT  cdsA      True   196046   +   \n",
-       "AAACCTGGCACTGGCGCTGG  AAACCTGGCACTGGCGCTGG   mrp     False  2191791   -   \n",
        "\n",
        "                     coding     fit18     fit75  ntargets  \\\n",
        "AAAAAATCTGCCCGTGTCGT  False -0.840373 -0.598858         1   \n",
        "AAAAACGCCACGTGTTTACG    NaN -0.445464 -0.402859         1   \n",
        "AAAAATCCGTGCCACCATAC  False -4.132616 -1.403122         1   \n",
+       "AAAAATGCCGGATGACACGA    NaN -0.221898 -0.324135         1   \n",
        "AAAACATTGCGCCTTATTTT  False -0.794961 -0.215453         1   \n",
-       "AAACCTGGCACTGGCGCTGG  False  0.216386 -0.053236         1   \n",
        "\n",
        "                                                                    seq  \\\n",
        "AAAAAATCTGCCCGTGTCGT  ATGACTGGAACAAAGCCTATAAAAAATCTGCCCGTGTCGTTGGTGA...   \n",
        "AAAAACGCCACGTGTTTACG  TCATAAATTTGTCTTATGCCAAAAACGCCACGTGTTTACGTGGCGT...   \n",
        "AAAAATCCGTGCCACCATAC  GACCGTTTTGATATCAGCGTAAAAATCCGTGCCACCATACAGGCCG...   \n",
+       "AAAAATGCCGGATGACACGA  AAAGTGCAGATGATGAAAAGAAAAATGCCGGATGACACGAAGGTCA...   \n",
        "AAAACATTGCGCCTTATTTT  CAGCAATCTGGCGTAACTCTAAAACATTGCGCCTTATTTTTGGCGT...   \n",
-       "AAACCTGGCACTGGCGCTGG  GGTAAATCGTCCACGGCGGTAAACCTGGCACTGGCGCTGGCGGCAG...   \n",
        "\n",
-       "                      promDist  endDist  ori_gene  \n",
-       "AAAAAATCTGCCCGTGTCGT     248.0  -2416.0      True  \n",
-       "AAAAACGCCACGTGTTTACG     -88.0 -12241.0      True  \n",
-       "AAAAATCCGTGCCACCATAC     427.0 -11726.0      True  \n",
-       "AAAACATTGCGCCTTATTTT    -424.0  -1852.0      True  \n",
-       "AAACCTGGCACTGGCGCTGG    -500.0  -2564.0     False  "
+       "                      promDist  endDist ori_gene  \n",
+       "AAAAAATCTGCCCGTGTCGT     248.0  -2416.0     True  \n",
+       "AAAAACGCCACGTGTTTACG     -88.0 -12241.0     True  \n",
+       "AAAAATCCGTGCCACCATAC     427.0 -11726.0     True  \n",
+       "AAAAATGCCGGATGACACGA    -129.0   -809.0    False  \n",
+       "AAAACATTGCGCCTTATTTT    -424.0  -1852.0     True  "
       ]
      },
-     "execution_count": 6,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -550,7 +550,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "metadata": {
     "collapsed": true
    },
@@ -574,7 +574,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {
     "scrolled": false
    },
@@ -585,15 +585,15 @@
        "(-400, 400)"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
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GzwmQq4boMkaH9SQR2y52IHCBkrCKlGn24rKPn87AsAoDuf3OxXzwXRsrnpth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KEV+49d/5zb1nMZw8ies/8Au80ut3/ViHAdx5/yDf/dnxWdtVJaRkBY7EGQ09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\nHL5bAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xf048e48>"
+       "<matplotlib.figure.Figure at 0x15cd6e96128>"
       ]
      },
      "metadata": {},
@@ -662,7 +662,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 8,
    "metadata": {
     "scrolled": true
    },
@@ -808,7 +808,7 @@
        "serV             1.0              -1.698561               1.0     5  "
       ]
      },
-     "execution_count": 18,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -849,7 +849,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -858,7 +858,7 @@
        "(22, 11)"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -883,7 +883,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -897,7 +897,7 @@
      "data": {
       "image/png": 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0yK/HiXSAhZUH8hRRfqhnXEpBoSbCucbfHNvTO546OOfuBO4EaDhjsXqL82TE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\nTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xf048710>"
+       "<matplotlib.figure.Figure at 0x15cd5fa2208>"
       ]
      },
      "metadata": {},
@@ -914,7 +914,7 @@
      "data": {
       "image/png": 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iIiIiIlLDYpUOYJZiwIPAM4EHgHOAb5jZ49192zTH3OTuZyxSfCIiIiIiIlJH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\nSUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xdfd5dd8>"
+       "<matplotlib.figure.Figure at 0x15cd6ffe400>"
       ]
      },
      "metadata": {},
@@ -931,7 +931,7 @@
      "data": {
       "image/png": 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csBhtqSxd6RyrW9pYVTVeOJeol9anaEydKQCQZhdNrmWpMF44kYd4R9jH8mFt\n5HgWs0a8LM9BLAHlQmgVb3oe3qvFIZ0PwW+2C8utDEHw+NrIyWydfB+PBz4KzKXSeDCcYKJlOMvk\nVuH6WBvZiGMkMHRPIQun4a7K7n6csH5ydfo9hEm9xh878M5om7VVrRl+57rz51vMRdPRErpJZ1MN\n91+36N5x5Q0cHx2sdTFqxjDaUxlWZHJk4g1yoWi5EDr+PXRoFnppYhafPHnWMmZt6+CyV0Nn/syZ\nG5kZpFoh044l0rUuzSy1A5uArhqXQ+pHnInJs+rhB52ZtaZehMeOkkm+oNZFkSaiiKtKNhXn8vUd\ntS6GnIU1LW2saVkOrRXNw8wgvRoy3bUuiogsEWtfDytV5+uPEeZCba91QUTOSiKWCz124mtqXRRp\nIsv7J24RERERERGRKShYFhEREREREamiYFlERERERESkioJlERERERERkSoKlkVERERERESqKFgW\nERERERERqaJgWURERERERKSKgmURERERERGRKgqWRURERERERKooWBYRERERERGpomBZRERERERE\npIqCZREREREREZEqCpZFREREREREqihYFhEREREREamiYFlERERERESkioJlERERERERkSoNESyb\nWdrMtpvZHjPrN7P7zeymGfK/3sxKZjZQsV23hEUWERERERGRBpaodQFmKQHsA14K7AVeCfytmV3u\n7runOeeH7v7iJSqfiIiIiIiINJGGaFl290F3f7e773b3srt/HXgGeH6tyyYiy0tvL+zcGfYiIiIi\n0rwaIliuZmargYuAnTNke66ZHTWzJ8xsq5k1Siu6iNSpHTvg5pvhTW8O+x07al0iEREREVksDRcs\nm1kS+BzwKXd/bJps3wUuA1YBtwC3Au+Y4TlvN7P7zOy+HjUXicgUenth2zYYGYWBgbDftk0tzCIi\nIiLNqi6CZTO728x8mu17FfliwGeAMeAt0z2fu+9y92eiLtsPA38M/MoM+e9096vd/eruzs4FfGci\n0iwOHoREcnJaIhHSRURERKT51EXXZHe/7kx5zMyA7cBq4JXuXpjLSwB2dqUTEYF166BY9a1TLIb0\nSr29IYBetw7025uIiIhI46qLluVZ+mvgEuBV7j48U0Yzuyka14yZXQxsBf5h8YsoIs2qsxO2boVM\nGvK5sN+6dXJArDHNIiIiIs2jLlqWz8TMNgJvBEaBZ0MjMwBvdPfPmdkG4BHgUnffC7wc+KSZ5YHD\nwGeB9y59yUWkmdx4I1x77dQtx5VjmhkNadu2hfxqYRYRERFpPGcMls1sBfACdz+tjcTMbgR+5O6L\nOsWNu+9hhm7UUYCcr3h8B3CDpWpqAAAXnUlEQVTHYpZJRJanzs6pg99TY5pHJ9LGxzQrWBYRERFp\nPLPphv0upl/P+LnAHy5ccUREGtNsxzSLiIiISGOYTbB8M/DxaY7dCfynhSuOiEhjms2YZhERERGZ\nWW8v7NxZH8tzzmbM8hp3PzrNseOE2alFRJa9mcY0i4iIiMjMduwIc74kkqHH3tat4f6qVmbTstxr\nZs+Z5thFwIkFLI+ISEPr7IQtWxQoi4iIiMxF5WSpAwNhv21bbVuYZxMsfwX4kJllKxOjxx8E/m4x\nCiYiIiIiIgunnrq3ilQ7NVlqhfHJUmtlNt2wtwLfAXaZ2Q7gELAW+HlgH/BHi1c8ERERERGZr3rr\n3ipSrR4nSz1jy7K79wMvIgTNGeDqaL8VeEl0XERERERE6lA9dm8VqVaPk6XOpmUZdy8AfxNtIiIi\nIiLSIE51bx2dSBvv3qo5NqSe1NtkqWdsWTaz41WP/3LxiiMiIiIiIgupHru3ikynniZLnc0EX1XD\nrHntYhREREREREQWXj12bxVpBLPphu1Vj20xCiIiIiIiIouj3rq3ijSC2QTLZmbnMREkVz/G3Xct\nRuFERERERGRhdHYqSBaZi9kEyzngKSa3KD9d8bcD8YUslIiIiIiIiEgtnTFYdvfZjGsWERERERER\naRoKhEVERERkSfX2ws6dWudXROrbrIJlM3u1mf1PM7vdzJJVxz66OEUTERERkWazYwfcfDO86c1h\nv2NHrUskIjK12ayzfAfw/ujhbwE/NrO1FVl+YzEKJiIiIiLNpbcXtm2DkVEYGAj7bdvUwiwi9Wk2\nLcu/DbzC3f9fd38e8FXge2a2MTqupaSmoS5GIiIiIhMOHoREcnJaIhHSRUTqzWyC5W7CbNgAuPsf\nAR8E7jGz53D6OsyLwszuNrMRMxuItsdnyGtm9mdmdiza3m9mSxrUq4uRiIiIyGTr1kGxMDmtWAzp\nIiL1ZjbB8h7gisoEd/8r4N3A3UB6wUs1vbe4ez7anjNDvtuBXwSuJJT9ZuCNS1FAUBcjERERkal0\ndsLWrZBJQz4X9lu3au1fEalPs1ln+VPA9cADlYnu/gkzGwW2LUbB5ul1wAfcfT+AmX0AeAPwsaV4\n8VNdjEYn0sa7GOliICIiIsvZjTfCtdeG+6J163RvJCL164wty+7+5+7+59Mc+5y7b174Yk3rfWZ2\n1My+b2bXzZBvC/BgxeMHo7QpRbN832dm9/UsQPOvuhiJiIiITK+zE7ZsUaAs9UXzDUm1Wa+zbGab\np9nWm9lSrNf8u8BmYD1wJ/A1Mzt/mrx5oK/icR+Qn27csrvf6e5Xu/vV3Qvwra0uRiIyG7ooi4iI\n1AfNNyRTmU037HFPMTGZlzF5Yq+ymX0VeJO7H55rIczsbuCl0xz+vru/2N1/VJH2KTO7FXgl8OEp\nzhkA2ioetwED7r4kk5GBuhiJyMx27AhzGSSSoSfK1q3he0NERESWVuV8Q+PDKLdtC/fyuodf3ubS\nIvwG4HPARUAGeA7wWeBNwOWEwPsjZ1MId7/O3W2a7cXTncb0y1btJEzuNe7KKG1JqYuRiExFkwCK\niIjUDy1pJtOZS8vye4AL3H0kevyUmf028IS7f9zMXg88udAFBDCzDuBa4N+AIvCrwM8B/22aUz4N\nvM3M/okQVL+dqVugRUSWnCYBFBERqR+ab0imM5eW5RiwqSptAxCP/h5gbsH3XCSBPwF6gKPA7wC/\n6O6PA5jZS8xsoCL/x4GvAQ8DPwP+MUoTEak5XZRFRETqh+YbkunMJbj9S+A7Zva/gH3AOcB/jdIB\nfgH44cIWL3D3HuCaGY7fQ5jUa/yxA++MNmlAPT2wezds2gTd3bUujcjCGr8ob9sWWpSLRV2URZpJ\nb6/mLBFpNJpvSKYy62DZ3d9vZg8B/xl4HnAIuM3dd0TH/x74+0UppSwrd90Ft90GqRSMjcH27XDr\nrbUulcjC0kVZpDlp8j6RxtXZqeuxTDanbtNRYKyJ1GXR9PSEQHl4OGwQHl9/vVqYpfnooizSXDSj\nrohIc5nLOstJM3uPme0ys5Fo/x4zSy1mAWV52b07tChXSiZDuoiISD3TjLoiIs1lLi3L7wdeAPwW\nsAfYCGwlrGH81oUvmixHmzaFrteVCoWQLiIiUs80eZ+ISHOZy2zY/xn4j+7+TXd/3N2/CfwS8OrF\nKVpz6u2FnTu1nup0urvDGOVsFtrawn77dnXBFhGR+qcZdUVEmstcWpZtjulSRZN+zM6tt4YxypoN\nW0REGo0m7xMRaR5zCZa/CHzNzN4D7CV0w35XlC5noEk/5qa7W0GyiMhy16hLMGnyPhGR5jCXbtjv\nBL4FfAT4CfBh4F+BdyxCuZqOJv0QWR401EJkYezYATffDG96c9jv0FocIiKyxGZsWTazl1Ul3R1t\nBniU9mLgOwtdsGajST+k3vX0qOv7fGmohcjCUG8sERGph95FZ+qGvX2a9PFAeTxo3rxgJWpS45N+\nbNsWWpSLRU36IfXjrrvCetapVJiNfPv2MHZcZk839yIL51RvrNGJtPHeWKpPIiLNr14aIGYMlt39\nvKUqyHKgST+kHvX0hEB5eDhsEB5ff71amOdCN/ciC0e9sURElq96aoCYy5hlWQCdnbBli26eG1lP\nD9x7b9g3g927Q4typWQypDfbe11MurkXWThagklEZPmqp7meFCyLzMFdd8HGjXDDDWF/1121LtH8\nbdoUul5XKhTgpz9tvve6mHRzL7KwbrwRvv51+OhHw17j/0VElod6aoBQsCwyS5Xdlfv6wv622xq/\n1bW7O4xRzmahrS3sP/hBeOtbm++9Ljbd3IssLPXGEhFZfuqpAWIu6yyLLGvj3ZXHx/XCRHflhRjb\nW8vZqG+9NYxRHn/9xX6vzUzrq4qIiIjMT73M9aRgWWSWpuuuvGnT/J+7Hmaj7u6eHAgv1nsVERER\nETmTemiAUDdskVmaqrvy9u3zb2mtx+7di/VeRUREREQaRcO0LJvZQFVSFviou//OFHlfT1gjuqIT\nKTe7+92LVkBZFqq7Ky9E8FivXZ4X472KiIiIiDSKhgmW3T0//reZ5YDDwBdnOOWH7v7iRS+YLDvV\n3ZXnazG7d8/XQr/XRtHbW/sxMiIiIktN1z+RyRq1G/avAEeAe2pdEJH5Upfn+rJjB9x8M7zpzWH/\npS/Bzp3hBkJERKRZVV//duyodYlEaq9hWparvA74tLv7DHmea2ZHgePAZ4D3uXtxqoxmdjtwO8CG\nNWsWuqwiZ6Quz/Whtxe2bYORUWA0pL33fZBrgVIpLFug5aBERKTZTHX927YtzEasFmZZzhquZdnM\nNgAvBT41Q7bvApcBq4BbgFuBd0yX2d3vdPer3f3qbn0jSI10d8M11yhQrqWDByGRPD19cCjcQGzb\nphZmERFpPlNd/xKJkC6ynNVFsGxmd5uZT7N9ryr7a4Hvufsz0z2fu+9y92fcvezuDwN/TOi6LSIy\nrXXroFiY/rhuHEREpBlNdf0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       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe2df4a8>"
+       "<matplotlib.figure.Figure at 0x15cd7103e10>"
       ]
      },
      "metadata": {},
@@ -948,7 +948,7 @@
      "data": {
       "image/png": 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zomPjvICLZFbk/35KvLu9P2AxGxi8RDQEUsZJJETsV/85cMi2+frn6WuhMRnG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\nbAAAAGjyBdwa4hXaLWtIAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xdf52d68>"
+       "<matplotlib.figure.Figure at 0x15cd6fabc18>"
       ]
      },
      "metadata": {},
@@ -965,7 +965,7 @@
      "data": {
       "image/png": 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mlpVKWbkkSZrevAmWgUeB3wI+VH8gIlYBnwS2AyuAW4G/meZau4B/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\nBsuSJEmSJNX5/wHAS+KrvGE5LgAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe144eb8>"
+       "<matplotlib.figure.Figure at 0x15cd71414a8>"
       ]
      },
      "metadata": {},
@@ -982,7 +982,7 @@
      "data": {
       "image/png": 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StNBMDJ+dWEwJjgyftTdPMzGbC8i1tfnfnyTNo+kMw24nWw0bgJTSe4A/Ar4e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\nSZIkSWUMliVJkiRJKmOwLEmSJElSmf8fBIRLOEpcDpEAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe13c0f0>"
+       "<matplotlib.figure.Figure at 0x15cd71d0550>"
       ]
      },
      "metadata": {},
@@ -999,7 +999,7 @@
      "data": {
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GH0ejx8qaF1eP8olyzlEIC1GPcBD1DqcLSVJ+ioyfIRfmcM4dNQwHbvzr53hV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\nAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe1bdf60>"
+       "<matplotlib.figure.Figure at 0x15cd7245a20>"
       ]
      },
      "metadata": {},
@@ -1016,7 +1016,7 @@
      "data": {
       "image/png": 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R7y7jzZcvHbJfbYVquUQAwpVDr7IDRKpyPxB7Tm4QGz8aoWLZIpbf8kdsfO8/0/LTX9P0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\nSZLUY7IsSZIkSVLPn+XNKF2Mppj8AAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe7cec50>"
+       "<matplotlib.figure.Figure at 0x15cd732a550>"
       ]
      },
      "metadata": {},
@@ -1033,7 +1033,7 @@
      "data": {
       "image/png": 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IVZoVdRcsR0QT8Eng4ymlB8dp9k3gcmA18CpgI/C7E1zzjRGxLSK2dbmaoCTp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\n6kweAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe584198>"
+       "<matplotlib.figure.Figure at 0x15cd73c8da0>"
       ]
      },
      "metadata": {},
@@ -1050,7 +1050,7 @@
      "data": {
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QHhj3/91sUbAsMkcd/Nn1ZHbtpvUNrxvTl3nggYc4cN2Px903e+AAnDS26V+mO0wZENOI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\n17EAAAAAwCB/6/1jKIsAGFkGAACACU+UGWNKb631AAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe2aecc0>"
+       "<matplotlib.figure.Figure at 0x15cd72a4080>"
       ]
      },
      "metadata": {},
@@ -1067,7 +1067,7 @@
      "data": {
       "image/png": 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LRw4TSo+eONcVC7iBI1jLsWFqmdu/CuEwTR/8PKHFy0bVH7jlH2HrY+P+HnekZ9zyYlA+\nEkclQouWYMlG3EAfhX3PEj75tIqPlZmh9YammZmxNBzl2kQzf9Hsd8l4KDswpt7WXJbiOBN//Trn\nJ0PLS8Yfj6yt/JJYkivjjWO2S6J+y8+mIU2oU8tWtJzCqqWXM5jLcHvXjzmcnfjfa+/AvjFlRVfk\nuWBMclt8/KeY48kWgu574/z/JnOfmWGJNkLpFxI+/QYAir1ju4S5gd1+Yl1e3r/L/5yEJhISqRnR\n4AY6++Txv9u1dJTMU6HlZwCQHyfJzf/mCSiMPjeK+/cQWrxsTKLsikXyv9k84e8pHtpP4cBzY3/H\nU4/6cZx8esUxu0IBNxTMS6D7tpqgZHka7MoP010Y2y2jt+ifhOOtgfxcIcdPypLbh7IDbMkN0R4K\nc2bE78K1NTfE7kKOjlCEdzW187bG9JjtpqZFtHlhfp0bYm9+eMzvktpxWtMyrj35CoYKWb6/48cc\nGjo8br3dg/vY0ffsqLInDm3lSK6fjob2MeOVJ1IoFtjcsxUYfxy0zE0u043Ljl2j0eX91mMbZ+Iv\nsj0UDzwyqqh4eBuu/1mItfjjoEWkNkRX+OOiC90w9IvRY5pHuBxkN8PwU7Mfn0gNiF12LQBDP9xA\nceDYPbfLDZP5zpfH1Pfa2ins30Px8LGeeM45hu64leLeHRP/omKRzG3rccVjQygL3XvJ/uR2CIWI\nvvjqimPO3nU7FPJYqolQR2fFx8nMUTfsabB5OMM3Bg5yRjjG4nCUJgtxqJjn4eEBDHhlQ/OYY86L\nJPhG/0EeHR5kWSh2dJ3lCMbbUumjk3/dlfFP7qsmWRrKM+OKeCPfHexh01AfazTRV03rbFzK6pOv\n5L923c33d9zJq5ZfPaaleHlqCf+16246m06mOdLIwWwPO/v3EAtFuWLx2GULYPTSUQCD+Qw7+/cw\nkB+kKZLiorZzZvTvktpR7NtJcfddWHIJxBdg4QbccB+udxtgeIvG/j9kjZ0Ud/8P7sgzWGLR0XWW\nsTChZa8Yd/IvEakSC0PDyyBzH+R2QG4PhNvBCx6kFvsgvx/IQfyFk36UyFwVPv1sYi9/Ddmf3s6R\nD91I9KIrjq6zbA0prHn0EMn4qt9l8NbPcuQjf0T0osshFCa/bTOFvTuJnP9ico/+fNzfE1p6KoVn\nttD3sT8mvPIiXGaA3IP/gxvsJ3HD2wgt6hhzzJilozKDFHZu81vBzaPh/3s3FlaaVgv0rzANzo0m\neEWxmadyGR7ODpBxRVq8MOdEGljd0MyKyNiJPk6LxHhtspXbBnr48ZDfArQykuD3kq2cGtQfLBb5\nZXaAMBx3HeUr4418b7CHe4b6+L3kgnGXq5LacXKqg+uW/RYbd23ijq47eeXyl7MocewhxylNJ7Oy\n9XQePrCZnX278czjlMaTuXTRBbTEmsb9zPKlo8IWojnayJktp3D+wpXEQlpabL7wmjph+CJ/Fuve\nbbjCMESSWNNyvPTFeKklY46x5GK8xZdR3HMvxe5HAIc1LsNbfDlecuwsnyJSZV4CGl4O+Wf9hLlw\nEPJ7APPHNUeW+ktPhbV0oMxfiTe+C699Kdm7vk/27h9hyUaiF76UxPX/iyMfeeeourErXwXhKNk7\nv0P2vh9j0Rjh088h+Zb3MfzwPRMmy9aQIvWnf0fm219k+L7/wmUGCXUsJ37tDUQvffm4x4xZOioU\nxppaiFxyFfFrXkf4lDOn7b+BPD823hi1+ezilSvdg7fccvyKJ+jXwxk+3ruX6xta+N2ySb/mpO5u\nWL262lHUjS2Hn2bTnp9zVceLeUHLHJvUYeNGSKerHYWUGVniyTvpJYQWv7Ta4chU6TtWRKRqet5+\nLeEV59H4/k9XOxSZAjN7yDl3cSV1NWZZREREREREpIySZREREREREZEySpZFREREREREymiCr1l2\nVjTBLelTqx2G1KgXtJw298YqS03zGpfhXfi+aochIiJSd1q/+N/VDkFmmFqWRURERERERMooWRYR\nEREREREpo2RZREREREREpIzGLJfpGcrwra1PVDuMCbXE4rTG4jTHE7TE4rRE40RCoWqHVTMeO7iF\n/ZmD1Q5jRnlmNEcbaYwkSUWSNEaSJCMNeFa7z74Kj92Be/Q/oSVV7VBEJpdowUsugEQLlmyFeDMW\njlQ7qunncjD0K3CFakci8515YI0QSoIlwWsAi4NZtSOrK9m7f0Ru62PVDkPqiGFYWzuhtpPwFrbj\nLVyE15rGItFqh1ZTlCyXyeRzPHbguWqHMamI5+GZ4RzkiwUioRCN0RitsQRtiQYWxBtojSVojsVp\nicWJh+fPP/ND3Y+TLQ5XO4xZEbYwnhlFV6TgisRCURrCCZqiKVqjzTRFU6MS6pBXvYcqxYdvg71d\n0B+rWgwilSqEImAhcEUo5CEcgXgT1tAKjW1Ysg1raMESLdDQgkXi1Q556gq9kNsBKFmWWmBAKHgt\nAA4sBtYAXgq8JvCCRNpLgiX8JFuOyvzw67hD3dUOQ+pRNA4hD4pFyA1jsQTWshCv7SRCi5cRSnf4\niXSQUFssUe2IZ9X8yaLmkFyxOOp9tlAgmxnkQGaQ3xw+SNgzQng4IO8KhMwjFYnSEovTlkiyMNFA\nSzROS9A63RCOYHqCW3fyLg/u2PuhQpahQpZD2cN08SxhC+GZR9E5Cq5AxAvTEE7QGE3RGm2iKWid\nHkmoo6E52HomciIKOSB37H0+C/3duP5u2L8V54XBCwEO8nn/53jKT6ZTbViqDUu0YMkWSLRANFmj\n37EeM5Usdx+I0bUjSefyAdJt2Rn5HTKXOCBfVjTkb8VDQUEYP5kuBlsEvERZMl3aOq1edyIVGR4a\n9dZlBnCZAYp7d5J//JcQifoPjYtFyGUhEsVravWT6faleO1LS5LpdqwhVaPXvBNTd8mymS0A1gPX\nAgeADzjnvjFOPQM+CbwtKFoP/IVzzpXXnWvyRUe+5Aao6Ir0ZIfoyQ7xzJHDhMwIeR7mIO/8xDsZ\nJNML4gnaEklaY0E371icVDSGN4f+p58v8q4wqovlcDHH8HCOw8NH2MUeQkEyDY580X+o0hBOkIok\naYk10RxtpCmSOtoyHQtF59SXn8gJK+b97ej7Igz24AZ74MB2nIUgFFxeC0G9WNLv2j2STCdbINGK\nNbRAvBGbQ61kG761jLXvvoRopMhwzmP9537Jmht2Hd2vRFpOTFkyzTAUh6HYC+zGb5n2r2n+Q6Aw\neHGwFIQa/aTaSlun9YBYpCK5YX8bkR2i2L2XYvdennt4OzszS1jWeoi2xBG/nhnW1Iq3IH00mfa7\nevsJtTW11tX9ZN0ly8DngWGgHbgA+KGZPeqc21xW70bgtcD5+N+cPwa2A1+YxVhrUsE5CoXRrQlH\nhrMcGc6ys68XDwh7Icz8ukVXJBGO0ByNsSDeQDqRpDWeoCXqj51uisYIe3PnRm++KLgChZJkOu8K\nHMn1cyTXz57BfXh4hDwPsKP1EqG4n0xHG2mJNtEYPdbNuyGcqKsvP5EZ4wqQL2uxHToCQ0dwPTtx\neBAOWsmKRSgWIJqARLPfxbuxzW+lbgiS6UQT5tXH5br7QIy1776ETCZMJuOXrb3pRay6aj/ptuxx\nE+mJPlPJtRxfgdE9JXJQzAF9UNiLn0gHPUIo+O8tHrRINwbbSKt0EiyqcdMik/j2tqv403veS8TL\nkyuG+ezL/oHXnbYJAHdoP4VD+yls2wyhkN86beb3xioUsFQT3oI03qIlhE46Ga8kmfZa2rAamo+p\nPq6+ATNLAq8DznHO9QP3mtn3gT8A/rKs+h8Cf++cezY49u+Bt6Nk+biKwHBx9I3eQC7HQC7HnoF+\nDH/ctJnhnCNXLBIPh2mMxlgQT5COB8l0LE5HbphkVf4Keb6KFCmWdfkfyA8ykB9kX6YbwwhbCDOj\n4IoUXZF4KEYy0kBzkEyPjJtuNa++vmxEZlQR8mVzKwwPwPAArncPDoNQxL+xcM7vFh6J++Omkwsg\nlcZLBZOQ5aLU0u18144k0UjxaKIMEIkU6drhXwkmS6THcyLJtcj4RrpvjyiAG4DCABT24yfTXkld\n/HHTXoM/AZnXCKGUP4463DarkYvUmgOZZv70nveSKcTJBCnDn9z9Xq7seIS2RO/oyoUCFDKjityR\nHgpHeih0bSVnHkRj4Hl+b6x8zu/K3dJGKH0S3knLCKUX4y1sJ7T8DLxk4yz9lb56u39dARScc1tL\nyh4Frhyn7tnBvtJ6Z4/3oWZ2I35LNE2tLdMT6RzmgOGyJCqTz5PN59k/OMAWDgB+Qn190yLOrUKM\nMvMcjlzZuOlMYYihQpYDQ4eOlsW8KK+MJWitQowi9clBoSyZzmUgl8X17QN+7befhaJ4S6+gdp6/\nQ+fyAYZzo3sa5XIencsHJk2kx0uWj9dKLTK9ypNpwGWCm/ySVTYsAY2vns3ARGrOzv52Il7+aKIM\nEPYK7OxvH5ssH48rQrYsme4/ghvop/jsduA+vzCeILn2L4hecNnzC36K6i1ZTgHl/wK9wHiPGMrr\n9gIpM7PyccvOuZuBmwE6li2d82OaT1TY8wiNzMLtCoQtRCrqj3VOJ5IsjDcE45wTtMTjxENh7MCB\naoct06x8Fu6IFyYZbqApmjo61jlVMnFYxAuT+/kPqx22SO3zIv6T9ZGJw0Jhf+KwRCs0pv0u2slj\ns3ATSdTcd2y6Lcv6z/2StTe9iEikSC5oDR5JbidKpMcz1eRa5MSUTRxmUT8hLp847Ogs3LX0eEqk\nOpal9pErjk4j88UQy1L7Kv+QaMy/zo1MHBaN4TUv8CcOO+lkvEVLjnbNDi1oxxqq01e13pLlfqCp\nrKwJ6KugbhPQPx8m+DpR0ZKu1flikWgoTFM0Rks8QfroklRxmmNxmqNxYvNoSar5woCwF8Y41rU6\nFoqSCjfQFG2kJXasa/XI+s4h3TiIVCYULelanYdwzJ/cKzmSDC/AEq3BeOVmLFyfS62tuWEXq67a\nP2ac8fES6XKTtVJLbaq98eXjLUkVD5akGulanQzeJ4N9moNF5HjaEr189mX/wJ/c/V7CXoF8McRn\nX/YPx1qVzYKu1SG/G3Z+GEsksZaFhNoW4y0+efSSVAsWYdHavObVW7azFQib2RnOud8EZecD5ZN7\nEZSdD/zyOPXmhWOTdh1rEYyHjk3a5a/PnKA5aBVujsY1adcc5GGEvFCQDBdwzhEPx2mMJI+OMz42\naVeKhnA8mDFbRCbn+U/IrWzSrngTllwIjWm8ZKu/LnOi1Z/MK1Rvl+DKpduy4yZLEyXSE33GVJJr\nqa7qjC8vHWdcOmlXQ9mkXUFCbDFN2iUyHTyP1539C6487R3s7FnAsoa9pNuKeAvOwEt3EFo8MmmX\nnwh7rWmsThvZ6ipq59yAmX0H+IiZvQ1/NuzXAON1Xv8a8F4z+xH+qMo/B/5p1oKdZZ4RTLbkLwfl\nnCMVidIUjbMw4SfDLbHE0SWhGrUc1JwUMo+QhXA4CsUCZh4N4ZEZrIPloKLHloOKh2KawVqkEub5\nk26Bnwi7IsRSEG/GUguxVNpvIR5ZXznWhOmB47gmSqTHM5XkWqpn5saXly8HFQq6SAczWIcaj7UK\new1+F2oRef5CYX8Ga4B8DpzDmlrwFiwitGgJ3kknE2prp3FhO6eNLAc1R695dZUsB94FfBnYjz/j\nwh855zab2RXAfzrnUkG9fwVOBR4P3n8pKJuUmRGr4af9zjnyroBnRiocozkeJx1vYGGQDI+0Cqci\n83NN3JDnEcHvRjyXuWBt5LAXoiGcoDGSonWc8cKxUI3cOHhhvwtqOF7tSESOI5h92jyIpfylm1Jp\nf23khpGW4RaIJev7O9Y8/ORj7Fqz3QeiJcnp8Jj9sy3dViTdNjLaSmvj1qKuHc1EI65sfLmja0cz\n6baeCj5hZHKtCHgjyXBTMG54pJt0A1jt3p9Vm4WjuFgimPdApBLOHxY0PAzhMF5Tq98SfNJSf33k\nhe1+N+kF7ViqadxrXnc3dP0GOjshnZ79v2A2mIbwjnbumSvcd/65VhugjVQkSkssQaJeujJ0d8Pq\n1bP26w5nj9CXm9vj2QwjFWkgFWkgXCdrr7rDu3F33A4LF1Q7FJFJWSwFyVYsUicPdp7Pd2y+m9Hr\n0sKGf4+z9kY/8RnOGeu/2MuaNww9/zhlVnV3G11dITo7C6TTM3+f191tLD9tEZnMsZvpRMKx4+n9\nFfx+L0iEGzRe+HkodO+luH+1CNRhAAAbRklEQVR3tcOQemLmT6i1sB2LN0z58A0bYO1aiEb9fHv9\nelizZgbinAFm9pBz7uKK6ipZHu3ilSvdg7fcUu0w5o5ZTpalhm3cOHcfO4pUyzR+x3Z3w/LljGod\nTCRgxw6duvWkWjewI783EoFcrr5unEVkaur9ejGVZFmP8ERERISuLj/BKhWJ+OXj6e6GBx7wX6U2\ndHf7CWsmA729/uvatbPzb7RmjX+jfOed/qsSZZG5a6rXi3qmZFlERETo7PRbIkvlcn55uQ0b/FaF\na67xXzdsmI0I5XiqfQObTsMll9RHy5KInLipXC/qnZJlERERIZ32WyFLrV07NvGpZuulTG4+3cCK\nSPWk0/5Qi0QCmpr81/Xr5+aDMiXLIiIiQne3f7NTav36sUlwtVsvZWLz6QZWRKprvgy9qI+pdEVE\nRGRGjSTBo5f/8ctLky21Xta2NWtg1Sr/320uL+ciItWXTs/97xi1LIuIiEjFSbBaL2ufxg7LXKGJ\nBKXalCyLTMFsfWnr4iAis20qSfB86X4nItWjiQSlFihZFqnQbH1p6+IgItUylSRYrZciMlM0kaDU\nCiXLIhWYrS9tXRxEpNqUBItItWkiQakVSpZFKjBbX9q6OIiIiMh8p4kEpVYoWRapwGx9aeviICIi\nIvOdJhKUWqFkWaQCs/WlrYuDiIiIiCYSlNqgdZZFKjRba1dqjUwRERGR+bGOr9Q2JcsiUzBbX9q6\nOIjMvp4e2LMHOjqgtbXa0YiIiEi1qRu2iIjMexs3wqteBe/6Y/9148ZqRyQiIiLVpmRZRETmtZ4e\n+OhHYSgL/f3+60c/6peLVKK7Gx54QMv8iYjMNXWRLJtZzMzWm9kOM+szs0fM7LpJ6r/FzApm1l+y\nXTWLIYuISJ3YswfCkdFl4bBfLnI8GzbA8uVwzTX+64YN1Y6oOvTAQETmorpIlvHHVu8CrgSagXXA\nf5hZ5yTH3O+cS5Vsm2Y8ShERqTsdHZDPjS7L5/1ykcl0d8PatZDJQG+v/7p27fxLGPXAQETmqrpI\nlp1zA865DzvnupxzRefcD4BngIuqHZuIiNS31lZYtw7iMUgl/dd16zTJlxxfV9fUyuciPTAQqT3q\n6TF96nI2bDNrB1YAmyepdqGZHQAOAbcAn3DO5WcjPhERqS+rV8Oll2o2bJmaVMpPDktlMn75fNHV\nBdHo6P8OkYhfrlUdRGbfhg3+A6toFIaHYf16rVH9fNRFy3IpM4sAXwe+6pzbMkG1u4FzgEXA64A1\nwPsn+cwbzexBM3uwWzO6iIjMS62tcPbZSpSlcv39kEiMLovH/fL5orPTvyEvlcv55SIyu9TTY/rV\nRLJsZpvMzE2w3VtSz8NvJR4Gbpro85xz251zzwRdth8HPgLcMEn9m51zFzvnLk7rLklEREQqMF5C\naDa/EsV02m+5SiSgqcl/Xb9ercoi1TDS06PUSE8POTE10Q3bOXfV8eqYmQHrgXbgt51zueMcMupX\nAHZi0YmIiIiMNZIorl3r35DmcvMzUVyzBlat8m/IOzvn398vUivU02P61USyXKF/Ac4CVjnnMpNV\nDJaVetg5t8/MXoA/e/a3ZiFGERERmUeUKPrS6fn7t4vUCj3Am351kSyb2XLgHUAWeM5vZAbgHc65\nr5vZMuBJYKVzbidwNfAVM0sB+4BbgY/PfuQiIiIy1ylRFJFaoQd40+u4ybKZLQBe5JzbOM6+1cAv\nnHMzOiuWc24Hk3SjDhLkVMn79wHvm8mYREREREREao0e4E2fSib4+iATr2d8IfDX0xeOiIiIiIiI\nSPVVkiy/CvjXCfbdDLxm+sIRERERERERqb5KkuWTnHMHJth3CH92ahEREREREZE5o5JkucfMzpxg\n3wrg8DTGIyIiIiIiIlJ1lSTL3wU+a2aJ0sLg/WeAb89EYCIiIiIiIiLVUsnSUeuAnwLbzWwjsBdY\nDLwC2AV8aObCExEREREREZl9x21Zds71AZfhJ81x4OLgdR1wRbBfREREREREZM6opGUZ51wO+FKw\niYiIiIiIiMxpx21ZNrNDZe//cebCEREREREREam+Sib4ipS9f/NMBCIiIiIiIiJSKypJll3Ze5uJ\nQERERERERERqRSVjls3MTuFYklz+Hufc9pkITkRERERERKQaKkmWk8A2RrcoP13yswNC0xmUSLV1\nd0NXF3R2Qjpd7WhERERERGS2VbJ0lOecCwWv421KlGVO2bABli+Ha67xXzdsqHZEIiIiIiIy2yoZ\nsywyb3R3w9q1kMlAb6//unatXy4iIiIiIvNHRcmymb3ezP6vmd1oZpGyff88M6GJzL6uLohGR5dF\nIn65iIiIiMyO7m544AE1WEh1VbLO8vuATwVv3wn80swWl1T5/ZkITKQaOjtheHh0WS7nl893umiJ\niIjIbNCQOKkVlbQs/xFwrXPuT51zLwS+D9xrZsuD/VpKSuaMdBrWr4dEApqa/Nf16zXJly5aIiIi\nMhs0JE5qSSXJchp/NmwAnHMfAj4D3GNmZzJ2HeYZYWabzGzIzPqD7alJ6pqZ/R8zOxhsnzIzJfVS\nkTVrYMcOuPNO/3XNmmpHVF26aImIiMhs0ZA4qSWVLB21AzgP+NVIgXPuc2Y2CGwCYjMT2rhucs59\nqYJ6NwKvBc7HT+Z/DGwHvjCDsckckk6rNXnEyEUrkzlWNnLR0n8jERERmU4aEie1pJKW5a8Cq8oL\nnXNfBt4H7J7uoKbBHwJ/75x71jm3G/h74C3VDUmkPumiJSIiIrNFQ+KkllSyzvKnnXOfnmDf151z\np05/WBP6hJkdMLOfmdlVk9Q7G3i05P2jQdm4glm+HzSzB7t7eqYpVJG5QRctERGR+lLvk3JqSJzU\nikq6YQNgZhMlxVlgr3OuOD0hTegvgCeBYeCNwB1mdoFz7ulx6qaA3pL3vUDKzMw5N2aMtXPuZuBm\ngItXrpyVMdgi9WTNGli1yu963dmpRFlERKRWbdjgzy0Sjfo9w9avr89kU0PipBZUtM5yYBvwm2Ar\n/XknkDWz28ys/USCCCbvchNs9wI4537hnOtzzmWdc18Ffgb89gQf2Q80lbxvAvrHS5RFpDLpNFxy\niS5cIiIitUqTcopMr6kky28Hvg6sAOLAmcCtwLuAc/FbqT9/IkE4565yztkE2+UTHcbEy1Ztxp/c\na8T5QZmIiIiIyJykmaRFplfF3bCBvwVOd84NBe+3mdkfAVudc/9qZm/Bb2medmbWAlwK/A+QB94A\nvAz4swkO+RrwXjP7EX5S/efAP81EbCIic1lPD+zZAx0d0Npa7WhERGQympRTZHpNpWXZAzrLypYB\noeDnfqaWfE9FBPgY0A0cAN4NvNY59xSAmV1hZv0l9f8VuAN4HHgC+GFQJiIiFdq4EV71KnjXH/uv\nGzdWOyIREZmMJuUUmV5TSW7/Efipmf0bsAtYCrw1KAd4JXD/9Ibnc851A5dMsv8e/Em9Rt474H8H\nm4iITFFPD3z0ozCUxZ/GEf/9pZeqhVlEpJZpUk6R6VNxsuyc+5SZPQb8HvBCYC+w1jm3Mdj/PeB7\nMxKliIjMqj17IBzhaKIMEA775UqWRURqm2aSFpkeU+o2HSTG6ognIjLHdXRAPje6LJ/3y0VERETm\ng4rHLJtZxMz+1sy2m9lQ8Pq3ZhY9/tEiIlJPWlth3TqIxyCV9F/XrVOrsoiIiMwfU2lZ/hTwIuCd\nwA5gObAOfw3j90x/aCIiUk2rV/tjlDUbtoiIiMxHU0mWfw843zl3MHj/lJk9DDyKkmURkTmptVVJ\nsoiIiMxPU1k6yqZYLiIiIiIiIlKXppIsfwu4w8xeYWZnmdlq/NmvvzUzoYlIpbq74YEH/FcRERER\nEXn+ppIs/2/gTuDzwEPAPwF3Ae+fgbhEpEIbNsDy5XDNNf7rhg3VjkhEREREpP5NOmbZzF5eVrQp\n2AxwQdnlwE+nOzAROb7ubli7FjIZfwP//apVWl9RREREROT5ON4EX+snKB9JlEeS5lOnLSIRqVhX\nF0SjxxJlgEjEL1eyLCIiIiJy4iZNlp1zp8xWICIydZ2dMDw8uiyX88tFREREROTETWXMsswjPT2w\nebP/KrUrnYb16yGRgKYm/3X9erUqi4iIiIg8X1NZZ1nmiY0b4aMfhXAE8jlYtw5Wr35+n9nd7XcN\n7uxUIjfd1qzxxyjrv6+IiIiIyPRRy7KM0tPjJ8pDWejv918/+tHn18Ks2ZpnXjoNl1yiRFlERERE\nZLooWZZR9uzxW5RLhcN++Yk43HtstubeXv917VqtBywiIiIix9fdDQ88oHtHqQ4lyzJKR4ff9bpU\nPu+Xn4h9z/mzNZcama1ZX34iIiIiMhH1TpRqU7Iso7S2+mOU4zFIJf3Xdev88hPRfhJks6PLcjl4\n+GF9+YmIiIjI+Lq71TtRqq9uJvgys/6yogTwz865d49T9y34a0SXrD7Lq5xzm2YswDlk9Wq49FK/\n63VHx4knygCPPALF4rH3kQh85jPwnvf4X3oj6wOvXetPUqUxtyLyfPT0TM93l4iIVFdXl987MVNy\nNz/SO1H3izJb6iZZds6lRn42sySwD/jWJIfc75y7fMYDm6NaW5//jWZPD/zjZ0avAxwOwymn6MtP\nRKbfTMzkLyIi1dHZOfoeEvzeiZ2d1YhG5qt67YZ9A7AfuKfagcjE9uzxk+NSkWDyMH35ich0momZ\n/EVEpHrSaVi/HhIJaGryX9evV8OKzK56TZb/EPiac85NUudCMztgZlvNbJ2ZTdiKbmY3mtmDZvZg\nt+6spk1Hhz85WKlcDi68UF9+IjK9pnsmfxERqb41a2DHDrjzTv91zZpqRyTzTd10wx5hZsuAK4G1\nk1S7GzgH2AGcDXwTyAOfGK+yc+5m4GaAi1eunCwBlylobYU/ew/8+LN+i3IudywpXrPGH6Pc1eW3\nKCtRFpHnY7pn8hcRkdqQTus+UaqnJlqWzWyTmbkJtnvLqr8ZuNc598xEn+ec2+6ce8Y5V3TOPQ58\nBL/rtsyy37pq4ieC6TRccom+AEXk+ZvumfxFREREaqJl2Tl31RSqvxn45FR/BWBTPEamyYk8Eezu\nVquziEzNdM7kLyIiIlITLcuVMrPLgCVMPgs2ZnadmbUHP78AWAfcPvMRynTQAvQicqJaW+Hss5Uo\ni4iIyPNXV8ky/sRe33HO9ZUWmtkyM+sPxjMDXA08ZmYDwI+A7wAfn91Q5URoAXoREREREakFNdEN\nu1LOuXdMUL4TSJW8fx/wvtmKS6aPFqAXEREREZFaUG8tyzLHaQF6ERERERGpBUqWpaZoAXoRERER\nEakFddUNW+YHrcEsIiIiIiLVpmRZapIWoBcRERERkWpSN2wRERERERGRMkqWRURERERERMooWRYR\nEREREREpo2RZREREREREpIySZREREREREZEySpZFREREREREyihZFhERERERESmjZFlERERERESk\njJJlERERERERkTJKlkVERERERETKKFkWERERERERKaNkWURERERERKSMkmURERERERGRMjWTLJvZ\nTWb2oJllzewr4+y/2sy2mNmgmd1lZssn+azOoM5gcMyqGQ1eRERERERE5pSaSZaBPcDHgC+X7zCz\nNuA7wDpgAfAg8M1JPmsD8AiwEPhr4Ntmlp7ugEVERERERGRuqplk2Tn3Hefc94CD4+z+XWCzc+5b\nzrkh4MPA+Wb2gvKKZrYCeCHwIedcxjl3G/A48LqZi15ERERERETmkppJlo/jbODRkTfOuQHg6aB8\nvLrbnXN9JWWPTlAXADO7MegC/mB3T880hSwiIiIiIiL1ql6S5RTQW1bWCzQ+z7oAOOduds5d7Jy7\nON3a+rwCFRERERERkfo3K8mymW0yMzfBdm8FH9EPNJWVNQF9z7OuiIiIiIiIyBizkiw7565yztkE\n2+UVfMRm4PyRN2aWBE4Lysere6qZlbYknz9BXREREREREZExaqYbtpmFzSwOhICQmcXNLBzs/i5w\njpm9LqjzN8Bjzrkt5Z/jnNsK/Ar4UPAZ1wPnAbfNzl8iIiIiIiIi9a5mkmXgg0AG+Evg94OfPwjg\nnOvGn83674Ae4FLgjSMHmtkXzOwLJZ/1RuDioO4ngRuCzxARERERERE5rvDxq8wO59yH8ZeEmmj/\nncCYpaKCfe8se98FXDVtwYmIiIiIiMi8UkstyyIiIiIiIiI1QcmyiIiIiIiISBklyyIiIiIiIiJl\nlCyLiIiIiIiIlFGyLCIiIiIiIlJGybKIiIiIiIhIGSXLIiIiIiIiImWULIuIiIiIiIiUUbIsIiIi\nIiIiUkbJsoiIiIiIiEgZJcsiIiIiIiIiZZQsi4iIiIiIiJRRsiwiIiIiIiJSRsmyiIiIiIiISBkl\nyyIiIiIiIiJlzDlX7Rhqipl1AzuqHYfMWW3AgWoHITLP6TwUqT6dhyLVN1/Pw+XOuXQlFZUsi8wi\nM3vQOXdxteMQmc90HopUn85DkerTeXh86oYtIiIiIiIiUkbJsoiIiIiIiEgZJcsis+vmagcgIjoP\nRWqAzkOR6tN5eBwasywiIiIiIiJSRi3LIiIiIiIiImWULIuIiIiIiIiUUbIsIiIiIiIiUkbJskgF\nzCxmZuvNbIeZ9ZnZI2Z2Xcn+BjP7ZzM7YGa9ZnZ3yT4zs/9jZgeD7VNmZiX7LzCzh8xsMHi9oNJj\nReaTyc5DM3uTmfWXbINm5szsomC/zkORaVDB9fD1ZvbrYN+TZvbasuPfY2bPBdfKL5tZrGRfp5nd\nFZyHW8xsVaXHiswnFZyHbzOzbcH1cKOZdZTs0/VwCpQsi1QmDOwCrgSagXXAf5hZZ7D/ZmABcFbw\n+p6SY28EXgucD5wHvAp4B4CZRYHbgVuBVuCrwO1B+aTHisxDE56HzrmvO+dSIxvwLmA78HBwrM5D\nkekx4XloZkvwz6P3Ak3A+4FvmNkiADN7BfCXwNVAJ3Aq8Lcln70BeARYCPw18G0zS1d4rMh8Mtl5\neCXwceA1+Pekz+CfWyN0PZwK55w2bdpOYAMeA14HnAkcAZomqHcfcGPJ+7XAz4OfrwV2E8xMH5Tt\nBFYf71ht2rQdOw/HKb8L+FDJe52H2rTN0FZyPbwU2F+2rxt4SfDzN4CPl+y7Gngu+HkFkAUaS/bf\nA7zzeMdq06Zt1Hn4aeDzJeUdgANOC97rejiFTS3LIifAzNrxL+yb8W8OdgB/a3437MfN7HUl1c8G\nHi15/2hQNrLvMRd84wQeK9s/0bEi81rZeVhavhx4GfC1kmKdhyIzoOw8fBD4tZm92sxCQRfsLP75\nBOOfS+1mtjDYt90511e2f7LzcORYkXmt7Dy0YDu6O3g9J3jV9XAKlCyLTJGZRYCvA191zm0BluJ/\nAfXiP727CfiqmZ0VHJIK9o3oBVLBGI/yfSP7Gys4VmTeGuc8LPVm4B7n3DMlZToPRaZZ+XnonCvg\nP6T6Bn6S/A3gHc65geCQ8c4l8M+1EzkPKdkvMi+Ncz38EfB6MzvPzBLA3+C3LDcEh+h6OAVKlkWm\nwMw84BZgGD8pBsgAOeBjzrlh59z/4HcBvTbY348/dmtEE9AfPLUr3zeyv6+CY0XmpQnOw1Jvxh9n\nVUrnocg0Gu88DCbk+hRwFRDFH0/5pZIJgsY7l8A/107kPKRkv8i8M9556Jz7CfAh4Db8no9d+OfJ\ns8Fhuh5OgZJlkQoFT83WA+34YyRzwa7HJj4K8LvEnF/y/nyOdRvdDJxX9kTuvLL9Ex0rMu9Mch6O\n7H8pfg+Pb5cdqvNQZJpMch5eANztnHvQOVd0zj0A/AIYmdV6vHNpn3PuYLDvVDNrLNs/2Xk4cqzI\nvDPZ9dA593nn3BnOuUX4SXMYeCLYrevhFChZFqncv+DPdv07zrlMSfnd+JMffMDMwsHN+lXAfwX7\nvwa818yWBFP3/znwlWDfJqAA/EmwDMBIK9lPKzhWZD6a6Dwc8YfAbWXjHkHnoch0mug8fAC4YqQl\n2cwuBK7g2EPlrwFrzWylmbUCHyQ4l5xzW4FfAR8ys7iZXY9/k37b8Y4VmafGPQ+D8+ecYJmnZfgr\ntvxf51xPUEXXw6mo9gxj2rTVwwYsxx/vMYTfBWVke1Ow/2zgfmAAeBK4vuRYw++WdijYPsXoWQYv\nBB7C7879MHBhpcdq0zaftgrOwzhwGLh6nGN1HmrTNg1bBefhTcA2/G6b24E/Lzv+vcA+/FUk/g2I\nlezrxL9ZzwBPAasqPVabtvm0TXYeAi34D6gGgOeATwChkmN1PZzCZsEfLiIiIiIiIiIBdcMWERER\nERERKaNkWURERERERKSMkmURERERERGRMkqWRURERERERMooWRYREREREREpo2RZREREREREpIyS\nZRERkXnGzL5gZusm2f9XZval2YxJRESk1midZRERkXnMzK4CbnXOLa12LCIiIrVELcsiIiIiIiIi\nZZQsi4iI1Dgz6zKzD5jZk2bWY2b/ZmbxYN/bzWybmR0ys++bWUdQbmb2GTPbb2a9ZvaYmZ0T7PuK\nmX3MzJLAfwIdZtYfbB1m9mEzu7Xk97/azDab2WEz22RmZ5XF9r7g83vN7JsjsYmIiNQzJcsiIiL1\n4U3AK4DTgBXAB83s5cAngNcDi4EdwL8H9a8FXhbUbQHeABws/UDn3ABwHbDHOZcKtj2ldcxsBbAB\n+DMgDfwIuMPMoiXVXg+sBk4BzgPeMj1/soiISPUoWRYREakPn3PO7XLOHQL+DliDn0B/2Tn3sHMu\nC3wAeImZdQI5oBF4Af4cJb92zu09gd/7BuCHzrkfO+dywKeBBHBZSZ3POuf2BLHdAVxwYn+iiIhI\n7VCyLCIiUh92lfy8A+gIth0jhc65fvzW4yXOuZ8CnwM+D+wzs5vNrOkEfm/57ygGsSwpqfNcyc+D\nQOoEfo+IiEhNUbIsIiJSH04u+XkZsCfYlo8UBmOQFwK7AZxzn3XOXQScjd8d+/3jfO7xlsUo/x0W\nxLJ76n+CiIhI/VCyLCIiUh/+2MyWmtkC4K+AbwLfAN5qZheYWQz4OPAL51yXmV1iZpeaWQQYAIaA\nwjifuw9YaGbNE/ze/wBeaWZXB5/150AWuG96/zwREZHaomRZRESkPnwD+G9ge7B9zDn3E2AdcBuw\nF3/yrzcG9ZuALwI9+N2oD+KPNx7FObcFfwKv7cFs1x1l+58Cfh/4J+AA8DvA7zjnhqf7DxQREakl\n5tzxel+JiIhINZlZF/A259yd1Y5FRERkvlDLsoiIiIiIiEgZJcsiIiIiIiIiZdQNW0RERERERKSM\nWpZFREREREREyihZFhERERERESmjZFlERERERESkjJJlERERERERkTJKlkVERERERETK/D8O+wSO\npXrWZAAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe12a7f0>"
+       "<matplotlib.figure.Figure at 0x15cd707be48>"
       ]
      },
      "metadata": {},
@@ -1084,7 +1084,7 @@
      "data": {
       "image/png": 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9DO7YR2T3IRKH+/FsjnBLExhkk2klDpNJMzNaGxppbWhkcWtxh6JAOpthaGTO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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe08a8d0>"
+       "<matplotlib.figure.Figure at 0x15cd73eac50>"
       ]
      },
      "metadata": {},
@@ -1101,7 +1101,7 @@
      "data": {
       "image/png": 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6gp7pzODM2mNcZqqMqipYDv058HVgD7AP+DN332RmFwJ3uPtgl9B1wHHAE+Hj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\n/zcKRsEoGAWjYBSgAQDPV7kHHL87VAAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xdfb3710>"
+       "<matplotlib.figure.Figure at 0x15cd7068080>"
       ]
      },
      "metadata": {},
@@ -1118,7 +1118,7 @@
      "data": {
       "image/png": 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NZN78fKJf+B9IZY4vIkA6G3THXr96Zsc7Fdl0MGa4qQ1rXQwLlwUtw+1LgmC4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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe1dfdd8>"
+       "<matplotlib.figure.Figure at 0x15cd7012198>"
       ]
      },
      "metadata": {},
@@ -1135,7 +1135,7 @@
      "data": {
       "image/png": 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zh/xzPwu8CwXLMh4OUv3Dh9AmuntJdPfS99xBWrduI1BagoVC3rzpgSiBSAkl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\nQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe4233c8>"
+       "<matplotlib.figure.Figure at 0x15cd70ab9b0>"
       ]
      },
      "metadata": {},
@@ -1152,7 +1152,7 @@
      "data": {
       "image/png": 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       "text/plain": [
-       "<matplotlib.figure.Figure at 0xdf5e470>"
+       "<matplotlib.figure.Figure at 0x15cd6fc7550>"
       ]
      },
      "metadata": {},
@@ -1169,7 +1169,7 @@
      "data": {
       "image/png": 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BiVQRsyjE5gepAPdssBVUui8noA6D6cxAuBiY5cx/HmcxsBKpqmDZ3QfN7GvA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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xdef3940>"
+       "<matplotlib.figure.Figure at 0x15cd7a8bcf8>"
       ]
      },
      "metadata": {},
@@ -1186,7 +1186,7 @@
      "data": {
       "image/png": 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eEKf7onSGYwRjCXxuF26Xi7S1xBIp0pP8Gl63izs31lFXNfMnH+lEkvCpDkKN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\nrclfOX7d8gAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe4b2588>"
+       "<matplotlib.figure.Figure at 0x15cd74dd630>"
       ]
      },
      "metadata": {},
@@ -1203,7 +1203,7 @@
      "data": {
       "image/png": 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MBXky+UNsXH7OkbnIZgmuWfsKHsh8j4O5A/z7/i+xpuM0etpWkrQUxXCK8eIYhwsZEiTo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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe53d588>"
+       "<matplotlib.figure.Figure at 0x15cd7a80898>"
       ]
      },
      "metadata": {},
@@ -1220,7 +1220,7 @@
      "data": {
       "image/png": 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z7kwsORUsO+cCZnYX8EUz+yDeaNhvBM5Nkv1HwCfN7E943VyuBW5OW2FTceut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\nQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe5de6d8>"
+       "<matplotlib.figure.Figure at 0x15cd75ac668>"
       ]
      },
      "metadata": {},
@@ -1237,7 +1237,7 @@
      "data": {
       "image/png": 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mtJR1lv/LAvs+CXxyRWu0sPdGxK8AXwd+PjNvn6fcFcBddc/vKvPmFBE3UbRG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\n/wfHiRJC2oG96AAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe4b8278>"
+       "<matplotlib.figure.Figure at 0x15cd74a2320>"
       ]
      },
      "metadata": {},
@@ -1254,7 +1254,7 @@
      "data": {
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gaUjGmfQ21NEHTV1QVw01FZN7bZl2kWiUquV1VC2vY8mfrRmU7+70NbWd3iLq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\nIiJZFCyLiIiIiIiIZPn/ARSWJIPf/vOyAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe50d0b8>"
+       "<matplotlib.figure.Figure at 0x15cd6e98dd8>"
       ]
      },
      "metadata": {},
@@ -1282,14 +1282,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "image/png": 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Yko6IiIRGSUdEREKjpCMiIqFR0hERkdAo6YiISGiUdEREJDRKOiIiEholHRER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\nrkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x9e7ca90>"
+       "<matplotlib.figure.Figure at 0x15cd718f048>"
       ]
      },
      "metadata": {},
@@ -1308,20 +1308,20 @@
     "    ax.axvspan(eg.left, eg.right, alpha=0.2, color='red')\n",
     "\n",
     "crUtils.plot_pos(g.left-wl,g.right+wr,data[data.ori!=g.ori],\"fit18\",ax=ax)\n",
-    "fig.savefig(\"figures/ycaR-kdsB.eps\",format=\"eps\")\n",
+    "#fig.savefig(\"figures/ycaR-kdsB.eps\",format=\"eps\")\n",
     "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "image/png": 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DwoUwYgSMHh0eFy4M6SK52rABhg8/PG3YsJAuMgAVscCnmY0Avg9cBEwAXgA+5+6/y1L+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\nMW91S3nB+sgAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xfcb1208>"
+       "<matplotlib.figure.Figure at 0x15cd738f8d0>"
       ]
      },
      "metadata": {},
@@ -1339,20 +1339,20 @@
     "    ax.axvspan(eg.left, eg.right, alpha=0.2, color='red')\n",
     "\n",
     "crUtils.plot_pos(g.left-wl,g.right+wr,data[data.ori!=g.ori],\"fit18\",ax=ax)\n",
-    "fig.savefig(\"figures/fldD-purB.eps\",format=\"eps\")\n",
+    "#fig.savefig(\"figures/fldD-purB.eps\",format=\"eps\")\n",
     "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "image/png": 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NQIWZWfJ1HXe/DbgNYHHlpJTR5LxjTmTJgnN4qaybF+p309DZmtTaydyJTz3Pstt/Riwa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\nIiJ5o6AjIiJ5o6AjIiJ58/8B9lgby2uwAJ4AAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xfcd0400>"
+       "<matplotlib.figure.Figure at 0x15cd725b3c8>"
       ]
      },
      "metadata": {},
@@ -1370,7 +1370,7 @@
     "    ax.axvspan(eg.left, eg.right, alpha=0.2, color='red')\n",
     "\n",
     "crUtils.plot_pos(g.left-wl,g.right+wr,data[data.ori!=g.ori],\"fit18\",ax=ax)\n",
-    "fig.savefig(\"figures/cydCD.eps\",format=\"eps\")\n",
+    "#fig.savefig(\"figures/cydCD.eps\",format=\"eps\")\n",
     "plt.show()"
    ]
   },
@@ -1383,14 +1383,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "image/png": 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o6ZRWA4zqZ14A3P0Bdy929+ICnWwWEYmEAQlgZrbazLyb6YU4NlEHjO6UNhqo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\n/X9UbUZviheZUgAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe157f98>"
+       "<matplotlib.figure.Figure at 0x15cd718f160>"
       ]
      },
      "metadata": {},
@@ -1408,7 +1408,7 @@
     "    ax.axvspan(eg.left, eg.right, alpha=0.2, color='red')\n",
     "\n",
     "crUtils.plot_pos(g.left-wl,g.right+wr,data[data.ori!=g.ori],\"fit18\",ax=ax)\n",
-    "fig.savefig(\"figures/ybeX-lnt.eps\",format=\"eps\")\n",
+    "#fig.savefig(\"figures/ybeX-lnt.eps\",format=\"eps\")\n",
     "plt.show()"
    ]
   },
@@ -1425,7 +1425,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -1434,7 +1434,7 @@
        "(17, 11)"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1459,7 +1459,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -1473,7 +1473,7 @@
      "data": {
       "image/png": 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94B2rdlNUJYgLjSmkbhlS14TUNSOJesRxq92yskwQEOy8F+J7qt2U2RGBZAuS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\nzgvKcXB5kgAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xf048358>"
+       "<matplotlib.figure.Figure at 0x15cd7df70f0>"
       ]
      },
      "metadata": {},
@@ -1490,7 +1490,7 @@
      "data": {
       "image/png": 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chaf2gh8NU7pntvWjWLIN2rqxjnVYZ1+hV7qQ6h1Pat+usmB6/gWQ/Pgk+fFJ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\naFh3daVVNwAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe16ee10>"
+       "<matplotlib.figure.Figure at 0x15cd7cb3128>"
       ]
      },
      "metadata": {},
@@ -1507,7 +1507,7 @@
      "data": {
       "image/png": 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tWXu6mpt5z97dRLz6TjbmXIAjh3M5HFmcywIZwJ3rpVKnLIjMexHlnINiEgqj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\nO0kAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe2275c0>"
+       "<matplotlib.figure.Figure at 0x15cd7c8e2b0>"
       ]
      },
      "metadata": {},
@@ -1524,7 +1524,7 @@
      "data": {
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HYwKEnDDRQIyoG/eTaTdKJBAlHIgSdApzYWp3z2F6Bo6zu/twQR5/rnKdAGCw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\nEyAUKCcUGFvb9FnrkbEDpL2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iInNBVRWsWKFEWUREZL6ZSmUZAGPMZElxEjhkrfXyE9Kk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\nP6mqh4Av4NynATRBsbcIuLyq1rdj/12bUD/dxs/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       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe7979b0>"
+       "<matplotlib.figure.Figure at 0x15cd7e8df28>"
       ]
      },
      "metadata": {},
@@ -1541,7 +1541,7 @@
      "data": {
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pZi1YAY+Pd3RuIeCpTBGReLqfs7FnyIYWXyXAWuAYH35PGJ9Tl7uE8Bg/xphK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\npAGLZUmSJEmSBiyWJUmSJEka+D8IMk/YYnXrPQAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xec65278>"
+       "<matplotlib.figure.Figure at 0x15cd7c9c048>"
       ]
      },
      "metadata": {},
@@ -1558,7 +1558,7 @@
      "data": {
       "image/png": 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EN9EqPcfb2/u5/9whTk6kua7K+9aliSr/3rlwEMBG8uAVgiB52mQMznZC3xBEh4PZrE+t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\nSZIkSRowWZYkSZIkacBkWZIkSZKkgf8C5ipnsQy4haAAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe9d3c18>"
+       "<matplotlib.figure.Figure at 0x15cd71de828>"
       ]
      },
      "metadata": {},
@@ -1575,7 +1575,7 @@
      "data": {
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E+PvbLmf3vgM839nHwf4wa+qr+Z0rt9NaUzllsPxsRy/PdoxlHav8PtY0VPMr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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe8bef98>"
+       "<matplotlib.figure.Figure at 0x15cd6ef1ba8>"
       ]
      },
      "metadata": {},
@@ -1592,7 +1592,7 @@
      "data": {
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053sZ+tnPSe9/jvh5m7noto8QXtVWNVgG6Lh8G1ff+QVOfmMfA3c/wOA9D+Gl\nMjhNMZo3n8FZv/7f2PD2nTSfVYcnNkvAe+pRgsRJQpvOJbz5vFOuG9t6CV7iOMWnHtJguZ6ZODhX\nQrAf5BC2om8nOBdhnPkd58ZEkNBrQA7bKaLkeHn7MTBtYC4DoxXT1cIy4XbMmtfYuZJTT4L4EF2L\n03mVned4Ptt2ojgbfhFJPWmrWWcPgXi26FVkFWb1KydMQ+V0vRxp2oDkj9keZj9rqz2HWqBlC07b\nRZj42fP9lRdHuANWXQ+pn0L2ScDuR9peimma736MId1vtdvNPwP558f2Y3gVdLwSYgvY63p8NaxJ\n2TmVwz54ITt11GAbiz0NRti5Al+ex5cT2IJeMULmPELmnAnTQ60kkXycrue3Uegcotg2QrE1jYQ8\nTOAQKsVoGeymOdlFyJ3HBZk6ZqoVLFrJduzYIQ8//HCtm6GUUktr3z7oXp5XhZcDkSz43wWzGRN6\n6elfoNRMJBKwc2dN/v/FTREc+xqmdRvO2htP/4KVrPJ3qkK8FPR9FVouxHTW6X6c6fG1uR/iJXjq\nzMVvE0zYryX/PoQhYqE3Ls17T2elfBd/73vw+tfX7O3Njh2PiMiOmayrY5aVUkoppZRSSqlJNFhW\nSimllFJKKaUm0WBZKaWUUkoppZSaRAt8KaWUUnXOmDiEf6nWzVBqwZhIO6Gtv13rZjQ8E26HjR+q\ndTMWxtG1NXvraOhlNXtvVd+0Z1kppZRSSimllJpEg2WllFJKKaWUUmoSDZaVUkoppZRSSqlJdMzy\nLJU8n0SyQF8yR38yT+9gjt5kjsnTVb/hmk1cdu6a2jRyAfjZHF5/P25fP15fP6WekwQjqVo3a1Tb\njdcTv/KKWjejKhGh6BfIell7c7Nk3DRe4M16W45xuHzNS4iFGm+idy+bp9jTT+FEP4WefvIvnqSU\nSNa6WUvGRMKc89H3EO3qqHVTJhC3RDDYTzDYhz/YT9B/Eqejkyaaa920aYkE4GbBTYObglL5Jn6t\nm6ZUY5NNmFq34TTEd6EwAvlhpGBvFEYAOe1rlwvDGhyqz7O8mCQogZ8GLwV+CrxhiJ2Fad665G2Z\nN/FAChNv/sJ/h4gIUETII5JHyCGSJ+xcgDHRBX+/pSQiBBQJJEcQ5AjI40sWYXbnt4YQLeI2TI+t\nBsuTBCIc6U3TN2SD4Z7BLMf6MpwcyjE4UiBf9IlGHEKOwQ+EQqn6P5ox1G2wLCL4I6lyMJzA7evH\nPX4C98QJ3L5+/OQw4vuYaBRjDOK5SMmtdbMnCIrFmgXLgQTkvTy50WA4Q6qUIu2myXs5Cn4BYwwO\nIUDwxUfm+KUeMiHOat3Ehvh1mCctAAAgAElEQVTGhf0l5klE8EYyFMYFw7kXTpB74TiFE/2UEkmk\n5OI0RcEYxPUIiqVaN3tJObEoa157Dd03Lm3REMnnbBA82GcD4r4egt5j+AN9BCODUCxAJIpxQojv\nQakIxqHpbb+zpO2c0ObAAzdjg+FKIFxMgjtil/tFMCEwDojYk54VdKKs1KIxs7+Iu9DEK0BhGPIj\nNhjODkFuwC4rpsF3IRQGHHuBbA4XnhudeK0Lv00RCAo2GPZT9t5Ngpe0Pwc5kMB+9mLKFyd9cAeg\n3oJlEcAFKY4LhvMgufLPJex3Rqj8gsDe5hAriwRAYVIwnLH35G07MNjkXaHyJsI6DLUrYDYTIgGB\nFGwwLHl8sviSIQiyBJJHKAEOBlP+BvaZ23dxiFiQrVmwbP+GM6fB8iSHTqT40Gd/jGMMrh9Qcqfu\n0OkC5HohQYA/lMTt6xsXDB/HPdGD2z+APzKCMQYTiSCIDYS9qV8+ks+vyNNRX3xybo6slyXnZcm4\nGVKlETJumryXpxSUcIyDYxwbNEqVfSdCwOz+GatxavRRIkFAaWB4LBg+0UfuhRPkj5yg0NNPaXAE\nRHBi9ippUCwh7tT94GfzS930umEiC//xKiJIJjXaMxwM9uP1HSc4ecwuSyXt/3LUXqTA88CtcpGi\nWJjwv22aFrdXWXzX9gi7aSiloTQCxaHysiwELpiwPb8YDYYnb8TT+FipBiMi9n88PwKFYaQwguQG\nITtog+FSBoKgHAwbCPzq//9+fV2wbwQ2GM6CVw6GvVQ5EB4pB8g5wJSDYcr7vcp5y+TAwtTgvKTc\nW0tQDoYpB8NBzgbIlBgLUGH6IO70F1pE/HLQa4PhQHJAJRguYIPh8gWEccHwpK0wcV/WR7gl4uNL\nHpEcfvl38yWNL7ly4O9SCYZBkKq/mz/vr2KzyPks4ntIbgQySSSTJEgPwkg/MjKI5IahkJ3V9urj\nrzcLxpguYC/wOmAA+AMR+f+rrGeAPwd+o7xoL/AxkckJ0xOJQL5Y58Gw6+INDNoU6f4Ebm8fpReP\n4facxBscxE+lMZEwJhS2J9fFov0yGr+N8nZWIi/wRnuEs16WTClDyh0h62bI+3m8wMMxIRwMAQF+\nlVRPX/yqyxtF4PmU+gZHg+H88V5yh46Rf/Ekxd4B3GQKEwrZgE8Ev1gCr8p+qBIgq7mTIEBGkvjl\nXuFgoA+/9zhB3wmCoX6C1LANgsMR+wK3BH6Vv0Fh6S5SiIjt+XVTNhB201AchtKwDYq9vD0JM2Hb\n9qDcOzFlQ64Gw0o1GJEAipnRQJh8EskOQH7IpkoXs/b/3ikHZP40AZm/sjKPFoKID36mnCadtkGw\nmwR/2C4PCkA5I4dTZOTUw7mMBOVe4XHBcJAt9w6XmNhbC9WD4ckB6jRvBYgBwYApEfgHEDJAHqFY\n3rbDqYPhOthnVQTilXuFK8FwlkAyNlVaCuXgt9IzPP3vVu9fxeKVkHIgLJlhJDMAyT4kPWSD5FLB\nXoBzHBv/eC7zOcFouGAZ+BvsJaR1wOXAd4wxj4vIgUnrvQ/4BeAy7B66CzgM/N0StnVOgkLRBsF9\nfXj9CUoneykdO4Z3sg9vcJAgl8dEI5hQCPEDGwxPugYgxVI5XWJlERFKQcmmSLs2TTrtpkmXRsi6\nWfJ+gUB8QuW0Ipk2GPbq9KNwZvxiiWJPYiwYPtZL7nA5GO4bxEtlcWIRTDgEfoBfKEIgRLwiTV4e\nCTfjhmOwwlKnF5t4HkFyYLRX2B/oxT/5IkF/D0FyAMmkIBTGhO2FLkqlcnA5ibd0F7pEBLzcWK+w\nOzIuGM7Y5xB7MiyUT7yq9U5oMKxUo5HAg0IKCjZFmvwwkk1AbgiKKXDz9n/fCdnzEL/KSamwKGND\nlz0DRCIQjYAXQUZ+Ct5QefxwxgaRJsRouq9U+16ok4wc8cvBbyVNenyKdBHb4zvb3trqa8BYMCwG\nxBibRV6tN9MpIhypsqX6O15FBMEt9wLbYNiXTDkYziNSAAJMOdBv6GC4mC8HwkM2GE4PwHCffZxL\n2XOgcNheCAoC8Kqcq1ZbNkcNFSwbY+LAW4GLRSQD/MQY823gXcDHJ63+buA2ETlefu1twHupk2DZ\nPdlL8chRGwyf6KF07DheXz/e0BBSLGFiMYxjEM+3wfAkUijW/cG+mNJdUV5MHyXjZki7drxwzstS\n8Av2vL2cVhSIXzUdulrqdKMpnEyQOfgCxZ5+ckdPkjt8jMLxPor9Q/i5AqGmKDgO4vsE+anH0ORl\na1M9bOt/AjEORgIOrr2U/vYNS/XrLBuhsNDcKjR1lDCP3UX64D6CRC/B8CCSy0IkCqHyB3xp6oUu\nghJSLXV6MTkg2ZMQHrS9waVhGxB7GdszjGOv0ArT904E8x92oJRaelJIwdALSPEokiuPF84n7Xhh\nrwjOuB6aoEpAFngrchzxgoiEoakJomFMNAqxKMQiNhCo7HMEhnKQeWTq6+vpXCbIgqRtEBxkQDLl\ngLgIpQeh1MlC9NaO9gwbU/75FMEw2MyGBuIGIwRekYAcfrlXOJA8IvaczZR716Uy7nqS6qnT9Sco\nZPGPPE6QHoKRBDKSQDJJyKftxZVQBDs0w6ueQbeE50kNFSwD5wO+iDw7btnjwKurrLu9/Nz49bZX\n26gx5n3Ynmia2roXpqWnMfSNfyX1/R9OHCtszOiJ80odLzxTB69dQ77vJ9M+H8xy8H4j6vnnfbz4\npX+dWHzNMRCUyy7kCjPeVsQrsq3/CUISjI5P2tb/BMmW1baHeQWp9K4XKr3rs9TWGXDmeUIoVICD\nP8WFcmGq8jFZmvnfZamYpjD03A2Z0PiljAXFfvUebqVUw5OeR5Gnvw2t05wSBu5MslvVHJg1nbC6\nE+OUA6DyOaCpBHih8mey0wB1g71D4B9h+q7shfsO8UKhiUFw5aJzgwXG1eTcx/G96cMzWSb/jHLy\nWby7nx7XYVD525UfB1M7eWql0YLlVmBk0rIRoG0G644ArcYYM3ncsoh8EfgiQPu685YkRl33O7ey\n9rd/C394xFal7u3H7e/HPXaC0okevP4E/nASEWzKNYbAdWGFjjOe7Ko7elj/Pz9OzsuRdScV4vIy\n5LwcJb84oRDXfKpS16Otv/suzv6dd+ImUxSO95VTrvvIHekhX6lKPWArmzuxclXqkktQpbJ5k5dH\nxgd0gBiHJi8/52B5vkFnLSxE7/pwIsRwQoh0tHDBR36VjvPW25TrvhP4J4/ZFOyRIXtVNBorF+Ly\nwa3dF4PkPMx570FWd5ZTrSvFuEagUKlKnYWgNKkqtX4eKdXonK3XIdfmobMN8sOTCnEN2GWljO3h\nGe3tmaYQl5oVOZmAkwkkHCqnXIftfVPMpl9Hy73MgWBMed9PV4ir1qKXglwCFMu9y5VU6wyY58A0\nMW1V6lkwQNTzx6Vc23TroNLhZMz0Z3oNEEx3xF6FxLoIJE8gBXzJ2V7mIF0eg1yYUJUaKr3JjXV+\nGzr7CsJv+GXIpcrp1kmCzBAM9yOpASQ7DIWMPd8IhceGedQgi63RguUM0D5pWTuQnsG67UDmdAW+\nlpJxHMJdnYS7OmnadsGU50WEIJ3B7S8X8urrp3T8hJ3mqTLFk+va1J1y5VspNcYY01CpSDifx2tu\nxo/OLZByjENrpJXWSPUpFUSEgp8fHbucdTOkRlO2cxS9Qnk7doqnQIIFqWC9lIwxRLs6iHZ10H7p\n+VXX8dLZ0emdCif6yR05Qe6FExSO91FKDOEXirjtnZjjE/81jAQUwnOrktyIKd0L27tuCHwDnWcQ\nvaL61FFSLNggulLMq/8k/slj+AO9yPAgUsjZlG0nZMf7LUGPtHHC0NRpb9XaHPhjUzxVgunK+GU3\nA34Bm7JdHr+oUzwp1RCMMRBptrf2M6omtIpXtEW7yuOXJTdkg+lC0hb5qqRsVy68VkvZVtV5vr2V\nazNO+dT0WzFr3jY2xZM3bCtbe6lyRehyEcXxUzzVgjFAkw2Mx3eGR/sg1l3uRfSYOMVTrjyGuTLF\nU8BYga3pg+nKMWpEQCA0aa9NGL98ypTtMGPjoevj+8qYECHTSohWIlWeFwnsfMeBneJpNGU7yIyb\n4smmbNvfaPYXJZaCcULQ2olpteccoUnPiwjkMzaYziYJ0kkY6UNGBmzKdiFtj6nRavrTpGzPU6MF\ny88CYWPMeSLyXHnZZcDk4l6Ul10GPHia9eqWMYZQexuh9jY495yq6wT5PG5/Aq+v304RdfIkpWMn\ncHv78AeHCPJ5G0w7DgQ+Uqh9WkPryROsO/DYaCDVt/1yMmcs/DzCxhiawy00h1tYw9T0elsMrDga\nTOe8LKlSmrSbIutmKfh5AgkImRAGg4/fkOnd4bY4rdvOpnXb2VWf9/MFCj0Jcv/wj8T//E/t38Vz\neeGS65BwF6Rzo8XAxA/sWOdTXHNq1JTuxehdPxUTayK0YROhDZuqPi+eSzCUGJ0myk/04vceI+jr\nIRgeQLJpWxU7FB43/nlxj0/jhCDWYW/V2iyBLfhVqYpdSkEpaQNqt1IMjHLvNOXU7sb7n1JqJTLh\nGLSuhda11YNp34PiyNh8yflkuWc6aYNsr2AvpJkQdo5bDaZnTMBEu6HKuQyABO7E+ZLHB9N+xmYB\njRYDC2qXFWAMEAETwSaAViHeWOGv0WJglVuJmVWrHh9MM+6cZezcRQD8VsS5ujxncg6RLEKmPEVU\nkfn2gi8WYxxCNBMKVe/QsMXASqPTQ9nq2OOLgdnfbWz88/T7sZaMMdDShmlpAzZPCaYBpJizxcDS\nSSQ7ZMc+pxKQHkLyKTvctVIMzPfn9LnTUMGyiGSNMd8C/tQY8xvYathvAa6tsvo/AP/dGPNd7NH+\nYeBzp3uP5liINR1NDGeKGAyRiC1qU/J8PL8+rjiN5zQ3E9u8idjm6ifcQcnFSyRsz3R/P+7J8jRT\nJ3vxBgYJMhlMpFxZW8qVtYPF+z1DpSLrDjyGE4x96Kw78Bj51Wvm3MM8V8YYYqEmYqEmulhddR03\ncEfTvLNuhrSbIe2OkCkH017g2WDaGAKpXll7vpzEIDzVA1u2QPfCj6kPNTcRP+cs+MQfwgffC0eO\nwJYtnNvdzblA4HoUewfG5lw+3kv20PHRaaa84ZSdqixs02SakqklDToXSiHcjJkUbM6nd32+TDhC\naO0GQmur98hL4CPDQ/jjgumg9zh+/wmCoQSSHrZfDqebZmoh22wciLTaG2dMbbOI7X2ePM1UMWmX\neXnbK1KZczkIqMcvcKXUVCYUhpbV0LK6ejAtga2gXRhB8sN2mqncoK2sXRiBUs5+Zjk222vaaabU\nFMaJgNMFka6qz9tpptJj00x5I7aytp8am2ZqQmXtGmYFmTCYVqYPpn0bNI/2TBdAskysrD2LYNqs\nAlZR7aAVcW0gPSGYziLksMH0zHrBl5oxBkMMx8SAVVXXCcQtB9J5m+o9YZqp4gynmao9E2vBxFpg\ndfVON3GLSLYyxdQQkhqEkT7g3hm/R0MFy2UfAL4M9AODwG+JyAFjzCuB74lI5b/rC8BWYH/58ZfK\ny07prLWt3P7HNyIipLIl+pJ5+pJ5+pM5jvVnOd6foS+ZJ5ku4vkB0UiIclbHKNcPiIbroxiDE40Q\n3biB6MZpTrh9H29wyPZMV8ZOHztOqeckXmIAf2TEFp6IRBZkqEe0lEec0IQxB+KEiBJQjLfMaBvi\neZhotcSUhRdxIqyKrWJVrPqHjR/4o73SWTdLxkuTKqXIuBnyXg43cEfHTc/Fhm//mHV/+G47trVU\ngr174ZZb5vMrnVp395SA3ImEaT5rPc1nra/6EgkCSokkhRN23HTx4PM4f/DAhO8MI4LbsZrQEl8Q\nmY2AFp6VHZx/9BHEGIwIz26+kqCzs+rVzNNur+jiRBbvI9Y4IUxXN05XN5w3tXahiCDpkXHTVPXh\n9x0n6D1ue6tTSft/aAyyRFNRGWMg3GxvzeuqriN+qRxMZ+x9cdj2TpfStjp3MG7OZqXU3AU+UxMf\nF48xDjStgqZVmFWbpzxvp8vLQmWKqsLwuGB62M7ZLIHNpllJ//9BUA5k586YEIRX2VuVr2GRwFaz\n9sq9016q3DM9YgPsII8906306taQCYFpBqa5kC0yMc2bcu90kCv3TJcYC25P/bsYE8EQAdqnCaY9\nhDyQR8q9uHbO5ly5d7oyJVYlgK8fjongmA5gukwxD18Koz3TgWTL1blz5TmbXcaPm54NG3wvzf+w\nicQwq9bDqknnsH8w88mRTB0N4a0LO3bskIcffnhG62YLLv3JPEOp4pTCURectYq2luhiNHFJiQj+\n8DBeXwI/m53/BpNJWm5+A2bcdFgSi5G747vQWX2cZDVN551DqH3y8PX6E0hA3suR9bL4s0yRdRKD\nrL3wKkx+3FjV5mY4enRRepgX1O23w65dEIkgrov/2c+Rf9mrcIerlReoLyaZxOntIVi/AZnFMTll\nO6EQq665dKyqaR0KclmCwT5MNEbo5/vr/7gCO+9rJXBuwGERStWVbBjzxjfDvn2N8f/v5m0vdDFT\n66YsrYLBvOWXa/b2ImIDZj8NoTZMaGadG6Pq6fgSAVwbSA+k4fVvXsS3CoACQgFD58zOB+ppX52C\nSFAuQpafdYVug0P4zgcxb3jDIrVuBm3YseMREdkxk3UbsWe5bsSbIpx9RoSzp2YbLhvGGMKdnYTn\nETQAkEjY9N7LLoGvfGU0kMJ1MXv3Er/h+gVpb71xjEM80kp8miJkp9R/3PYojw+WIxG7H+v9g/SW\nW+CGG+DIEcyWLYS7u6uWrFe15bTEcVq2lh/tP+W69WK0CBnz/ExSSkEhUesWzIqpFCFbaV8oidr+\nnYwxEGqxt0ZnDBAFEwWzuHV8jHGAFgzLYL9NYoxDyMQJEZ/rBha2QYtIg2W1+Cq9jNHoWCrx0aOj\nY2NPGfhVguxFGq9b17ZssftrPNe1yxtBlZRupZRSSimlGkV9JdCr5SeRsIFyPg8jI/Z+1y773FVX\nnTqYuv122LwZbrzR3t9++9K0uV50d9sLC83N0N5u7/fubZwANJGAhx6q+RVx1SCSSThwwN4rpdRy\npZ91SjUUDZbV4jpyxPYoj1dJJT6V6YLslRZ43XKL7YX/wQ/s/WIW91pIK/1Ch5qdffvg5pvh1lvt\n/b59tW6RUkotPP2sU6rhaLCsFtdcU4nnGmQvR93dp++Fryd6oWNuVmpPfDIJe/ZAsQiZjL3fs0d7\nXZRSy4t+1inVkDRYVotrrqnECzVed6UGILWkFzpmbyX3xPf02ONjvHDYLldKqeVCP+uUakgaLKvF\nN5dU4oUYr7uSA5BaavTCZEvtVD3xK+Fiz4YN9vgYz/PscqWUWi70s06phqTBsloac0klns94XU0F\nrp1GL0y2WKYLfKfrif/CF1bGxZ7OTti9G2IxiMft/e7ds5p3XSml6p5+1inVkHTqKFXf5jr9UCUA\nyefHljXKHMXLwbh5llfktF+TVZs+rXLxp1pPfKkEn/ykPX4rx/CuXXafLsd9uXMnXH21TUfcsEFP\nHpVSy5N+1inVcLRnWS1Pmgpce41WmGyxnC7LoVpP/B/90cob993ZCdu368mjUmp50886pRqKBstq\neVpuqcArYezqcjWTgmeThxy8//3TX+zRY0EppZRSaklosKyWr0ado3gyLVTW2Gaa5TC+J366iz0/\n+IEeC0oppZRSS0THLKvlba5jnuvF+BTelTB2dTmqBL67dtkeZdedWZbDDTfAv/+7/fmKK+z95s16\nLCillFJKLRENlpWqZ1qobHmYbcGzagXBzj1XjwWllFJKqSWkwbJS9axeC5UlElrperZmmuUwXTbB\nI4/U57GglFJKKbVM6ZhlpepZPRYq0zHUi2u6gmCZTP0dC0oppZRSy5j2LNcr7bmrX0v9t6mnOYt1\nDPXiO1U2wVVX1c+xoJRSSim1zDVEz7IxJmaM2WuMOWqMSRtjfm6Mef0p1v81Y4xvjMmMu123hE2e\nH+25q1+1+tvUy5zFM5kGSc3P6bIJ6uVYUEoppZRa5hoiWMb2gB8DXg10ALuBbxhjtpziNfeJSOu4\n2z2L3sqFML7nbmTE3u/apXOq1gP929TvGOrlZrlMe6aUUkop1cAaIlgWkayI/ImIHBGRQETuAF4A\nrqx12xac9tzVL/3b1OcY6uVKe5CVUkoppWqqIccsG2PWAecDB06x2hXGmAFgCPhH4M9ExFuK9s2L\n9tzVL/3bWPU0hloppZRSSqlF0hA9y+MZYyLA14GvicjBaVa7F7gYWAu8FbgF+Mgptvk+Y8zDxpiH\nE7VOqdWeu/qlf5sx2uup1PKXTMKBA/ZeKaWUWoHqIlg2xtxjjJFpbj8Zt56D7SUuAR+cbnsiclhE\nXiinbO8H/hR42ynW/6KI7BCRHd31cPKv4xXrl/5tVKNIJOChh1bWmHq1cPbtg5tvhltvtff79tW6\nRUoppdSSq4s0bBG57nTrGGMMsBdYB7xBRNzZvAVg5ta6Gunu1l67eqV/G3Uq9TDt2+232+Jz0agd\nOrB3r17YUTOXTMKePVAs2hvYx1dfDZ2dtW2bUkoptYTqomd5hv4WuBB4k4jkT7WiMeb15XHNGGO2\nYatn/8fiN1EptaLVw7RvWrVdzVdPjy1eOF44bJcrpZRSK0hDBMvGmM3A+4HLgd5xcye/o/z8pvLj\nTeWXvBZ4whiTBb4LfAv4ZC3arpRaIeolSNWq7Wq+NmywxQvH8zy7XCmllFpBThssG2O6jDE7p3lu\npzFm0XOyROSoiBgRaZo0d/LXy8+/WH78Yvnx74vIOhGJi8hWEfmfs0zbVkqp2VnKIPVU45G1arua\nr85O2L0bYjGIx+397t2agq2UUmrFmUnP8v9g+vmMrwD+aOGao5RSDWqpgtTTpXpr1Xa1EHbuhDvu\ngM9/3t7vrHrNXCmllFrWZhIs3wx8YZrnvgi8ZeGao5RSDWopgtSZpnpr1Xa1EDo7Yft27VFWSim1\nYs2kGvZ6ERmY5rkhbHVqpZRSt9wCN9yweNWwK6ne+XE1Diup3pPfS6u2K6WUUkrNy0yC5aQx5gIR\neabKc+cDwwvcJqWUalyLGaTqeGSllFJKqSUzkzTsfwP+yhjTPH5h+fH/Af5lMRqmlFJqEh2P3DiS\nSThwwN4rpZRSqiHNpGd5N3A3cNgYsw84CZwB3AQcA/548ZqnlFJqgsVO9Vbzt28f7NljU+Rd11aS\n1gJZSimlVMM5bc+yiKSBa7FBcxOwo3y/G3hl+XmllFJLpbsbrrpKA+V6lEzaQLlYhEzG3u/Zoz3M\nSimlVAOaSc8y5TmKv1S+KaWUUqqanh7bo1wsji0Lh+1yrSqtFksyaY+xDRv0OFNKqQV02p5lY8zQ\npMefWbzmKKWUUg1swwabej2e59nltaRjqJevffvg5pvh1lvt/b59tW6RUkotGzMp8BWZ9Pj/W4yG\nKKWUUg2vs9OOUY7FIB6397t317a3T4Op5UvT/pVaPIkEPPSQvVcr1kzSsGXSY7MYDVFKKaWWhZ07\n4eqr6yMtdnwwVUkN37PHtk/TdRufpv0rtThuvx127YJo1E7ZuHevLbCpVpyZBMvGGHM2Y0Hy5MeI\nyOHFaJxSSinVkDo76yNYmS6YeuYZaGurfTCv5qde0/6VamSJhA2U83l7A/v4hhu0sOYKNJNgOQ48\nz8Qe5UPjfhYgtJCNUkoppdQCqBZMFYvw4Q/r1FbLQSXtf88eexHE82qf9q9UoztyxPYoVwJlsJ+X\nR45osLwCnTZYFpGZjGtWSimlVL2ZHEy5LgSBpmUvJ/WU9q/UcrBli029Hs917XK14sxo6iillFJK\nNajxwVQ6DR//uC0GVaFjXBtfvaT9K7UcdHfbMcq7do1l4Ozdq73KK9SMgmVjzC8DLwcOAF8pz7tc\nee7zIvKBRWqfUkoppearEkwlkzrGVSmlTueWW+wY5SNHbI+yBsor1kzmWf594FPlh78JPGiMOWPc\nKu9cjIYppZRSaoHV49RWSilVj7q74aqrNFBe4WbSs/xbwOtE5FkAY8wngJ8YY64XkaPoVFJKKaVU\n49AxrkoppdSMzKR4Vze2GjYAIvLHwP8BfmyMuYCp8zAvCmPMPcaYgjEmU749c4p1jTHmL4wxg+Xb\np4wxGtQrpZRSYAPk7ds1UFZKKaVOYSY9y0eBS4HHKgtE5K+NMTngHiC2OE2r6oMi8qUZrPc+4BeA\ny7DB/F3AYeDvFrFtSimllFJKKaWWiZn0LH8NuGHyQhH5MvD7wImFbtQCeDdwm4gcF5ETwG3Ar9W2\nSUoppZRSK1AyCQcO2HullGogpw2WReTTIvLpaZ77uohsXfhmTevPjDEDxpifGmOuO8V624HHxz1+\nvLysKmPM+4wxDxtjHk4kEgvUVKWUUkqpFW7fPrj5Zrj1Vnu/b1+tW6SUUjM2k55lAIwxW6e5bTTG\nzHg78/AxYCuwEfgi8J/GmHOmWbcVGBn3eARonW7csoh8UUR2iMiObq14p5RSjUV7rZSqT8kk7NkD\nxaKd27tYtI/1f1Up1SBmE+Q+DzxXvo3/+UWgaIz5V2PMurk0oly8S6a5/QRARB4QkbSIFEXka8BP\ngTdMs8kM0D7ucTuQEZElKUamlFJqiSyXXisN+NVy1NMDkcjEZeGwXa6UUg1gNsHye4GvA+cDTcAF\nwP8FPgBcgi0W9jdzaYSIXCciZprbK6Z7GdNPW3UAW9yr4rLyMqWUUsvFcum1Wi4Bv1KTbdgArjtx\nmefZ5Uop1QBmEyx/AnifiBwSkZKIPI+dg3m3iBzEFtC6buGbCMaYVcaYm4wxTcaYsDHmHcCrgDun\neck/AP+9nCK+Afgw8NXFaJtSSqkaWQ69Vssl4Feqms5O2L0bYjGIx+397t0re8oyzSJRqqHMZOqo\nCgfYAhwct2wTECr/nJnl9mYjAvwvYBvgl9vwCyLyDIAx5pXA90Sktbz+F7Djm/eXH3+pvEwppdRy\nsRx6rSoBf7E4tqwS8GaTHDAAABSxSURBVK/kgEItHzt3wtVX22N6w4aVfVzv22cvhkUi9rNr9267\nf5RSdWs2we1ngLuNMV8BjgFnAr9eXg7wRuC+hW2eJSIJ4KpTPP9jbFGvymMBPlq+KaWUWo4qvVZ7\n9tgA0/Mar9dqOQT8Sp1OZ2dj/V8uhvFZJJWLY3v22AsJK33fKFXHZhwsi8injDFPAL8EvAQ4CewS\nkX3l5/8d+PdFaaVSSilVTaP3Wi2HgF8pdXqaRaIWSzLZuN+BDWBWadPlwFgrjyillKofjd5r1QgB\nfyOfjDVy29XyoVkkajFoav+im808yxFjzCeMMYeNMYXy/SeMMdHFbKBSSim17HV2wvbt9RnMNXK1\n7kZuu1petNiZWmhaIHJJzKZn+VPAS4HfBI4Cm4Hd2DmMf2/hm6aUUkqpmmrkcZZL3XbtwVan0whZ\nJKpxaGr/kphNsPxLwGUiMlh+/Iwx5lHgcTRYVkoppZafRj4ZW8q2ayqkmqlGHzai6oem9i+J2cyz\nbGa5XCmllLJ0btHG1MgnY0vVdk2FVErVgqb2L4nZBMvfBP7TGHOTMeZCY8xObPXrby5O05RSiyqR\ngIcesvdKLSYdN9q4GvlkbKnaXunBHq/Sg62UUotp50644w74/OftvWa0LLjZpGF/FPgfwN8AG4AT\nwD8BexahXUqpxXT77bBrF0SjUCrB3r1wyy21bpVajhp5zKuyGnmc5VK0vZF735VSjU9T+xfVKYNl\nY8z1kxbdU74ZQMrLXgHcvdANUw0gkYAjR/5fe/ceLVdVH3D8+ysESAlpeFxRpMkVWsBCxdb4qK/S\nEiW0IItq1YAiNpZ2VdvaGrsQSY0B0T9cy7WsUkoNooKpVVAqarRaqI92qSwVXFSkihesKF4wxjwu\nkMqvf5wzzeHkvjNz55yZ72ets2Zm77P3nJk7+878zn4cGB2FkZF+H41ma3y8CJQnJooNiserVvl3\nVPe1ec6r9mjzj7FeH7vXym4WF1qT1EUz9SxvmiK9Eyh3guZjunZEagd7JttrbKz4u3UCZSiCmbEx\ng2V1n71uGgZt7n0fJC60JqnLpp2znJlPmGI7ptyekJkGysOm2jO5bVtxu3atc1/bYnS0OMFRtXt3\nkS51W5vnvA4LF1/rjiZfK3sYuNCapB6Yy5xlqWDPZLuNjBQjAdau3XP2fdMm/3bqHXvdmsueODVB\nN4ZOO+VDUg8YLGvu7JlsvzVrijnKzjnXQmnznNdB5eJraoJunbBxyocGlfPw+2oul46SCp2eycWL\nYenS4taeyfYZGYGnPtW/m9rBocLd5yWPNJVut7ep6uvm0GmnfGjQbN0K73mPl17sM3uWNT/2TEpa\nKA4V7g174jSZbre36err9tBpp3xoUGzZAhs37hnJ6eifvrFnWfNnz6SkXnPRnt6xJ0513W5vM9XX\nixM2bV5ozRE0gj3tpj7lERz90wf2LEuSmstFe3rLnjhVdbu9zVSf16jewxE06pis3XQM2uifFszH\nbk2wHBE7akmLgcsz888n2fd8imtEV5Zr5ozMvLlnByhJ6j6HCvfeIC6+1oIfYI3U7fY2m/qG5YTN\ndJ9JF9tT1WTtpuOsswbnM9GSE0StGYadmUs6G3AkRSD84WmK/Ge1jIGyJLWQQ4U1V1u2uCDOfHW7\nvc22vjYPnZ6NmT6TLranqk67OeCAvfNuuGEwhunv3NmaKVat6VmueRHwY+AL/T4QSVKPDUvPk/ad\nPXT7rtvtrZv1tXHEwGw+k46gUd3q1bBsGaxbBw8+uCd9UKYhbd3amilWrelZrnkF8P7MzGn2+Y2I\nuD8i7oyI9REx5YmBiLggIm6JiFvGx8e7f7SSpH0z6D1P6o759NC5qNLeut3eulFfW0cMzOYz6Qga\nTeb446Ee6gzKSZRDD23NCaLWBcsRsRz4beB90+z2eeAk4DHAC4E1wOun2jkzr8zMlZm5csSVnSVJ\naqe59tC1NQAbNm1eFX+2n8nVq+HGG+Hyy4vbBs7d1AIb5JMoBx/cmtfWiGHYEXEzRQA8mS9l5rMr\nj88DvpiZ35uqvsy8q/LwmxGxkSJYfuu+HqskSWqouayu7JDt9mjzqvhz+UwO4mJ72jeDPA2pJa+t\nEcFyZp4yh93PA94216cAYo5lJElS28z2B1ibA7D5aON83462z+ltSVCwl/FxGBuD0VFw5GX/DPJJ\nlBa8tlYNw46IZwKPZ/pVsImI0yPiyPL+CcB64IbeH6EkaWA4l7W9ZjNHtu0B2Fy0fbj5IAxHbdu6\nC5s3w4oV8LznFbebN/f7iKS+aFWwTLGw1/WZub2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       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe8d6710>"
+       "<matplotlib.figure.Figure at 0x15cd6ffe128>"
       ]
      },
      "metadata": {},
@@ -1609,7 +1609,7 @@
      "data": {
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h63XksYQnCNUGFwqiz0iEpzFc18twbZzMvv0Mb31+wv2MpQ1EbtmMXZln8LEn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\nklTz/wG1u5VFOWLjugAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xeba0a90>"
+       "<matplotlib.figure.Figure at 0x15cd6f7fc88>"
       ]
      },
      "metadata": {},
@@ -1626,7 +1626,7 @@
      "data": {
       "image/png": 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RaAimzc7uG21uJtq6lvjGTcQvygum168ntmYNFl2YbAH3TAh4z/YK94Re4ZEz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\nSUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe87be10>"
+       "<matplotlib.figure.Figure at 0x15cd74dea58>"
       ]
      },
      "metadata": {},
@@ -1643,7 +1643,7 @@
      "data": {
       "image/png": 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YJHbxJ60UJ78Nw69CpKnITxwBzwPnwKVxFoFoUxhA13WGwXSsBWLhQbBFyv+Z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\nYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xeb9b6d8>"
+       "<matplotlib.figure.Figure at 0x15cd750cb38>"
       ]
      },
      "metadata": {},
@@ -1660,7 +1660,7 @@
      "data": {
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xwp3JJuB64Mtm9oi7Hyhb7/3ADwDXEe5Y/g44BHxiBcsqIg0kBMOTM5tIR+dC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\nkiRJGvgnbW+9KuCL5TUAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe635eb8>"
+       "<matplotlib.figure.Figure at 0x15cd7585e48>"
       ]
      },
      "metadata": {},
@@ -1677,7 +1677,7 @@
      "data": {
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2NTbx8qlTRH0+KqNRbhgjGL6+soqf7NnjFvaqHHueqFKKv1i/nocOH+Lpujo2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\nSUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xebc8f98>"
+       "<matplotlib.figure.Figure at 0x15cd7eeeb70>"
       ]
      },
      "metadata": {},
@@ -1694,7 +1694,7 @@
      "data": {
       "image/png": 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/OBAzyGR90Dw6BqdHsbExH0yfPAWZEhcGRcQLS5wvjJ3EjZ2E43txQQyCghYd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\nkiQNOFmWJEmSJGnAybIkSZIkSQP/AW8Typg7jP/+AAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe9c95f8>"
+       "<matplotlib.figure.Figure at 0x15cd75b0be0>"
       ]
      },
      "metadata": {},
@@ -1711,7 +1711,7 @@
      "data": {
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Pfh9XZRUYCu/yJoLfuR+zrBxP41JcZeWjAXSmN0jRmvW4q50AsWjNOlwVlURe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\nBsuSJEmSJNUYLEuSJEmSVPP/Ab+TJiuUUBaNAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xded3160>"
+       "<matplotlib.figure.Figure at 0x15cd8432a90>"
       ]
      },
      "metadata": {},
@@ -1728,7 +1728,7 @@
      "data": {
       "image/png": 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DOAyHDpllAUmwLIQQQgghhBCiOO3fD6tXw733muX+wk1dKMGyEEIIIYQQQoji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\nUurvlFI96dvHlFIS1AshhBBCLHQybZQ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X1YNVdSPwNSY+P74MOKOq7qqqHwAf5ZdznPGn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\n1GOyLEmSJElSz/8DLvIVb1zGF5gAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe874518>"
+       "<matplotlib.figure.Figure at 0x15cd75f3cf8>"
       ]
      },
      "metadata": {},
@@ -1745,7 +1745,7 @@
      "data": {
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Q14YDOAv0hclmUjDWB7FeGO3BjnbDyD4Y7YKxfkiOgPGA4wFrIZ0EMgtSF1kc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\nrkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe83aba8>"
+       "<matplotlib.figure.Figure at 0x15cd71137f0>"
       ]
      },
      "metadata": {},
@@ -1767,14 +1767,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "image/png": 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p9L3wGyK7/nh8RoKqMy+gevnKcTcwNNnc4Hz2T9tH15QujoacLsl+Tx0BT/5KqSYzCUxG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\nQJChtG3SqAAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xfcc18d0>"
+       "<matplotlib.figure.Figure at 0x15cd75264e0>"
       ]
      },
      "metadata": {},
@@ -1811,7 +1811,7 @@
     "right=g.right+wr\n",
     "crUtils.plot_pos(left,right,data[data.ori==\"-\"],\"fit18\",ax=ax)\n",
     "\n",
-    "fig.savefig(\"spoT.eps\",format=\"eps\")\n",
+    "#fig.savefig(\"spoT.eps\",format=\"eps\")\n",
     "plt.show()\n",
     "\n",
     "mask=(data.ori==\"-\") & (data.pos>genes.loc[\"spoT\",\"right\"]-500) & (data.pos<genes.loc[\"spoT\",\"right\"]+500)\n",
@@ -1822,14 +1822,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "image/png": 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TOzTTPANk59XjaetaexSaG62ThP++5RzmLz3WqSYTqHYUKF24RFXQEZE44Epg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\no5RSKmw06CillAobDTpKKaXC5v8DYeCKZR+iO70AAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xfa6c9e8>"
+       "<matplotlib.figure.Figure at 0x15cd7544400>"
       ]
      },
      "metadata": {},
@@ -1869,7 +1869,7 @@
     "right=g.right+wr\n",
     "crUtils.plot_pos(left,right,data[data.ori==\"-\"],\"fit18\",ax=ax)\n",
     "\n",
-    "fig.savefig(gname+\".eps\",format=\"eps\")\n",
+    "#fig.savefig(gname+\".eps\",format=\"eps\")\n",
     "plt.show()\n",
     "\n",
     "mask=(data.ori==\"-\") & (data.pos>genes.loc[gname,\"right\"]-500) & (data.pos<genes.loc[gname,\"right\"]+500)\n",
@@ -1880,14 +1880,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "image/png": 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tLFzYZ2aP7XNabxqO1XrTsIikXE4kNHff6e7Xufsad29x98eA1cDkTMfWbR3NLSbRopuG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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xc475278>"
+       "<matplotlib.figure.Figure at 0x15cd74f4c18>"
       ]
      },
      "metadata": {},
@@ -1908,7 +1908,7 @@
     "right=g.right+wr\n",
     "crUtils.plot_pos(left,right,data[data.ori==\"+\"],\"fit18\",ax=ax)\n",
     "\n",
-    "fig.savefig(\"psd.eps\",format=\"eps\")\n",
+    "#fig.savefig(\"psd.eps\",format=\"eps\")\n",
     "plt.show()"
    ]
   },
@@ -1921,7 +1921,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -1954,18 +1954,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 22,
    "metadata": {
     "collapsed": true
    },
    "outputs": [],
    "source": [
-    "genes[genes[\"name\"].isin(plusgenes+minusgenes)].to_csv(\"Supplementary_Table_2-reverse_polar_genelist.csv\",sep=\"\\t\",index=False)"
+    "genes[genes[\"name\"].isin(plusgenes+minusgenes)].to_csv(\"reverse_polar_genelist.csv\",sep=\"\\t\",index=False)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 23,
    "metadata": {
     "scrolled": true
    },
@@ -1999,7 +1999,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "(1817, 19)\n"
+      "(1817, 15)\n"
      ]
     },
     {
@@ -2044,10 +2044,6 @@
        "      <th>fit75</th>\n",
        "      <th>ntargets</th>\n",
        "      <th>seq</th>\n",
-       "      <th>name_x</th>\n",
-       "      <th>gene_len_x</th>\n",
-       "      <th>name_y</th>\n",
-       "      <th>gene_len_y</th>\n",
        "      <th>name</th>\n",
        "      <th>gene_len</th>\n",
        "      <th>endDist</th>\n",
@@ -2070,10 +2066,6 @@
        "      <td>NaN</td>\n",
        "      <td>rrfB</td>\n",
        "      <td>119.0</td>\n",
-       "      <td>rrfB</td>\n",
-       "      <td>119.0</td>\n",
-       "      <td>rrfB</td>\n",
-       "      <td>119.0</td>\n",
        "      <td>-1446.0</td>\n",
        "      <td>False</td>\n",
        "      <td>-11.151261</td>\n",
@@ -2092,10 +2084,6 @@
        "      <td>NaN</td>\n",
        "      <td>rrfB</td>\n",
        "      <td>119.0</td>\n",
-       "      <td>rrfB</td>\n",
-       "      <td>119.0</td>\n",
-       "      <td>rrfB</td>\n",
-       "      <td>119.0</td>\n",
        "      <td>-1423.0</td>\n",
        "      <td>False</td>\n",
        "      <td>-10.957983</td>\n",
@@ -2114,10 +2102,6 @@
        "      <td>NaN</td>\n",
        "      <td>rrfB</td>\n",
        "      <td>119.0</td>\n",
-       "      <td>rrfB</td>\n",
-       "      <td>119.0</td>\n",
-       "      <td>rrfB</td>\n",
-       "      <td>119.0</td>\n",
        "      <td>-1422.0</td>\n",
        "      <td>False</td>\n",
        "      <td>-10.949580</td>\n",
@@ -2136,10 +2120,6 @@
        "      <td>NaN</td>\n",
        "      <td>rrfB</td>\n",
        "      <td>119.0</td>\n",
-       "      <td>rrfB</td>\n",
-       "      <td>119.0</td>\n",
-       "      <td>rrfB</td>\n",
-       "      <td>119.0</td>\n",
        "      <td>-1414.0</td>\n",
        "      <td>False</td>\n",
        "      <td>-10.882353</td>\n",
@@ -2158,10 +2138,6 @@
        "      <td>NaN</td>\n",
        "      <td>rrfB</td>\n",
        "      <td>119.0</td>\n",
-       "      <td>rrfB</td>\n",
-       "      <td>119.0</td>\n",
-       "      <td>rrfB</td>\n",
-       "      <td>119.0</td>\n",
        "      <td>-1413.0</td>\n",
        "      <td>False</td>\n",
        "      <td>-10.873950</td>\n",
@@ -2178,22 +2154,15 @@
        "69564  TCACTTCTGAGTTCGGCATG  rrfB     False  4169694   -   True -9.026950   \n",
        "81002  TTCACTTCTGAGTTCGGCAT  rrfB     False  4169695   -   True -8.384733   \n",
        "\n",
-       "          fit75  ntargets  seq name_x  gene_len_x name_y  gene_len_y  name  \\\n",
-       "5588  -5.315769         3  NaN   rrfB       119.0   rrfB       119.0  rrfB   \n",
-       "12961 -9.579536         8  NaN   rrfB       119.0   rrfB       119.0  rrfB   \n",
-       "44673 -6.000338         8  NaN   rrfB       119.0   rrfB       119.0  rrfB   \n",
-       "69564 -7.462828         8  NaN   rrfB       119.0   rrfB       119.0  rrfB   \n",
-       "81002 -8.855084         8  NaN   rrfB       119.0   rrfB       119.0  rrfB   \n",
-       "\n",
-       "       gene_len  endDist  ori_gene       dist  \n",
-       "5588      119.0  -1446.0     False -11.151261  \n",
-       "12961     119.0  -1423.0     False -10.957983  \n",
-       "44673     119.0  -1422.0     False -10.949580  \n",
-       "69564     119.0  -1414.0     False -10.882353  \n",
-       "81002     119.0  -1413.0     False -10.873950  "
+       "          fit75  ntargets  seq  name  gene_len  endDist  ori_gene       dist  \n",
+       "5588  -5.315769         3  NaN  rrfB     119.0  -1446.0     False -11.151261  \n",
+       "12961 -9.579536         8  NaN  rrfB     119.0  -1423.0     False -10.957983  \n",
+       "44673 -6.000338         8  NaN  rrfB     119.0  -1422.0     False -10.949580  \n",
+       "69564 -7.462828         8  NaN  rrfB     119.0  -1414.0     False -10.882353  \n",
+       "81002 -8.855084         8  NaN  rrfB     119.0  -1413.0     False -10.873950  "
       ]
      },
-     "execution_count": 19,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2228,14 +2197,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "image/png": 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dKKNkqkwXfy7a2+XR2yt59O2xGgBKoVEZ5Y0KYRhiDXdkibseCxkufEMexx8v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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe7065f8>"
+       "<matplotlib.figure.Figure at 0x15cd75ece10>"
       ]
      },
      "metadata": {},
@@ -2272,13 +2241,13 @@
     "#data4.loc[data4[\"ori_gene\"]==False,].plot.scatter(x=\"endDist\",y=\"fit18\",ax=ax)\n",
     "ax.set_xlim(-200,200)\n",
     "\n",
-    "fig.savefig(\"figures/gene_end.eps\",format=\"eps\")\n",
+    "#fig.savefig(\"figures/gene_end.eps\",format=\"eps\")\n",
     "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -2316,14 +2285,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "image/png": 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Rjx0cQLLOZpBNg2xiZZScTA/8jvtG/azNIMcoK5NlFEsbgNaLMm+HTUwdNXJ8D8/+8oCv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\nAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xe536898>"
+       "<matplotlib.figure.Figure at 0x15cd7582a58>"
       ]
      },
      "metadata": {},
@@ -2335,7 +2304,7 @@
        "(0, 1)"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2366,7 +2335,7 @@
     "#data4.loc[data4[\"ori_gene\"]==False,].plot.scatter(x=\"endDist\",y=\"fit18\",ax=ax)\n",
     "ax.set_xlim(0,1)\n",
     "\n",
-    "fig.savefig(\"figures/distance_along_gene.eps\",format=\"eps\")\n",
+    "#fig.savefig(\"figures/distance_along_gene.eps\",format=\"eps\")\n",
     "plt.show()\n",
     "\n",
     "ax.set_xlim(0,1)"
diff --git a/bad-seed analysis.ipynb b/bad-seed analysis.ipynb
index 8dff7ff..8e64040 100644
--- a/bad-seed analysis.ipynb	
+++ b/bad-seed analysis.ipynb	
@@ -165,7 +165,7 @@
     "font = {'size'   : 10}\n",
     "matplotlib.rc('font', **font)\n",
     "\n",
-    "data=pd.read_csv(\"Supplementary_table_6-screen_data.csv\",sep=\",\")\n",
+    "data=pd.read_csv(\"screen_data.csv\",sep=\",\")\n",
     "\n",
     "data.index=data.guide.values\n",
     "data.head()"
diff --git a/off-target analysis.ipynb b/off-target analysis.ipynb
index 6531e97..2e34f07 100644
--- a/off-target analysis.ipynb	
+++ b/off-target analysis.ipynb	
@@ -162,7 +162,7 @@
     "font = {'size'   : 10}\n",
     "matplotlib.rc('font', **font)\n",
     "\n",
-    "data=pd.read_csv(\"Supplementary_table_6-screen_data.csv\",sep=\",\")\n",
+    "data=pd.read_csv(\"screen_data.csv\",sep=\",\")\n",
     "\n",
     "data.index=data.guide.values\n",
     "data.head()"
@@ -349,7 +349,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -491,7 +491,7 @@
        "AAAAAATCTGCCCGTGTCGT    -2.405657  "
       ]
      },
-     "execution_count": 7,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -510,7 +510,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -543,7 +543,7 @@
        "       [      1, 4608090]])"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
-- 
GitLab